Drowsineess Detection Using YOLOV5 Model
All about how to implement yolov5 for custom training.
• 473 min read
Computer Vision Projects Object Detection Architechtures
- Install Dependencies
- Train from scratch
- Installing LabelImg for Annotating Images that we have taken previously.
- Creating dataset.yml file
- Training Begins
- 6. Load Custom Model
- Summary
Install Dependencies
- Create a separate environment with python 3.7 or higher.
conda create -n drowsiness-detection python=3.7 -y
- Activate the environment.
conda activate drowsiness-detection
- We have to clone a repository of yolov5 entering following command in a empty folder which have to be a current working directory for this project.
!git clone https://github.com/ultralytics/yolov5.git
- Install the pytorch by entering following command.
!pip install torch==1.8.1+cu111 torchvision==0.9.1+cu111 torchaudio===0.8.1 -f https://download.pytorch.org/whl/lts/1.8/torch_lts.html
- By entering following command we move to a cloned yolo v5 repository and install the dependencies.
!cd yolov5 & pip install -r requirements.txt
import uuid # Unique identifier
import os
import time
from matplotlib import pyplot as plt
import numpy as np
import cv2
- Setting path for collecting images.
- Create folder name data and images in current working directory for storing images.
IMAGES_PATH = os.path.join('D:\drowsiness _detection\YOLO-Drowsiness-Detection\data', 'images') #/data/images
labels = ['awake', 'drowsy']
number_imgs = 5
print(IMAGES_PATH)
D:\drowsiness _detection\YOLO-Drowsiness-Detection\data\images
- Following code block will collect images from a specified webcam and store it in a folder that we have created previously.
cap = cv2.VideoCapture(0)
# Loop through labels
for label in labels:
print('Collecting images for {}'.format(label))
time.sleep(5)
# Loop through image range
for img_num in range(50):
print('Collecting images for {}, image number {}'.format(label, img_num))
# Webcam feed
ret, frame = cap.read()
image_gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
# Naming out image path
imgname = os.path.join(IMAGES_PATH, label+'.'+str(uuid.uuid1())+'.jpg')
# Writes out image to file
cv2.imwrite(imgname, frame)
# Render to the screen
cv2.imshow('Image Collection', frame)
# 2 second delay between captures
time.sleep(2)
if cv2.waitKey(10) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) ~\AppData\Local\Temp\ipykernel_14224\3569549840.py in <module> ----> 1 cap = cv2.VideoCapture(0) 2 # Loop through labels 3 for label in labels: 4 print('Collecting images for {}'.format(label)) 5 time.sleep(5) KeyboardInterrupt:
Step 1: Cloning the labelImg repository from this Link
- You can clone it in your current working directory for convenience.
!git clone https://github.com/tzutalin/labelImg
Cloning into 'labelImg'...
Step 2: Now Installing Dependencies for labelImg
- We should install dependencies by running following command.
!pip install pyqt5 lxml --upgrade
!cd labelImg && pyrcc5 -o libs/resources.py resources.qrc
Collecting pyqt5 Downloading PyQt5-5.15.7-cp37-abi3-win_amd64.whl (6.8 MB) Collecting lxml Downloading lxml-4.9.0-cp37-cp37m-win_amd64.whl (3.6 MB) Collecting PyQt5-sip<13,>=12.11 Downloading PyQt5_sip-12.11.0-cp37-cp37m-win_amd64.whl (77 kB) Collecting PyQt5-Qt5>=5.15.0 Downloading PyQt5_Qt5-5.15.2-py3-none-win_amd64.whl (50.1 MB) Installing collected packages: PyQt5-sip, PyQt5-Qt5, pyqt5, lxml Successfully installed PyQt5-Qt5-5.15.2 PyQt5-sip-12.11.0 lxml-4.9.0 pyqt5-5.15.7
Step 3: Opening labelImg
- Activate the environment that you have created previously.
- For this open command prompt and locate the labelImg directory.
- For further information you can follow this Link
- After you are inside labelImg folder run following command to open labelImg GUI.
python labelImg.py
Creating dataset.yml file
- Go to the vscode editor or any other text editor and create a dataset.yml file inside cloned yolov5 repository.
- For creating dataset.yml file, you can use following Link
!cd yolov5 && python train.py --img 320 --batch 16 --epochs 500 --data dataset.yml --weights yolov5s.pt --workers 2
train: weights=yolov5s.pt, cfg=, data=dataset.yml, hyp=data\hyps\hyp.scratch-low.yaml, epochs=500, batch_size=16, imgsz=320, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=2, project=runs\train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest github: up to date with https://github.com/ultralytics/yolov5 fatal: cannot change to 'D:\drowsiness': No such file or directory YOLOv5 2022-7-1 Python-3.7.13 torch-1.11.0 CUDA:0 (NVIDIA GeForce RTX 3050 Laptop GPU, 4096MiB) hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0 Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 runs (RECOMMENDED) TensorBoard: Start with 'tensorboard --logdir runs\train', view at http://localhost:6006/ Downloading https://ultralytics.com/assets/Arial.ttf to C:\Users\DIPESH\AppData\Roaming\Ultralytics\Arial.ttf... 0%| | 0.00/755k [00:00<?, ?B/s] 15%|█▍ | 112k/755k [00:00<00:00, 1.15MB/s] 36%|███▌ | 272k/755k [00:00<00:00, 1.40MB/s] 76%|███████▋ | 576k/755k [00:00<00:00, 2.17MB/s] 100%|██████████| 755k/755k [00:00<00:00, 2.18MB/s] Overriding model.yaml nc=80 with nc=17 from n params module arguments 0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2] 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] 2 -1 1 18816 models.common.C3 [64, 64, 1] 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] 4 -1 2 115712 models.common.C3 [128, 128, 2] 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] 6 -1 3 625152 models.common.C3 [256, 256, 3] 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] 8 -1 1 1182720 models.common.C3 [512, 512, 1] 9 -1 1 656896 models.common.SPPF [512, 512, 5] 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 models.common.Concat [1] 13 -1 1 361984 models.common.C3 [512, 256, 1, False] 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 16 [-1, 4] 1 0 models.common.Concat [1] 17 -1 1 90880 models.common.C3 [256, 128, 1, False] 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] 19 [-1, 14] 1 0 models.common.Concat [1] 20 -1 1 296448 models.common.C3 [256, 256, 1, False] 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] 22 [-1, 10] 1 0 models.common.Concat [1] 23 -1 1 1182720 models.common.C3 [512, 512, 1, False] 24 [17, 20, 23] 1 59334 models.yolo.Detect [17, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]] Model summary: 270 layers, 7065478 parameters, 7065478 gradients, 16.1 GFLOPs Transferred 343/349 items from yolov5s.pt AMP: checks passed Scaled weight_decay = 0.0005 optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias train: Scanning 'D:\drowsiness _detection\YOLO-Drowsiness-Detection\data\labels' images and labels...: 0%| | 0/60 [00:00<?, ?it/s] train: Scanning 'D:\drowsiness _detection\YOLO-Drowsiness-Detection\data\labels' images and labels...1 found, 0 missing, 0 empty, 0 corrupt: 2%|▏ | 1/60 [00:11<10:57, 11.15s/it] train: Scanning 'D:\drowsiness _detection\YOLO-Drowsiness-Detection\data\labels' images and labels...60 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 60/60 [00:11<00:00, 5.34it/s] train: New cache created: D:\drowsiness _detection\YOLO-Drowsiness-Detection\data\labels.cache val: Scanning 'D:\drowsiness _detection\YOLO-Drowsiness-Detection\data\labels.cache' images and labels... 60 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 60/60 [00:00<?, ?it/s] val: Scanning 'D:\drowsiness _detection\YOLO-Drowsiness-Detection\data\labels.cache' images and labels... 60 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 60/60 [00:00<?, ?it/s] Plotting labels to runs\train\exp\labels.jpg... AutoAnchor: 5.00 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset Image sizes 320 train, 320 val Using 2 dataloader workers Logging results to runs\train\exp Starting training for 500 epochs... Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 0/499 0.845G 0.1162 0.01361 0.07567 38 320: 0%| | 0/4 [00:03<?, ?it/s] 0/499 0.845G 0.1162 0.01361 0.07567 38 320: 25%|██▌ | 1/4 [00:06<00:18, 6.32s/it] 0/499 0.927G 0.1163 0.01509 0.07612 43 320: 25%|██▌ | 1/4 [00:06<00:18, 6.32s/it] 0/499 0.927G 0.1163 0.01509 0.07612 43 320: 50%|█████ | 2/4 [00:06<00:05, 2.91s/it] 0/499 0.927G 0.1142 0.01448 0.07798 34 320: 50%|█████ | 2/4 [00:07<00:05, 2.91s/it] 0/499 0.927G 0.1142 0.01448 0.07798 34 320: 75%|███████▌ | 3/4 [00:07<00:01, 1.78s/it] 0/499 0.969G 0.1157 0.01431 0.07723 25 320: 75%|███████▌ | 3/4 [00:07<00:01, 1.78s/it] 0/499 0.969G 0.1157 0.01431 0.07723 25 320: 100%|██████████| 4/4 [00:07<00:00, 1.23s/it] 0/499 0.969G 0.1157 0.01431 0.07723 25 320: 100%|██████████| 4/4 [00:07<00:00, 1.92s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.74it/s] all 60 60 0.00835 0.429 0.0168 0.00455 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 1/499 1.13G 0.1159 0.01502 0.07423 37 320: 0%| | 0/4 [00:00<?, ?it/s] 1/499 1.13G 0.1159 0.01502 0.07423 37 320: 25%|██▌ | 1/4 [00:00<00:00, 3.15it/s] 1/499 1.13G 0.113 0.01451 0.07517 32 320: 25%|██▌ | 1/4 [00:00<00:00, 3.15it/s] 1/499 1.13G 0.113 0.01451 0.07517 32 320: 50%|█████ | 2/4 [00:00<00:00, 3.56it/s] 1/499 1.13G 0.1122 0.01518 0.07584 40 320: 50%|█████ | 2/4 [00:00<00:00, 3.56it/s] 1/499 1.13G 0.1122 0.01518 0.07584 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.80it/s] 1/499 1.13G 0.1122 0.01497 0.07591 25 320: 75%|███████▌ | 3/4 [00:01<00:00, 3.80it/s] 1/499 1.13G 0.1122 0.01497 0.07591 25 320: 100%|██████████| 4/4 [00:01<00:00, 4.21it/s] 1/499 1.13G 0.1122 0.01497 0.07591 25 320: 100%|██████████| 4/4 [00:01<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.69it/s] all 60 60 0.00942 0.531 0.0333 0.00797 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 2/499 1.13G 0.09487 0.01593 0.07514 28 320: 0%| | 0/4 [00:00<?, ?it/s] 2/499 1.13G 0.09487 0.01593 0.07514 28 320: 25%|██▌ | 1/4 [00:00<00:00, 3.32it/s] 2/499 1.13G 0.0988 0.01646 0.07339 35 320: 25%|██▌ | 1/4 [00:00<00:00, 3.32it/s] 2/499 1.13G 0.0988 0.01646 0.07339 35 320: 50%|█████ | 2/4 [00:00<00:00, 3.61it/s] 2/499 1.13G 0.09642 0.01692 0.07139 33 320: 50%|█████ | 2/4 [00:00<00:00, 3.61it/s] 2/499 1.13G 0.09642 0.01692 0.07139 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.78it/s] 2/499 1.13G 0.09457 0.01743 0.0708 25 320: 75%|███████▌ | 3/4 [00:01<00:00, 3.78it/s] 2/499 1.13G 0.09457 0.01743 0.0708 25 320: 100%|██████████| 4/4 [00:01<00:00, 4.17it/s] 2/499 1.13G 0.09457 0.01743 0.0708 25 320: 100%|██████████| 4/4 [00:01<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.63it/s] all 60 60 0.0129 0.806 0.039 0.0106 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 3/499 1.13G 0.09038 0.02184 0.06707 38 320: 0%| | 0/4 [00:00<?, ?it/s] 3/499 1.13G 0.09038 0.02184 0.06707 38 320: 25%|██▌ | 1/4 [00:00<00:00, 3.54it/s] 3/499 1.13G 0.08897 0.02093 0.06831 39 320: 25%|██▌ | 1/4 [00:00<00:00, 3.54it/s] 3/499 1.13G 0.08897 0.02093 0.06831 39 320: 50%|█████ | 2/4 [00:00<00:00, 3.70it/s] 3/499 1.13G 0.08968 0.02088 0.06766 39 320: 50%|█████ | 2/4 [00:00<00:00, 3.70it/s] 3/499 1.13G 0.08968 0.02088 0.06766 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.77it/s] 3/499 1.13G 0.08918 0.02044 0.06753 27 320: 75%|███████▌ | 3/4 [00:01<00:00, 3.77it/s] 3/499 1.13G 0.08918 0.02044 0.06753 27 320: 100%|██████████| 4/4 [00:01<00:00, 4.04it/s] 3/499 1.13G 0.08918 0.02044 0.06753 27 320: 100%|██████████| 4/4 [00:01<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.55it/s] all 60 60 0.0116 0.984 0.0998 0.0158 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 4/499 1.13G 0.07905 0.02063 0.06356 36 320: 0%| | 0/4 [00:00<?, ?it/s] 4/499 1.13G 0.07905 0.02063 0.06356 36 320: 25%|██▌ | 1/4 [00:00<00:00, 3.45it/s] 4/499 1.13G 0.07846 0.02061 0.06322 34 320: 25%|██▌ | 1/4 [00:00<00:00, 3.45it/s] 4/499 1.13G 0.07846 0.02061 0.06322 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.14it/s] 4/499 1.13G 0.08014 0.02114 0.06382 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.14it/s] 4/499 1.13G 0.08014 0.02114 0.06382 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.12it/s] 4/499 1.13G 0.0803 0.02068 0.06333 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.12it/s] 4/499 1.13G 0.0803 0.02068 0.06333 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 4/499 1.13G 0.0803 0.02068 0.06333 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.45it/s] all 60 60 0.0128 1 0.0778 0.0146 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 5/499 1.13G 0.07659 0.01699 0.06515 27 320: 0%| | 0/4 [00:00<?, ?it/s] 5/499 1.13G 0.07659 0.01699 0.06515 27 320: 25%|██▌ | 1/4 [00:00<00:00, 4.05it/s] 5/499 1.13G 0.07789 0.02207 0.06231 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.05it/s] 5/499 1.13G 0.07789 0.02207 0.06231 47 320: 50%|█████ | 2/4 [00:00<00:00, 4.44it/s] 5/499 1.13G 0.07616 0.02215 0.06101 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.44it/s] 5/499 1.13G 0.07616 0.02215 0.06101 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.14it/s] 5/499 1.13G 0.07538 0.02167 0.06025 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.14it/s] 5/499 1.13G 0.07538 0.02167 0.06025 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 5/499 1.13G 0.07538 0.02167 0.06025 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] all 60 60 0.0114 1 0.0883 0.0235 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 6/499 1.13G 0.0734 0.02193 0.05816 35 320: 0%| | 0/4 [00:00<?, ?it/s] 6/499 1.13G 0.0734 0.02193 0.05816 35 320: 25%|██▌ | 1/4 [00:00<00:00, 3.40it/s] 6/499 1.13G 0.0687 0.02497 0.05526 42 320: 25%|██▌ | 1/4 [00:00<00:00, 3.40it/s] 6/499 1.13G 0.0687 0.02497 0.05526 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.08it/s] 6/499 1.13G 0.07091 0.02452 0.05544 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.08it/s] 6/499 1.13G 0.07091 0.02452 0.05544 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.93it/s] 6/499 1.13G 0.07044 0.02441 0.05494 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.93it/s] 6/499 1.13G 0.07044 0.02441 0.05494 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.58it/s] 6/499 1.13G 0.07044 0.02441 0.05494 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.0112 1 0.195 0.0638 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 7/499 1.13G 0.0663 0.0229 0.0494 34 320: 0%| | 0/4 [00:00<?, ?it/s] 7/499 1.13G 0.0663 0.0229 0.0494 34 320: 25%|██▌ | 1/4 [00:00<00:00, 3.50it/s] 7/499 1.13G 0.06669 0.02311 0.04981 38 320: 25%|██▌ | 1/4 [00:00<00:00, 3.50it/s] 7/499 1.13G 0.06669 0.02311 0.04981 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.10it/s] 7/499 1.13G 0.06604 0.02411 0.04955 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.10it/s] 7/499 1.13G 0.06604 0.02411 0.04955 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.98it/s] 7/499 1.13G 0.06736 0.02349 0.05052 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.98it/s] 7/499 1.13G 0.06736 0.02349 0.05052 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.52it/s] 7/499 1.13G 0.06736 0.02349 0.05052 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.0099 1 0.219 0.0732 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 8/499 1.13G 0.06791 0.02518 0.04728 39 320: 0%| | 0/4 [00:00<?, ?it/s] 8/499 1.13G 0.06791 0.02518 0.04728 39 320: 25%|██▌ | 1/4 [00:00<00:00, 3.42it/s] 8/499 1.13G 0.06495 0.02418 0.04638 38 320: 25%|██▌ | 1/4 [00:00<00:00, 3.42it/s] 8/499 1.13G 0.06495 0.02418 0.04638 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.17it/s] 8/499 1.13G 0.06456 0.02408 0.04617 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.17it/s] 8/499 1.13G 0.06456 0.02408 0.04617 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.06it/s] 8/499 1.13G 0.06343 0.02408 0.04478 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.06it/s] 8/499 1.13G 0.06343 0.02408 0.04478 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.58it/s] 8/499 1.13G 0.06343 0.02408 0.04478 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.276 0.389 0.23 0.0931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 9/499 1.13G 0.06411 0.01943 0.04514 33 320: 0%| | 0/4 [00:00<?, ?it/s] 9/499 1.13G 0.06411 0.01943 0.04514 33 320: 25%|██▌ | 1/4 [00:00<00:00, 3.17it/s] 9/499 1.13G 0.062 0.02158 0.04306 41 320: 25%|██▌ | 1/4 [00:00<00:00, 3.17it/s] 9/499 1.13G 0.062 0.02158 0.04306 41 320: 50%|█████ | 2/4 [00:00<00:00, 3.94it/s] 9/499 1.13G 0.06226 0.02168 0.04288 38 320: 50%|█████ | 2/4 [00:00<00:00, 3.94it/s] 9/499 1.13G 0.06226 0.02168 0.04288 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.95it/s] 9/499 1.13G 0.06454 0.02089 0.04227 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 3.95it/s] 9/499 1.13G 0.06454 0.02089 0.04227 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.64it/s] 9/499 1.13G 0.06454 0.02089 0.04227 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.212 0.635 0.224 0.0815 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 10/499 1.13G 0.07112 0.02043 0.03871 40 320: 0%| | 0/4 [00:00<?, ?it/s] 10/499 1.13G 0.07112 0.02043 0.03871 40 320: 25%|██▌ | 1/4 [00:00<00:00, 3.88it/s] 10/499 1.13G 0.06944 0.02021 0.03884 37 320: 25%|██▌ | 1/4 [00:00<00:00, 3.88it/s] 10/499 1.13G 0.06944 0.02021 0.03884 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.35it/s] 10/499 1.13G 0.06725 0.02055 0.03843 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.35it/s] 10/499 1.13G 0.06725 0.02055 0.03843 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] 10/499 1.13G 0.06894 0.0196 0.0384 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] 10/499 1.13G 0.06894 0.0196 0.0384 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 10/499 1.13G 0.06894 0.0196 0.0384 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.14it/s] all 60 60 0.0581 0.594 0.0674 0.0348 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 11/499 1.13G 0.07438 0.0185 0.03735 38 320: 0%| | 0/4 [00:00<?, ?it/s] 11/499 1.13G 0.07438 0.0185 0.03735 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.02it/s] 11/499 1.13G 0.06692 0.01992 0.03775 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.02it/s] 11/499 1.13G 0.06692 0.01992 0.03775 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.40it/s] 11/499 1.13G 0.06356 0.02006 0.03757 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.40it/s] 11/499 1.13G 0.06356 0.02006 0.03757 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] 11/499 1.13G 0.06477 0.02 0.0367 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] 11/499 1.13G 0.06477 0.02 0.0367 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 11/499 1.13G 0.06477 0.02 0.0367 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.0968 0.691 0.155 0.0837 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 12/499 1.13G 0.07017 0.01656 0.0332 37 320: 0%| | 0/4 [00:00<?, ?it/s] 12/499 1.13G 0.07017 0.01656 0.0332 37 320: 25%|██▌ | 1/4 [00:00<00:00, 3.93it/s] 12/499 1.13G 0.06948 0.01756 0.03325 40 320: 25%|██▌ | 1/4 [00:00<00:00, 3.93it/s] 12/499 1.13G 0.06948 0.01756 0.03325 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.36it/s] 12/499 1.13G 0.06935 0.0174 0.03398 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.36it/s] 12/499 1.13G 0.06935 0.0174 0.03398 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] 12/499 1.13G 0.07236 0.01682 0.03426 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] 12/499 1.13G 0.07236 0.01682 0.03426 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] 12/499 1.13G 0.07236 0.01682 0.03426 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.199 0.529 0.221 0.0667 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 13/499 1.13G 0.08293 0.01196 0.03507 32 320: 0%| | 0/4 [00:00<?, ?it/s] 13/499 1.13G 0.08293 0.01196 0.03507 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.67it/s] 13/499 1.13G 0.08072 0.01396 0.03412 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.67it/s] 13/499 1.13G 0.08072 0.01396 0.03412 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] 13/499 1.13G 0.08013 0.01522 0.03392 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] 13/499 1.13G 0.08013 0.01522 0.03392 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] 13/499 1.13G 0.07833 0.01549 0.0344 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] 13/499 1.13G 0.07833 0.01549 0.0344 28 320: 100%|██████████| 4/4 [00:00<00:00, 5.07it/s] 13/499 1.13G 0.07833 0.01549 0.0344 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.427 0.39 0.401 0.0784 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 14/499 1.13G 0.07464 0.01459 0.03318 35 320: 0%| | 0/4 [00:00<?, ?it/s] 14/499 1.13G 0.07464 0.01459 0.03318 35 320: 25%|██▌ | 1/4 [00:00<00:00, 3.17it/s] 14/499 1.13G 0.07078 0.01506 0.0328 36 320: 25%|██▌ | 1/4 [00:00<00:00, 3.17it/s] 14/499 1.13G 0.07078 0.01506 0.0328 36 320: 50%|█████ | 2/4 [00:00<00:00, 3.95it/s] 14/499 1.13G 0.07008 0.01554 0.03327 37 320: 50%|█████ | 2/4 [00:00<00:00, 3.95it/s] 14/499 1.13G 0.07008 0.01554 0.03327 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.35it/s] 14/499 1.13G 0.07035 0.01622 0.03389 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.35it/s] 14/499 1.13G 0.07035 0.01622 0.03389 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.41it/s] 14/499 1.13G 0.07035 0.01622 0.03389 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.219 0.428 0.293 0.0555 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 15/499 1.13G 0.08804 0.01491 0.03396 44 320: 0%| | 0/4 [00:00<?, ?it/s] 15/499 1.13G 0.08804 0.01491 0.03396 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 15/499 1.13G 0.08527 0.01569 0.03492 45 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 15/499 1.13G 0.08527 0.01569 0.03492 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 15/499 1.13G 0.08481 0.01572 0.03357 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 15/499 1.13G 0.08481 0.01572 0.03357 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.37it/s] 15/499 1.13G 0.08197 0.01629 0.03371 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.37it/s] 15/499 1.13G 0.08197 0.01629 0.03371 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 15/499 1.13G 0.08197 0.01629 0.03371 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] all 60 60 0.271 0.47 0.394 0.134 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 16/499 1.13G 0.079 0.01221 0.03311 27 320: 0%| | 0/4 [00:00<?, ?it/s] 16/499 1.13G 0.079 0.01221 0.03311 27 320: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] 16/499 1.13G 0.07579 0.01507 0.03391 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] 16/499 1.13G 0.07579 0.01507 0.03391 40 320: 50%|█████ | 2/4 [00:00<00:00, 3.97it/s] 16/499 1.13G 0.07636 0.0155 0.0337 41 320: 50%|█████ | 2/4 [00:00<00:00, 3.97it/s] 16/499 1.13G 0.07636 0.0155 0.0337 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.28it/s] 16/499 1.13G 0.07424 0.01642 0.03361 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.28it/s] 16/499 1.13G 0.07424 0.01642 0.03361 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] 16/499 1.13G 0.07424 0.01642 0.03361 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.314 0.651 0.378 0.124 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 17/499 1.13G 0.072 0.01708 0.03131 38 320: 0%| | 0/4 [00:00<?, ?it/s] 17/499 1.13G 0.072 0.01708 0.03131 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.06it/s] 17/499 1.13G 0.06615 0.01819 0.03119 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.06it/s] 17/499 1.13G 0.06615 0.01819 0.03119 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.45it/s] 17/499 1.13G 0.06619 0.01719 0.03241 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.45it/s] 17/499 1.13G 0.06619 0.01719 0.03241 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] 17/499 1.13G 0.06628 0.01678 0.03241 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] 17/499 1.13G 0.06628 0.01678 0.03241 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] 17/499 1.13G 0.06628 0.01678 0.03241 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.0832 0.702 0.0893 0.0351 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 18/499 1.13G 0.07789 0.01233 0.03452 28 320: 0%| | 0/4 [00:00<?, ?it/s] 18/499 1.13G 0.07789 0.01233 0.03452 28 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 18/499 1.13G 0.07844 0.01301 0.03354 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 18/499 1.13G 0.07844 0.01301 0.03354 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 18/499 1.13G 0.07875 0.01352 0.03319 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 18/499 1.13G 0.07875 0.01352 0.03319 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] 18/499 1.13G 0.07847 0.01334 0.03288 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] 18/499 1.13G 0.07847 0.01334 0.03288 24 320: 100%|██████████| 4/4 [00:00<00:00, 5.11it/s] 18/499 1.13G 0.07847 0.01334 0.03288 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.0946 0.734 0.11 0.0387 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 19/499 1.13G 0.08262 0.01435 0.03351 38 320: 0%| | 0/4 [00:00<?, ?it/s] 19/499 1.13G 0.08262 0.01435 0.03351 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] 19/499 1.13G 0.08059 0.01528 0.03334 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] 19/499 1.13G 0.08059 0.01528 0.03334 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] 19/499 1.13G 0.08115 0.01491 0.03338 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] 19/499 1.13G 0.08115 0.01491 0.03338 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.65it/s] 19/499 1.13G 0.08043 0.01543 0.03318 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.65it/s] 19/499 1.13G 0.08043 0.01543 0.03318 31 320: 100%|██████████| 4/4 [00:00<00:00, 5.20it/s] 19/499 1.13G 0.08043 0.01543 0.03318 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.093 0.85 0.0967 0.033 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 20/499 1.13G 0.07785 0.01415 0.03343 33 320: 0%| | 0/4 [00:00<?, ?it/s] 20/499 1.13G 0.07785 0.01415 0.03343 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.08it/s] 20/499 1.13G 0.07696 0.01453 0.03321 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.08it/s] 20/499 1.13G 0.07696 0.01453 0.03321 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.44it/s] 20/499 1.13G 0.07631 0.01465 0.03292 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.44it/s] 20/499 1.13G 0.07631 0.01465 0.03292 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.67it/s] 20/499 1.13G 0.07245 0.01455 0.03218 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.67it/s] 20/499 1.13G 0.07245 0.01455 0.03218 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 20/499 1.13G 0.07245 0.01455 0.03218 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.0192 0.677 0.0278 0.0179 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 21/499 1.13G 0.08905 0.01242 0.03448 35 320: 0%| | 0/4 [00:00<?, ?it/s] 21/499 1.13G 0.08905 0.01242 0.03448 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 21/499 1.13G 0.08422 0.01379 0.0335 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 21/499 1.13G 0.08422 0.01379 0.0335 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.59it/s] 21/499 1.13G 0.08382 0.01388 0.03253 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.59it/s] 21/499 1.13G 0.08382 0.01388 0.03253 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] 21/499 1.13G 0.08285 0.01388 0.03205 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] 21/499 1.13G 0.08285 0.01388 0.03205 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] 21/499 1.13G 0.08285 0.01388 0.03205 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.15it/s] all 60 60 0.165 0.952 0.199 0.0779 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 22/499 1.13G 0.08047 0.01375 0.03052 36 320: 0%| | 0/4 [00:00<?, ?it/s] 22/499 1.13G 0.08047 0.01375 0.03052 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 22/499 1.13G 0.083 0.01387 0.03175 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 22/499 1.13G 0.083 0.01387 0.03175 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 22/499 1.13G 0.08408 0.01332 0.03302 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 22/499 1.13G 0.08408 0.01332 0.03302 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 22/499 1.13G 0.08414 0.01299 0.03327 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 22/499 1.13G 0.08414 0.01299 0.03327 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] 22/499 1.13G 0.08414 0.01299 0.03327 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 1.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.13it/s] all 60 60 0.165 0.298 0.266 0.2 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 23/499 1.13G 0.08292 0.0156 0.03325 39 320: 0%| | 0/4 [00:00<?, ?it/s] 23/499 1.13G 0.08292 0.0156 0.03325 39 320: 25%|██▌ | 1/4 [00:00<00:00, 3.48it/s] 23/499 1.13G 0.08161 0.01592 0.03318 43 320: 25%|██▌ | 1/4 [00:00<00:00, 3.48it/s] 23/499 1.13G 0.08161 0.01592 0.03318 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.17it/s] 23/499 1.13G 0.0802 0.01522 0.03246 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.17it/s] 23/499 1.13G 0.0802 0.01522 0.03246 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.41it/s] 23/499 1.13G 0.07938 0.01536 0.03258 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.41it/s] 23/499 1.13G 0.07938 0.01536 0.03258 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.62it/s] 23/499 1.13G 0.07938 0.01536 0.03258 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.37 0.742 0.603 0.318 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 24/499 1.13G 0.07108 0.01368 0.03117 30 320: 0%| | 0/4 [00:00<?, ?it/s] 24/499 1.13G 0.07108 0.01368 0.03117 30 320: 25%|██▌ | 1/4 [00:00<00:00, 3.95it/s] 24/499 1.13G 0.07358 0.01544 0.03149 41 320: 25%|██▌ | 1/4 [00:00<00:00, 3.95it/s] 24/499 1.13G 0.07358 0.01544 0.03149 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.39it/s] 24/499 1.13G 0.07516 0.0156 0.03208 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.39it/s] 24/499 1.13G 0.07516 0.0156 0.03208 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] 24/499 1.13G 0.07597 0.01593 0.03176 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] 24/499 1.13G 0.07597 0.01593 0.03176 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.60it/s] 24/499 1.13G 0.07597 0.01593 0.03176 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.0624 0.757 0.0833 0.0403 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 25/499 1.13G 0.08742 0.01221 0.03106 37 320: 0%| | 0/4 [00:00<?, ?it/s] 25/499 1.13G 0.08742 0.01221 0.03106 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 25/499 1.13G 0.08459 0.01241 0.03171 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 25/499 1.13G 0.08459 0.01241 0.03171 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 25/499 1.13G 0.08545 0.01167 0.03106 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 25/499 1.13G 0.08545 0.01167 0.03106 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 25/499 1.13G 0.08574 0.01169 0.03128 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 25/499 1.13G 0.08574 0.01169 0.03128 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] 25/499 1.13G 0.08574 0.01169 0.03128 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.576 0.558 0.68 0.188 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 26/499 1.13G 0.06743 0.01464 0.02961 33 320: 0%| | 0/4 [00:00<?, ?it/s] 26/499 1.13G 0.06743 0.01464 0.02961 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 26/499 1.13G 0.06566 0.01302 0.0291 26 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 26/499 1.13G 0.06566 0.01302 0.0291 26 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 26/499 1.13G 0.06549 0.0149 0.02901 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 26/499 1.13G 0.06549 0.0149 0.02901 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 26/499 1.13G 0.06799 0.01484 0.02918 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 26/499 1.13G 0.06799 0.01484 0.02918 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.69it/s] 26/499 1.13G 0.06799 0.01484 0.02918 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.229 0.883 0.328 0.132 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 27/499 1.13G 0.07341 0.01787 0.03318 42 320: 0%| | 0/4 [00:00<?, ?it/s] 27/499 1.13G 0.07341 0.01787 0.03318 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.86it/s] 27/499 1.13G 0.06909 0.01716 0.03158 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.86it/s] 27/499 1.13G 0.06909 0.01716 0.03158 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 27/499 1.13G 0.06768 0.01706 0.03088 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 27/499 1.13G 0.06768 0.01706 0.03088 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 27/499 1.13G 0.0668 0.01703 0.03158 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 27/499 1.13G 0.0668 0.01703 0.03158 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] 27/499 1.13G 0.0668 0.01703 0.03158 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.19it/s] all 60 60 0.907 0.451 0.603 0.28 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 28/499 1.13G 0.06812 0.01495 0.02943 36 320: 0%| | 0/4 [00:00<?, ?it/s] 28/499 1.13G 0.06812 0.01495 0.02943 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 28/499 1.13G 0.06976 0.01477 0.02996 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 28/499 1.13G 0.06976 0.01477 0.02996 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 28/499 1.13G 0.07247 0.01485 0.031 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 28/499 1.13G 0.07247 0.01485 0.031 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 28/499 1.13G 0.07078 0.01531 0.03078 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 28/499 1.13G 0.07078 0.01531 0.03078 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] 28/499 1.13G 0.07078 0.01531 0.03078 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.578 0.734 0.651 0.286 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 29/499 1.13G 0.06142 0.01912 0.02782 41 320: 0%| | 0/4 [00:00<?, ?it/s] 29/499 1.13G 0.06142 0.01912 0.02782 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] 29/499 1.13G 0.06228 0.01809 0.02788 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] 29/499 1.13G 0.06228 0.01809 0.02788 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 29/499 1.13G 0.063 0.01632 0.02727 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 29/499 1.13G 0.063 0.01632 0.02727 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 29/499 1.13G 0.06312 0.01667 0.02747 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 29/499 1.13G 0.06312 0.01667 0.02747 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 29/499 1.13G 0.06312 0.01667 0.02747 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.858 0.841 0.971 0.433 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 30/499 1.13G 0.0686 0.01365 0.02676 35 320: 0%| | 0/4 [00:00<?, ?it/s] 30/499 1.13G 0.0686 0.01365 0.02676 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.02it/s] 30/499 1.13G 0.06956 0.01284 0.02835 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.02it/s] 30/499 1.13G 0.06956 0.01284 0.02835 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.34it/s] 30/499 1.13G 0.07005 0.01345 0.0284 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.34it/s] 30/499 1.13G 0.07005 0.01345 0.0284 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.52it/s] 30/499 1.13G 0.06876 0.01358 0.02855 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.52it/s] 30/499 1.13G 0.06876 0.01358 0.02855 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.63it/s] 30/499 1.13G 0.06876 0.01358 0.02855 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 1.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.14it/s] all 60 60 0.69 0.855 0.898 0.182 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 31/499 1.13G 0.06744 0.01609 0.02708 42 320: 0%| | 0/4 [00:00<?, ?it/s] 31/499 1.13G 0.06744 0.01609 0.02708 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.73it/s] 31/499 1.13G 0.06672 0.01423 0.02724 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.73it/s] 31/499 1.13G 0.06672 0.01423 0.02724 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.63it/s] 31/499 1.13G 0.06537 0.01456 0.02732 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.63it/s] 31/499 1.13G 0.06537 0.01456 0.02732 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 31/499 1.13G 0.06293 0.01447 0.02752 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 31/499 1.13G 0.06293 0.01447 0.02752 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 31/499 1.13G 0.06293 0.01447 0.02752 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.13it/s] all 60 60 0.743 0.868 0.912 0.311 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 32/499 1.13G 0.05787 0.01577 0.02883 36 320: 0%| | 0/4 [00:00<?, ?it/s] 32/499 1.13G 0.05787 0.01577 0.02883 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 32/499 1.13G 0.05873 0.01575 0.02654 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 32/499 1.13G 0.05873 0.01575 0.02654 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] 32/499 1.13G 0.05924 0.01482 0.0271 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] 32/499 1.13G 0.05924 0.01482 0.0271 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 32/499 1.13G 0.0596 0.01586 0.02637 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 32/499 1.13G 0.0596 0.01586 0.02637 35 320: 100%|██████████| 4/4 [00:00<00:00, 4.90it/s] 32/499 1.13G 0.0596 0.01586 0.02637 35 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.503 0.806 0.522 0.17 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 33/499 1.13G 0.06379 0.01325 0.02343 35 320: 0%| | 0/4 [00:00<?, ?it/s] 33/499 1.13G 0.06379 0.01325 0.02343 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 33/499 1.13G 0.06201 0.0145 0.02401 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 33/499 1.13G 0.06201 0.0145 0.02401 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 33/499 1.13G 0.06142 0.01476 0.02397 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 33/499 1.13G 0.06142 0.01476 0.02397 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 33/499 1.13G 0.06175 0.01478 0.02436 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 33/499 1.13G 0.06175 0.01478 0.02436 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] 33/499 1.13G 0.06175 0.01478 0.02436 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 1.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.15it/s] all 60 60 0.743 0.855 0.911 0.533 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 34/499 1.13G 0.07365 0.009762 0.02372 30 320: 0%| | 0/4 [00:00<?, ?it/s] 34/499 1.13G 0.07365 0.009762 0.02372 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.04it/s] 34/499 1.13G 0.06872 0.01165 0.02416 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.04it/s] 34/499 1.13G 0.06872 0.01165 0.02416 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.42it/s] 34/499 1.13G 0.06824 0.0117 0.02379 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.42it/s] 34/499 1.13G 0.06824 0.0117 0.02379 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.59it/s] 34/499 1.13G 0.06756 0.01199 0.02328 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.59it/s] 34/499 1.13G 0.06756 0.01199 0.02328 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 34/499 1.13G 0.06756 0.01199 0.02328 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.661 0.868 0.685 0.198 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 35/499 1.13G 0.05482 0.01706 0.02409 41 320: 0%| | 0/4 [00:00<?, ?it/s] 35/499 1.13G 0.05482 0.01706 0.02409 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 35/499 1.13G 0.05201 0.01414 0.02415 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 35/499 1.13G 0.05201 0.01414 0.02415 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 35/499 1.13G 0.05305 0.01424 0.02287 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 35/499 1.13G 0.05305 0.01424 0.02287 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 35/499 1.13G 0.05333 0.01517 0.02275 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 35/499 1.13G 0.05333 0.01517 0.02275 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 35/499 1.13G 0.05333 0.01517 0.02275 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.776 0.838 0.933 0.522 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 36/499 1.13G 0.05953 0.01811 0.02318 46 320: 0%| | 0/4 [00:00<?, ?it/s] 36/499 1.13G 0.05953 0.01811 0.02318 46 320: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] 36/499 1.13G 0.06336 0.01603 0.02106 36 320: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] 36/499 1.13G 0.06336 0.01603 0.02106 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 36/499 1.13G 0.06309 0.01505 0.0215 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 36/499 1.13G 0.06309 0.01505 0.0215 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 36/499 1.13G 0.06325 0.01533 0.02186 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 36/499 1.13G 0.06325 0.01533 0.02186 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] 36/499 1.13G 0.06325 0.01533 0.02186 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.944 0.903 0.95 0.32 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 37/499 1.13G 0.06026 0.01131 0.01955 33 320: 0%| | 0/4 [00:00<?, ?it/s] 37/499 1.13G 0.06026 0.01131 0.01955 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 37/499 1.13G 0.06155 0.01138 0.01843 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 37/499 1.13G 0.06155 0.01138 0.01843 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 37/499 1.13G 0.06205 0.01213 0.01974 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 37/499 1.13G 0.06205 0.01213 0.01974 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 37/499 1.13G 0.0624 0.01141 0.01957 20 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 37/499 1.13G 0.0624 0.01141 0.01957 20 320: 100%|██████████| 4/4 [00:00<00:00, 4.90it/s] 37/499 1.13G 0.0624 0.01141 0.01957 20 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.33 0.917 0.493 0.22 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 38/499 1.13G 0.06413 0.01144 0.01584 35 320: 0%| | 0/4 [00:00<?, ?it/s] 38/499 1.13G 0.06413 0.01144 0.01584 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 38/499 1.13G 0.06513 0.01121 0.01877 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 38/499 1.13G 0.06513 0.01121 0.01877 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 38/499 1.13G 0.06611 0.01246 0.01957 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 38/499 1.13G 0.06611 0.01246 0.01957 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 38/499 1.13G 0.06598 0.0127 0.01904 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 38/499 1.13G 0.06598 0.0127 0.01904 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.92it/s] 38/499 1.13G 0.06598 0.0127 0.01904 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.709 0.913 0.961 0.376 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 39/499 1.13G 0.05878 0.01421 0.02734 37 320: 0%| | 0/4 [00:00<?, ?it/s] 39/499 1.13G 0.05878 0.01421 0.02734 37 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 39/499 1.13G 0.05477 0.01304 0.02954 30 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 39/499 1.13G 0.05477 0.01304 0.02954 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] 39/499 1.13G 0.0556 0.01348 0.02851 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] 39/499 1.13G 0.0556 0.01348 0.02851 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 39/499 1.13G 0.05779 0.01363 0.02668 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 39/499 1.13G 0.05779 0.01363 0.02668 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 39/499 1.13G 0.05779 0.01363 0.02668 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.802 0.847 0.839 0.325 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 40/499 1.13G 0.05617 0.01383 0.0246 36 320: 0%| | 0/4 [00:00<?, ?it/s] 40/499 1.13G 0.05617 0.01383 0.0246 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 40/499 1.13G 0.05395 0.01324 0.02228 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 40/499 1.13G 0.05395 0.01324 0.02228 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 40/499 1.13G 0.05444 0.01327 0.0222 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 40/499 1.13G 0.05444 0.01327 0.0222 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] 40/499 1.13G 0.05416 0.01327 0.0215 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] 40/499 1.13G 0.05416 0.01327 0.0215 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] 40/499 1.13G 0.05416 0.01327 0.0215 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 1.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.15it/s] all 60 60 0.626 0.941 0.651 0.432 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 41/499 1.13G 0.06513 0.0103 0.0226 33 320: 0%| | 0/4 [00:00<?, ?it/s] 41/499 1.13G 0.06513 0.0103 0.0226 33 320: 25%|██▌ | 1/4 [00:00<00:00, 5.15it/s] 41/499 1.13G 0.0646 0.01189 0.02241 40 320: 25%|██▌ | 1/4 [00:00<00:00, 5.15it/s] 41/499 1.13G 0.0646 0.01189 0.02241 40 320: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] 41/499 1.13G 0.06371 0.01186 0.0212 35 320: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] 41/499 1.13G 0.06371 0.01186 0.0212 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] 41/499 1.13G 0.0627 0.0124 0.02014 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] 41/499 1.13G 0.0627 0.0124 0.02014 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 41/499 1.13G 0.0627 0.0124 0.02014 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.17it/s] all 60 60 0.384 0.654 0.404 0.146 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 42/499 1.13G 0.05808 0.009127 0.0179 29 320: 0%| | 0/4 [00:00<?, ?it/s] 42/499 1.13G 0.05808 0.009127 0.0179 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.80it/s] 42/499 1.13G 0.05823 0.01067 0.01865 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.80it/s] 42/499 1.13G 0.05823 0.01067 0.01865 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 42/499 1.13G 0.05985 0.0115 0.0171 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 42/499 1.13G 0.05985 0.0115 0.0171 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 42/499 1.13G 0.06004 0.01151 0.01797 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 42/499 1.13G 0.06004 0.01151 0.01797 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] 42/499 1.13G 0.06004 0.01151 0.01797 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.706 0.676 0.776 0.421 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 43/499 1.13G 0.05982 0.01141 0.02613 33 320: 0%| | 0/4 [00:00<?, ?it/s] 43/499 1.13G 0.05982 0.01141 0.02613 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] 43/499 1.13G 0.05694 0.01134 0.02268 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] 43/499 1.13G 0.05694 0.01134 0.02268 34 320: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] 43/499 1.13G 0.05572 0.01256 0.02346 38 320: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] 43/499 1.13G 0.05572 0.01256 0.02346 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.02it/s] 43/499 1.13G 0.05679 0.0121 0.02164 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.02it/s] 43/499 1.13G 0.05679 0.0121 0.02164 24 320: 100%|██████████| 4/4 [00:00<00:00, 5.00it/s] 43/499 1.13G 0.05679 0.0121 0.02164 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] all 60 60 0.307 0.909 0.374 0.2 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 44/499 1.13G 0.04991 0.00948 0.0221 29 320: 0%| | 0/4 [00:00<?, ?it/s] 44/499 1.13G 0.04991 0.00948 0.0221 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 44/499 1.13G 0.05256 0.01002 0.02414 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 44/499 1.13G 0.05256 0.01002 0.02414 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 44/499 1.13G 0.05296 0.01154 0.02184 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 44/499 1.13G 0.05296 0.01154 0.02184 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.01it/s] 44/499 1.13G 0.05261 0.01163 0.02207 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.01it/s] 44/499 1.13G 0.05261 0.01163 0.02207 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] 44/499 1.13G 0.05261 0.01163 0.02207 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.643 0.873 0.748 0.405 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 45/499 1.13G 0.05397 0.01068 0.02671 32 320: 0%| | 0/4 [00:00<?, ?it/s] 45/499 1.13G 0.05397 0.01068 0.02671 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.80it/s] 45/499 1.13G 0.05133 0.01216 0.02233 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.80it/s] 45/499 1.13G 0.05133 0.01216 0.02233 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 45/499 1.13G 0.04999 0.01215 0.01955 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 45/499 1.13G 0.04999 0.01215 0.01955 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 45/499 1.13G 0.04889 0.01156 0.01904 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 45/499 1.13G 0.04889 0.01156 0.01904 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] 45/499 1.13G 0.04889 0.01156 0.01904 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] all 60 60 0.707 0.915 0.866 0.321 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 46/499 1.13G 0.05176 0.01164 0.01878 37 320: 0%| | 0/4 [00:00<?, ?it/s] 46/499 1.13G 0.05176 0.01164 0.01878 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.60it/s] 46/499 1.13G 0.0508 0.01077 0.01718 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.60it/s] 46/499 1.13G 0.0508 0.01077 0.01718 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.66it/s] 46/499 1.13G 0.05229 0.01057 0.01633 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.66it/s] 46/499 1.13G 0.05229 0.01057 0.01633 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 46/499 1.13G 0.05313 0.01066 0.01699 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 46/499 1.13G 0.05313 0.01066 0.01699 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] 46/499 1.13G 0.05313 0.01066 0.01699 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.494 0.9 0.656 0.23 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 47/499 1.13G 0.06308 0.009215 0.02013 29 320: 0%| | 0/4 [00:00<?, ?it/s] 47/499 1.13G 0.06308 0.009215 0.02013 29 320: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] 47/499 1.13G 0.05767 0.009258 0.01896 35 320: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] 47/499 1.13G 0.05767 0.009258 0.01896 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 47/499 1.13G 0.05821 0.009672 0.01871 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 47/499 1.13G 0.05821 0.009672 0.01871 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 47/499 1.13G 0.05764 0.01014 0.01758 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 47/499 1.13G 0.05764 0.01014 0.01758 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 47/499 1.13G 0.05764 0.01014 0.01758 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.891 0.915 0.957 0.361 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 48/499 1.13G 0.04796 0.01077 0.01675 33 320: 0%| | 0/4 [00:00<?, ?it/s] 48/499 1.13G 0.04796 0.01077 0.01675 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 48/499 1.13G 0.05318 0.01194 0.01843 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 48/499 1.13G 0.05318 0.01194 0.01843 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 48/499 1.13G 0.0538 0.01229 0.01782 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 48/499 1.13G 0.0538 0.01229 0.01782 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 48/499 1.13G 0.05401 0.01217 0.01775 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 48/499 1.13G 0.05401 0.01217 0.01775 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 48/499 1.13G 0.05401 0.01217 0.01775 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.681 0.91 0.704 0.439 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 49/499 1.13G 0.04842 0.01536 0.01851 45 320: 0%| | 0/4 [00:00<?, ?it/s] 49/499 1.13G 0.04842 0.01536 0.01851 45 320: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] 49/499 1.13G 0.04574 0.01323 0.01779 36 320: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] 49/499 1.13G 0.04574 0.01323 0.01779 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] 49/499 1.13G 0.04571 0.01354 0.01731 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] 49/499 1.13G 0.04571 0.01354 0.01731 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 49/499 1.13G 0.04712 0.01283 0.01828 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 49/499 1.13G 0.04712 0.01283 0.01828 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 49/499 1.13G 0.04712 0.01283 0.01828 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.873 0.932 0.958 0.459 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 50/499 1.13G 0.05511 0.01406 0.0116 43 320: 0%| | 0/4 [00:00<?, ?it/s] 50/499 1.13G 0.05511 0.01406 0.0116 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 50/499 1.13G 0.05067 0.01276 0.01449 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 50/499 1.13G 0.05067 0.01276 0.01449 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 50/499 1.13G 0.04963 0.01189 0.0148 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 50/499 1.13G 0.04963 0.01189 0.0148 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 50/499 1.13G 0.05055 0.01208 0.01526 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 50/499 1.13G 0.05055 0.01208 0.01526 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 50/499 1.13G 0.05055 0.01208 0.01526 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.944 0.914 0.962 0.497 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 51/499 1.13G 0.04262 0.01014 0.01478 33 320: 0%| | 0/4 [00:00<?, ?it/s] 51/499 1.13G 0.04262 0.01014 0.01478 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 51/499 1.13G 0.04672 0.01302 0.01614 49 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 51/499 1.13G 0.04672 0.01302 0.01614 49 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 51/499 1.13G 0.04942 0.01221 0.01592 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 51/499 1.13G 0.04942 0.01221 0.01592 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 51/499 1.13G 0.05019 0.01209 0.01653 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 51/499 1.13G 0.05019 0.01209 0.01653 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.93it/s] 51/499 1.13G 0.05019 0.01209 0.01653 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.769 0.71 0.815 0.294 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 52/499 1.13G 0.05706 0.0117 0.02092 38 320: 0%| | 0/4 [00:00<?, ?it/s] 52/499 1.13G 0.05706 0.0117 0.02092 38 320: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] 52/499 1.13G 0.05791 0.01244 0.01866 42 320: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] 52/499 1.13G 0.05791 0.01244 0.01866 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] 52/499 1.13G 0.05682 0.01166 0.01728 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] 52/499 1.13G 0.05682 0.01166 0.01728 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 52/499 1.13G 0.056 0.01077 0.01537 19 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 52/499 1.13G 0.056 0.01077 0.01537 19 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 52/499 1.13G 0.056 0.01077 0.01537 19 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.326 0.862 0.719 0.399 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 53/499 1.13G 0.05001 0.01014 0.02081 32 320: 0%| | 0/4 [00:00<?, ?it/s] 53/499 1.13G 0.05001 0.01014 0.02081 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] 53/499 1.13G 0.04711 0.01057 0.01738 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] 53/499 1.13G 0.04711 0.01057 0.01738 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 53/499 1.13G 0.04629 0.01055 0.01808 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 53/499 1.13G 0.04629 0.01055 0.01808 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 53/499 1.13G 0.04727 0.01141 0.0164 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 53/499 1.13G 0.04727 0.01141 0.0164 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 53/499 1.13G 0.04727 0.01141 0.0164 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] all 60 60 0.872 0.64 0.864 0.29 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 54/499 1.13G 0.04485 0.007721 0.0183 27 320: 0%| | 0/4 [00:00<?, ?it/s] 54/499 1.13G 0.04485 0.007721 0.0183 27 320: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] 54/499 1.13G 0.04424 0.009746 0.01454 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] 54/499 1.13G 0.04424 0.009746 0.01454 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 54/499 1.13G 0.04385 0.01151 0.01656 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 54/499 1.13G 0.04385 0.01151 0.01656 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 54/499 1.13G 0.04345 0.01105 0.01952 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 54/499 1.13G 0.04345 0.01105 0.01952 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 54/499 1.13G 0.04345 0.01105 0.01952 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.78 0.76 0.867 0.462 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 55/499 1.13G 0.04425 0.01216 0.01265 39 320: 0%| | 0/4 [00:00<?, ?it/s] 55/499 1.13G 0.04425 0.01216 0.01265 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 55/499 1.13G 0.04334 0.01105 0.01305 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 55/499 1.13G 0.04334 0.01105 0.01305 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 55/499 1.13G 0.04042 0.01069 0.01299 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 55/499 1.13G 0.04042 0.01069 0.01299 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 55/499 1.13G 0.04352 0.01022 0.01376 22 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 55/499 1.13G 0.04352 0.01022 0.01376 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 55/499 1.13G 0.04352 0.01022 0.01376 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.887 0.78 0.866 0.28 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 56/499 1.13G 0.05309 0.01125 0.01623 37 320: 0%| | 0/4 [00:00<?, ?it/s] 56/499 1.13G 0.05309 0.01125 0.01623 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 56/499 1.13G 0.05306 0.01263 0.01584 45 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 56/499 1.13G 0.05306 0.01263 0.01584 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 56/499 1.13G 0.05309 0.01164 0.01822 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 56/499 1.13G 0.05309 0.01164 0.01822 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 56/499 1.13G 0.05303 0.01165 0.01741 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 56/499 1.13G 0.05303 0.01165 0.01741 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] 56/499 1.13G 0.05303 0.01165 0.01741 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.693 0.762 0.727 0.303 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 57/499 1.13G 0.04215 0.009187 0.01433 35 320: 0%| | 0/4 [00:00<?, ?it/s] 57/499 1.13G 0.04215 0.009187 0.01433 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 57/499 1.13G 0.04381 0.009671 0.01429 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 57/499 1.13G 0.04381 0.009671 0.01429 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 57/499 1.13G 0.04289 0.009839 0.01508 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 57/499 1.13G 0.04289 0.009839 0.01508 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 57/499 1.13G 0.04292 0.01121 0.01603 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 57/499 1.13G 0.04292 0.01121 0.01603 40 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 57/499 1.13G 0.04292 0.01121 0.01603 40 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.929 0.799 0.927 0.468 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 58/499 1.13G 0.04596 0.01249 0.01069 42 320: 0%| | 0/4 [00:00<?, ?it/s] 58/499 1.13G 0.04596 0.01249 0.01069 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.29it/s] 58/499 1.13G 0.04799 0.01154 0.0155 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.29it/s] 58/499 1.13G 0.04799 0.01154 0.0155 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.41it/s] 58/499 1.13G 0.04604 0.01113 0.01609 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.41it/s] 58/499 1.13G 0.04604 0.01113 0.01609 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.57it/s] 58/499 1.13G 0.04481 0.01104 0.01509 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.57it/s] 58/499 1.13G 0.04481 0.01104 0.01509 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] 58/499 1.13G 0.04481 0.01104 0.01509 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.797 0.686 0.825 0.518 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 59/499 1.13G 0.0574 0.009191 0.01505 33 320: 0%| | 0/4 [00:00<?, ?it/s] 59/499 1.13G 0.0574 0.009191 0.01505 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 59/499 1.13G 0.05253 0.01062 0.0142 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 59/499 1.13G 0.05253 0.01062 0.0142 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] 59/499 1.13G 0.05092 0.01053 0.01289 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] 59/499 1.13G 0.05092 0.01053 0.01289 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] 59/499 1.13G 0.05047 0.01081 0.01418 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] 59/499 1.13G 0.05047 0.01081 0.01418 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.62it/s] 59/499 1.13G 0.05047 0.01081 0.01418 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.95 0.608 0.9 0.399 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 60/499 1.13G 0.0477 0.01247 0.01845 40 320: 0%| | 0/4 [00:00<?, ?it/s] 60/499 1.13G 0.0477 0.01247 0.01845 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 60/499 1.13G 0.0487 0.01146 0.01882 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 60/499 1.13G 0.0487 0.01146 0.01882 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 60/499 1.13G 0.04801 0.01172 0.01658 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 60/499 1.13G 0.04801 0.01172 0.01658 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 60/499 1.13G 0.04764 0.01124 0.01494 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 60/499 1.13G 0.04764 0.01124 0.01494 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 60/499 1.13G 0.04764 0.01124 0.01494 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.943 0.7 0.903 0.385 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 61/499 1.13G 0.03742 0.01051 0.01689 35 320: 0%| | 0/4 [00:00<?, ?it/s] 61/499 1.13G 0.03742 0.01051 0.01689 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 61/499 1.13G 0.03781 0.009594 0.01736 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 61/499 1.13G 0.03781 0.009594 0.01736 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] 61/499 1.13G 0.03813 0.01063 0.01773 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] 61/499 1.13G 0.03813 0.01063 0.01773 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.02it/s] 61/499 1.13G 0.0379 0.009883 0.01604 20 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.02it/s] 61/499 1.13G 0.0379 0.009883 0.01604 20 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] 61/499 1.13G 0.0379 0.009883 0.01604 20 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.899 0.721 0.86 0.499 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 62/499 1.13G 0.04274 0.008998 0.01725 33 320: 0%| | 0/4 [00:00<?, ?it/s] 62/499 1.13G 0.04274 0.008998 0.01725 33 320: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] 62/499 1.13G 0.04309 0.01099 0.01667 42 320: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] 62/499 1.13G 0.04309 0.01099 0.01667 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] 62/499 1.13G 0.04349 0.01123 0.01622 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] 62/499 1.13G 0.04349 0.01123 0.01622 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 62/499 1.13G 0.04267 0.01046 0.01478 20 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 62/499 1.13G 0.04267 0.01046 0.01478 20 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 62/499 1.13G 0.04267 0.01046 0.01478 20 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.55 0.952 0.677 0.47 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 63/499 1.13G 0.04131 0.01073 0.01636 39 320: 0%| | 0/4 [00:00<?, ?it/s] 63/499 1.13G 0.04131 0.01073 0.01636 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 63/499 1.13G 0.0417 0.0115 0.01924 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 63/499 1.13G 0.0417 0.0115 0.01924 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 63/499 1.13G 0.04001 0.01199 0.01761 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 63/499 1.13G 0.04001 0.01199 0.01761 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 63/499 1.13G 0.03943 0.0118 0.01674 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 63/499 1.13G 0.03943 0.0118 0.01674 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 63/499 1.13G 0.03943 0.0118 0.01674 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] all 60 60 0.813 0.843 0.904 0.52 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 64/499 1.13G 0.04795 0.01202 0.01449 43 320: 0%| | 0/4 [00:00<?, ?it/s] 64/499 1.13G 0.04795 0.01202 0.01449 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 64/499 1.13G 0.04628 0.01286 0.01488 46 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 64/499 1.13G 0.04628 0.01286 0.01488 46 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 64/499 1.13G 0.04441 0.01177 0.01565 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 64/499 1.13G 0.04441 0.01177 0.01565 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 64/499 1.13G 0.04495 0.01166 0.01604 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 64/499 1.13G 0.04495 0.01166 0.01604 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 64/499 1.13G 0.04495 0.01166 0.01604 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.921 0.936 0.986 0.406 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 65/499 1.13G 0.04514 0.01157 0.01878 39 320: 0%| | 0/4 [00:00<?, ?it/s] 65/499 1.13G 0.04514 0.01157 0.01878 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 65/499 1.13G 0.04113 0.01088 0.01596 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 65/499 1.13G 0.04113 0.01088 0.01596 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 65/499 1.13G 0.04079 0.01062 0.01634 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 65/499 1.13G 0.04079 0.01062 0.01634 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 65/499 1.13G 0.04097 0.0105 0.01622 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 65/499 1.13G 0.04097 0.0105 0.01622 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] 65/499 1.13G 0.04097 0.0105 0.01622 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.807 0.967 0.979 0.493 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 66/499 1.13G 0.03986 0.01035 0.01655 37 320: 0%| | 0/4 [00:00<?, ?it/s] 66/499 1.13G 0.03986 0.01035 0.01655 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.40it/s] 66/499 1.13G 0.04133 0.01071 0.01724 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.40it/s] 66/499 1.13G 0.04133 0.01071 0.01724 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.59it/s] 66/499 1.13G 0.0413 0.01121 0.01657 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.59it/s] 66/499 1.13G 0.0413 0.01121 0.01657 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 66/499 1.13G 0.04192 0.01038 0.01848 20 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 66/499 1.13G 0.04192 0.01038 0.01848 20 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] 66/499 1.13G 0.04192 0.01038 0.01848 20 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.931 0.984 0.989 0.705 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 67/499 1.13G 0.03917 0.01095 0.01218 38 320: 0%| | 0/4 [00:00<?, ?it/s] 67/499 1.13G 0.03917 0.01095 0.01218 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.11it/s] 67/499 1.13G 0.03867 0.01058 0.01351 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.11it/s] 67/499 1.13G 0.03867 0.01058 0.01351 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.43it/s] 67/499 1.13G 0.03701 0.01149 0.01344 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.43it/s] 67/499 1.13G 0.03701 0.01149 0.01344 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] 67/499 1.13G 0.03626 0.01108 0.01268 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] 67/499 1.13G 0.03626 0.01108 0.01268 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] 67/499 1.13G 0.03626 0.01108 0.01268 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.959 0.919 0.95 0.538 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 68/499 1.13G 0.03407 0.01353 0.01609 44 320: 0%| | 0/4 [00:00<?, ?it/s] 68/499 1.13G 0.03407 0.01353 0.01609 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 68/499 1.13G 0.03493 0.01224 0.01483 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 68/499 1.13G 0.03493 0.01224 0.01483 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 68/499 1.13G 0.03487 0.01216 0.01503 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 68/499 1.13G 0.03487 0.01216 0.01503 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 68/499 1.13G 0.03531 0.01221 0.01571 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 68/499 1.13G 0.03531 0.01221 0.01571 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 68/499 1.13G 0.03531 0.01221 0.01571 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.934 0.873 0.946 0.471 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 69/499 1.13G 0.0354 0.01011 0.01372 36 320: 0%| | 0/4 [00:00<?, ?it/s] 69/499 1.13G 0.0354 0.01011 0.01372 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 69/499 1.13G 0.03946 0.009602 0.01541 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 69/499 1.13G 0.03946 0.009602 0.01541 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 69/499 1.13G 0.03777 0.009563 0.01544 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 69/499 1.13G 0.03777 0.009563 0.01544 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 69/499 1.13G 0.03624 0.009925 0.01475 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 69/499 1.13G 0.03624 0.009925 0.01475 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 69/499 1.13G 0.03624 0.009925 0.01475 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] all 60 60 0.85 0.814 0.914 0.473 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 70/499 1.13G 0.02966 0.01118 0.01755 40 320: 0%| | 0/4 [00:00<?, ?it/s] 70/499 1.13G 0.02966 0.01118 0.01755 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 70/499 1.13G 0.03136 0.01198 0.01706 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 70/499 1.13G 0.03136 0.01198 0.01706 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 70/499 1.13G 0.03135 0.01212 0.01587 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 70/499 1.13G 0.03135 0.01212 0.01587 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 70/499 1.13G 0.03241 0.01163 0.01717 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 70/499 1.13G 0.03241 0.01163 0.01717 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 70/499 1.13G 0.03241 0.01163 0.01717 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.688 0.896 0.942 0.632 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 71/499 1.13G 0.03675 0.009201 0.0113 33 320: 0%| | 0/4 [00:00<?, ?it/s] 71/499 1.13G 0.03675 0.009201 0.0113 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 71/499 1.13G 0.03743 0.0095 0.01414 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 71/499 1.13G 0.03743 0.0095 0.01414 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] 71/499 1.13G 0.03696 0.009459 0.0162 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] 71/499 1.13G 0.03696 0.009459 0.0162 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 71/499 1.13G 0.03743 0.01027 0.01616 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 71/499 1.13G 0.03743 0.01027 0.01616 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 71/499 1.13G 0.03743 0.01027 0.01616 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.705 0.902 0.927 0.467 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 72/499 1.13G 0.0391 0.007639 0.01271 31 320: 0%| | 0/4 [00:00<?, ?it/s] 72/499 1.13G 0.0391 0.007639 0.01271 31 320: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] 72/499 1.13G 0.03563 0.008138 0.01232 32 320: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] 72/499 1.13G 0.03563 0.008138 0.01232 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] 72/499 1.13G 0.03517 0.007852 0.01369 28 320: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] 72/499 1.13G 0.03517 0.007852 0.01369 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 72/499 1.13G 0.03487 0.008329 0.01384 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 72/499 1.13G 0.03487 0.008329 0.01384 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 72/499 1.13G 0.03487 0.008329 0.01384 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.839 0.885 0.929 0.556 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 73/499 1.13G 0.03319 0.00975 0.01456 35 320: 0%| | 0/4 [00:00<?, ?it/s] 73/499 1.13G 0.03319 0.00975 0.01456 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 73/499 1.13G 0.03373 0.01034 0.01466 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 73/499 1.13G 0.03373 0.01034 0.01466 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 73/499 1.13G 0.03334 0.01126 0.01509 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 73/499 1.13G 0.03334 0.01126 0.01509 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 73/499 1.13G 0.03424 0.01081 0.01521 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 73/499 1.13G 0.03424 0.01081 0.01521 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 73/499 1.13G 0.03424 0.01081 0.01521 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.19it/s] all 60 60 0.81 0.968 0.969 0.543 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 74/499 1.13G 0.03454 0.00954 0.01468 37 320: 0%| | 0/4 [00:00<?, ?it/s] 74/499 1.13G 0.03454 0.00954 0.01468 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 74/499 1.13G 0.03361 0.01069 0.01711 48 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 74/499 1.13G 0.03361 0.01069 0.01711 48 320: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] 74/499 1.13G 0.03431 0.01091 0.01646 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] 74/499 1.13G 0.03431 0.01091 0.01646 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.67it/s] 74/499 1.13G 0.03398 0.01036 0.01767 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.67it/s] 74/499 1.13G 0.03398 0.01036 0.01767 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.62it/s] 74/499 1.13G 0.03398 0.01036 0.01767 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.937 0.935 0.982 0.746 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 75/499 1.13G 0.03815 0.009226 0.01633 39 320: 0%| | 0/4 [00:00<?, ?it/s] 75/499 1.13G 0.03815 0.009226 0.01633 39 320: 25%|██▌ | 1/4 [00:00<00:00, 3.85it/s] 75/499 1.13G 0.03459 0.009509 0.01595 39 320: 25%|██▌ | 1/4 [00:00<00:00, 3.85it/s] 75/499 1.13G 0.03459 0.009509 0.01595 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.31it/s] 75/499 1.13G 0.03357 0.009554 0.01559 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.31it/s] 75/499 1.13G 0.03357 0.009554 0.01559 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.51it/s] 75/499 1.13G 0.03513 0.009672 0.01684 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.51it/s] 75/499 1.13G 0.03513 0.009672 0.01684 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.49it/s] 75/499 1.13G 0.03513 0.009672 0.01684 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.935 0.87 0.953 0.572 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 76/499 1.13G 0.03941 0.009178 0.01094 33 320: 0%| | 0/4 [00:00<?, ?it/s] 76/499 1.13G 0.03941 0.009178 0.01094 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 76/499 1.13G 0.03908 0.01001 0.01206 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 76/499 1.13G 0.03908 0.01001 0.01206 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 76/499 1.13G 0.0395 0.009888 0.01126 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 76/499 1.13G 0.0395 0.009888 0.01126 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 76/499 1.13G 0.03829 0.009872 0.01248 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 76/499 1.13G 0.03829 0.009872 0.01248 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] 76/499 1.13G 0.03829 0.009872 0.01248 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.772 0.95 0.931 0.643 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 77/499 1.13G 0.04566 0.009444 0.01482 35 320: 0%| | 0/4 [00:00<?, ?it/s] 77/499 1.13G 0.04566 0.009444 0.01482 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 77/499 1.13G 0.04693 0.01043 0.01594 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 77/499 1.13G 0.04693 0.01043 0.01594 47 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 77/499 1.13G 0.04464 0.01035 0.01539 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 77/499 1.13G 0.04464 0.01035 0.01539 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 77/499 1.13G 0.04381 0.01024 0.01478 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 77/499 1.13G 0.04381 0.01024 0.01478 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.69it/s] 77/499 1.13G 0.04381 0.01024 0.01478 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.799 0.864 0.945 0.686 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 78/499 1.13G 0.03653 0.00915 0.01928 32 320: 0%| | 0/4 [00:00<?, ?it/s] 78/499 1.13G 0.03653 0.00915 0.01928 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 78/499 1.13G 0.03814 0.009954 0.0172 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 78/499 1.13G 0.03814 0.009954 0.0172 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 78/499 1.13G 0.03663 0.00987 0.0149 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 78/499 1.13G 0.03663 0.00987 0.0149 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 78/499 1.13G 0.03563 0.009934 0.01413 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 78/499 1.13G 0.03563 0.009934 0.01413 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] 78/499 1.13G 0.03563 0.009934 0.01413 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.947 0.983 0.967 0.665 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 79/499 1.13G 0.03576 0.00883 0.0126 37 320: 0%| | 0/4 [00:00<?, ?it/s] 79/499 1.13G 0.03576 0.00883 0.0126 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 79/499 1.13G 0.03431 0.009287 0.01324 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 79/499 1.13G 0.03431 0.009287 0.01324 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 79/499 1.13G 0.03632 0.008991 0.01186 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 79/499 1.13G 0.03632 0.008991 0.01186 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 79/499 1.13G 0.03519 0.008878 0.01304 22 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 79/499 1.13G 0.03519 0.008878 0.01304 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 79/499 1.13G 0.03519 0.008878 0.01304 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.626 0.939 0.927 0.468 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 80/499 1.13G 0.0375 0.008997 0.01565 32 320: 0%| | 0/4 [00:00<?, ?it/s] 80/499 1.13G 0.0375 0.008997 0.01565 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 80/499 1.13G 0.03865 0.01029 0.01513 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 80/499 1.13G 0.03865 0.01029 0.01513 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 80/499 1.13G 0.03754 0.0106 0.01602 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 80/499 1.13G 0.03754 0.0106 0.01602 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 80/499 1.13G 0.03624 0.01044 0.01471 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 80/499 1.13G 0.03624 0.01044 0.01471 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] 80/499 1.13G 0.03624 0.01044 0.01471 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.713 0.931 0.957 0.666 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 81/499 1.13G 0.02941 0.01004 0.01673 36 320: 0%| | 0/4 [00:00<?, ?it/s] 81/499 1.13G 0.02941 0.01004 0.01673 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.66it/s] 81/499 1.13G 0.03056 0.008847 0.01527 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.66it/s] 81/499 1.13G 0.03056 0.008847 0.01527 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.63it/s] 81/499 1.13G 0.03136 0.00889 0.01517 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.63it/s] 81/499 1.13G 0.03136 0.00889 0.01517 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 81/499 1.13G 0.03085 0.009049 0.01344 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 81/499 1.13G 0.03085 0.009049 0.01344 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 81/499 1.13G 0.03085 0.009049 0.01344 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.65 0.851 0.907 0.592 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 82/499 1.13G 0.02968 0.009291 0.009023 39 320: 0%| | 0/4 [00:00<?, ?it/s] 82/499 1.13G 0.02968 0.009291 0.009023 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 82/499 1.13G 0.02957 0.009063 0.01258 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 82/499 1.13G 0.02957 0.009063 0.01258 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 82/499 1.13G 0.02991 0.009408 0.0121 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 82/499 1.13G 0.02991 0.009408 0.0121 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 82/499 1.13G 0.02876 0.009427 0.01132 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 82/499 1.13G 0.02876 0.009427 0.01132 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] 82/499 1.13G 0.02876 0.009427 0.01132 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.747 0.776 0.845 0.6 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 83/499 1.13G 0.03197 0.01045 0.01209 38 320: 0%| | 0/4 [00:00<?, ?it/s] 83/499 1.13G 0.03197 0.01045 0.01209 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 83/499 1.13G 0.03119 0.009699 0.01204 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 83/499 1.13G 0.03119 0.009699 0.01204 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 83/499 1.13G 0.03125 0.009749 0.01321 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 83/499 1.13G 0.03125 0.009749 0.01321 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 83/499 1.13G 0.03156 0.01068 0.01239 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 83/499 1.13G 0.03156 0.01068 0.01239 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 83/499 1.13G 0.03156 0.01068 0.01239 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.755 0.774 0.844 0.653 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 84/499 1.13G 0.0267 0.01039 0.01178 44 320: 0%| | 0/4 [00:00<?, ?it/s] 84/499 1.13G 0.0267 0.01039 0.01178 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 84/499 1.13G 0.02782 0.0101 0.01137 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 84/499 1.13G 0.02782 0.0101 0.01137 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 84/499 1.13G 0.02746 0.0101 0.01057 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 84/499 1.13G 0.02746 0.0101 0.01057 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] 84/499 1.13G 0.02724 0.009885 0.01079 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] 84/499 1.13G 0.02724 0.009885 0.01079 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.98it/s] 84/499 1.13G 0.02724 0.009885 0.01079 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.449 0.862 0.723 0.449 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 85/499 1.13G 0.03055 0.008691 0.02062 34 320: 0%| | 0/4 [00:00<?, ?it/s] 85/499 1.13G 0.03055 0.008691 0.02062 34 320: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] 85/499 1.13G 0.03194 0.009949 0.0154 42 320: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] 85/499 1.13G 0.03194 0.009949 0.0154 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 85/499 1.13G 0.03278 0.01013 0.01676 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 85/499 1.13G 0.03278 0.01013 0.01676 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 85/499 1.13G 0.03282 0.01008 0.01655 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 85/499 1.13G 0.03282 0.01008 0.01655 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 85/499 1.13G 0.03282 0.01008 0.01655 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] all 60 60 0.844 0.826 0.882 0.53 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 86/499 1.13G 0.03458 0.007378 0.01316 33 320: 0%| | 0/4 [00:00<?, ?it/s] 86/499 1.13G 0.03458 0.007378 0.01316 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.62it/s] 86/499 1.13G 0.03225 0.007361 0.01185 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.62it/s] 86/499 1.13G 0.03225 0.007361 0.01185 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 86/499 1.13G 0.03281 0.008146 0.01277 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 86/499 1.13G 0.03281 0.008146 0.01277 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 86/499 1.13G 0.03233 0.008406 0.01345 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 86/499 1.13G 0.03233 0.008406 0.01345 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 86/499 1.13G 0.03233 0.008406 0.01345 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.41it/s] all 60 60 0.911 0.879 0.954 0.592 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 87/499 1.13G 0.04018 0.007853 0.009876 31 320: 0%| | 0/4 [00:00<?, ?it/s] 87/499 1.13G 0.04018 0.007853 0.009876 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 87/499 1.13G 0.03917 0.008069 0.01478 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 87/499 1.13G 0.03917 0.008069 0.01478 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 87/499 1.13G 0.0382 0.008453 0.01237 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 87/499 1.13G 0.0382 0.008453 0.01237 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 87/499 1.13G 0.03668 0.008861 0.01067 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 87/499 1.13G 0.03668 0.008861 0.01067 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] 87/499 1.13G 0.03668 0.008861 0.01067 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.587 0.845 0.698 0.404 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 88/499 1.13G 0.03662 0.009778 0.01485 42 320: 0%| | 0/4 [00:00<?, ?it/s] 88/499 1.13G 0.03662 0.009778 0.01485 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 88/499 1.13G 0.03799 0.009416 0.01502 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 88/499 1.13G 0.03799 0.009416 0.01502 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 88/499 1.13G 0.0384 0.009358 0.01343 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 88/499 1.13G 0.0384 0.009358 0.01343 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 88/499 1.13G 0.0382 0.01019 0.01353 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 88/499 1.13G 0.0382 0.01019 0.01353 36 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] 88/499 1.13G 0.0382 0.01019 0.01353 36 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.935 0.879 0.967 0.645 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 89/499 1.13G 0.02867 0.009513 0.01073 38 320: 0%| | 0/4 [00:00<?, ?it/s] 89/499 1.13G 0.02867 0.009513 0.01073 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] 89/499 1.13G 0.02555 0.009308 0.00866 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] 89/499 1.13G 0.02555 0.009308 0.00866 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 89/499 1.13G 0.02671 0.009224 0.01011 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 89/499 1.13G 0.02671 0.009224 0.01011 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 89/499 1.13G 0.02735 0.009067 0.01143 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 89/499 1.13G 0.02735 0.009067 0.01143 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 89/499 1.13G 0.02735 0.009067 0.01143 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.793 0.896 0.884 0.623 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 90/499 1.13G 0.02847 0.008506 0.01614 41 320: 0%| | 0/4 [00:00<?, ?it/s] 90/499 1.13G 0.02847 0.008506 0.01614 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 90/499 1.13G 0.02785 0.008708 0.01312 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 90/499 1.13G 0.02785 0.008708 0.01312 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 90/499 1.13G 0.02715 0.008738 0.01239 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 90/499 1.13G 0.02715 0.008738 0.01239 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 90/499 1.13G 0.02791 0.008532 0.0117 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 90/499 1.13G 0.02791 0.008532 0.0117 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 90/499 1.13G 0.02791 0.008532 0.0117 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.752 0.906 0.907 0.695 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 91/499 1.13G 0.03526 0.00998 0.01602 38 320: 0%| | 0/4 [00:00<?, ?it/s] 91/499 1.13G 0.03526 0.00998 0.01602 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 91/499 1.13G 0.03413 0.008804 0.01484 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 91/499 1.13G 0.03413 0.008804 0.01484 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] 91/499 1.13G 0.035 0.008675 0.0134 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] 91/499 1.13G 0.035 0.008675 0.0134 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 91/499 1.13G 0.03349 0.008935 0.01247 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 91/499 1.13G 0.03349 0.008935 0.01247 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] 91/499 1.13G 0.03349 0.008935 0.01247 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.519 0.888 0.75 0.453 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 92/499 1.13G 0.03229 0.009979 0.01695 39 320: 0%| | 0/4 [00:00<?, ?it/s] 92/499 1.13G 0.03229 0.009979 0.01695 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 92/499 1.13G 0.03205 0.008413 0.01495 27 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 92/499 1.13G 0.03205 0.008413 0.01495 27 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 92/499 1.13G 0.03204 0.008244 0.01468 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 92/499 1.13G 0.03204 0.008244 0.01468 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 92/499 1.13G 0.03175 0.008218 0.01345 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 92/499 1.13G 0.03175 0.008218 0.01345 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] 92/499 1.13G 0.03175 0.008218 0.01345 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] all 60 60 0.755 0.85 0.854 0.644 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 93/499 1.13G 0.02446 0.009083 0.0074 38 320: 0%| | 0/4 [00:00<?, ?it/s] 93/499 1.13G 0.02446 0.009083 0.0074 38 320: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] 93/499 1.13G 0.02423 0.008168 0.01017 30 320: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] 93/499 1.13G 0.02423 0.008168 0.01017 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 93/499 1.13G 0.02443 0.007995 0.009376 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 93/499 1.13G 0.02443 0.007995 0.009376 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 93/499 1.13G 0.02536 0.008517 0.009395 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 93/499 1.13G 0.02536 0.008517 0.009395 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 93/499 1.13G 0.02536 0.008517 0.009395 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.53 0.862 0.837 0.511 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 94/499 1.13G 0.0346 0.01042 0.01678 40 320: 0%| | 0/4 [00:00<?, ?it/s] 94/499 1.13G 0.0346 0.01042 0.01678 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.67it/s] 94/499 1.13G 0.03267 0.008788 0.01382 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.67it/s] 94/499 1.13G 0.03267 0.008788 0.01382 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.65it/s] 94/499 1.13G 0.03197 0.008493 0.01247 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.65it/s] 94/499 1.13G 0.03197 0.008493 0.01247 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.64it/s] 94/499 1.13G 0.03185 0.008314 0.0131 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.64it/s] 94/499 1.13G 0.03185 0.008314 0.0131 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 94/499 1.13G 0.03185 0.008314 0.0131 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.626 0.879 0.826 0.662 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 95/499 1.13G 0.0308 0.01058 0.01444 42 320: 0%| | 0/4 [00:00<?, ?it/s] 95/499 1.13G 0.0308 0.01058 0.01444 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 95/499 1.13G 0.03141 0.009738 0.01355 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 95/499 1.13G 0.03141 0.009738 0.01355 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 95/499 1.13G 0.03087 0.009761 0.01366 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 95/499 1.13G 0.03087 0.009761 0.01366 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 95/499 1.13G 0.03065 0.009472 0.01294 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 95/499 1.13G 0.03065 0.009472 0.01294 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] 95/499 1.13G 0.03065 0.009472 0.01294 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.883 0.867 0.964 0.561 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 96/499 1.13G 0.02841 0.009293 0.01366 39 320: 0%| | 0/4 [00:00<?, ?it/s] 96/499 1.13G 0.02841 0.009293 0.01366 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 96/499 1.13G 0.02774 0.009165 0.01122 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 96/499 1.13G 0.02774 0.009165 0.01122 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 96/499 1.13G 0.02744 0.009039 0.01265 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 96/499 1.13G 0.02744 0.009039 0.01265 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 96/499 1.13G 0.02772 0.009146 0.01211 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 96/499 1.13G 0.02772 0.009146 0.01211 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] 96/499 1.13G 0.02772 0.009146 0.01211 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.92 0.965 0.994 0.794 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 97/499 1.13G 0.03363 0.009085 0.01576 35 320: 0%| | 0/4 [00:00<?, ?it/s] 97/499 1.13G 0.03363 0.009085 0.01576 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.02it/s] 97/499 1.13G 0.03379 0.009328 0.01317 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.02it/s] 97/499 1.13G 0.03379 0.009328 0.01317 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.40it/s] 97/499 1.13G 0.03288 0.009142 0.01347 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.40it/s] 97/499 1.13G 0.03288 0.009142 0.01347 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] 97/499 1.13G 0.03264 0.008773 0.01634 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] 97/499 1.13G 0.03264 0.008773 0.01634 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.53it/s] 97/499 1.13G 0.03264 0.008773 0.01634 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] all 60 60 0.968 0.908 0.991 0.514 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 98/499 1.13G 0.03143 0.00867 0.00961 37 320: 0%| | 0/4 [00:00<?, ?it/s] 98/499 1.13G 0.03143 0.00867 0.00961 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 98/499 1.13G 0.03232 0.009383 0.01118 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 98/499 1.13G 0.03232 0.009383 0.01118 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 98/499 1.13G 0.03283 0.009233 0.0107 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 98/499 1.13G 0.03283 0.009233 0.0107 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] 98/499 1.13G 0.03306 0.009162 0.01036 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] 98/499 1.13G 0.03306 0.009162 0.01036 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] 98/499 1.13G 0.03306 0.009162 0.01036 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.898 0.955 0.984 0.758 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 99/499 1.13G 0.0347 0.008123 0.01762 33 320: 0%| | 0/4 [00:00<?, ?it/s] 99/499 1.13G 0.0347 0.008123 0.01762 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 99/499 1.13G 0.03507 0.008283 0.01728 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 99/499 1.13G 0.03507 0.008283 0.01728 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 99/499 1.13G 0.03344 0.008589 0.01616 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 99/499 1.13G 0.03344 0.008589 0.01616 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 99/499 1.13G 0.03404 0.008862 0.0148 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 99/499 1.13G 0.03404 0.008862 0.0148 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 99/499 1.13G 0.03404 0.008862 0.0148 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] all 60 60 0.988 0.946 0.995 0.553 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 100/499 1.13G 0.02997 0.009445 0.01044 38 320: 0%| | 0/4 [00:00<?, ?it/s] 100/499 1.13G 0.02997 0.009445 0.01044 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 100/499 1.13G 0.03195 0.00881 0.01156 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 100/499 1.13G 0.03195 0.00881 0.01156 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 100/499 1.13G 0.03319 0.009046 0.01067 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 100/499 1.13G 0.03319 0.009046 0.01067 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] 100/499 1.13G 0.03316 0.009178 0.01227 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] 100/499 1.13G 0.03316 0.009178 0.01227 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 100/499 1.13G 0.03316 0.009178 0.01227 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.994 0.983 0.995 0.806 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 101/499 1.13G 0.0278 0.01016 0.01633 41 320: 0%| | 0/4 [00:00<?, ?it/s] 101/499 1.13G 0.0278 0.01016 0.01633 41 320: 25%|██▌ | 1/4 [00:00<00:00, 3.56it/s] 101/499 1.13G 0.02635 0.00999 0.01561 38 320: 25%|██▌ | 1/4 [00:00<00:00, 3.56it/s] 101/499 1.13G 0.02635 0.00999 0.01561 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.22it/s] 101/499 1.13G 0.02795 0.009753 0.01504 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.22it/s] 101/499 1.13G 0.02795 0.009753 0.01504 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] 101/499 1.13G 0.0284 0.009254 0.01535 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] 101/499 1.13G 0.0284 0.009254 0.01535 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.60it/s] 101/499 1.13G 0.0284 0.009254 0.01535 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] all 60 60 0.978 0.983 0.988 0.556 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 102/499 1.13G 0.02925 0.01136 0.01044 47 320: 0%| | 0/4 [00:00<?, ?it/s] 102/499 1.13G 0.02925 0.01136 0.01044 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.77it/s] 102/499 1.13G 0.03009 0.01003 0.009838 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.77it/s] 102/499 1.13G 0.03009 0.01003 0.009838 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 102/499 1.13G 0.03144 0.009143 0.01166 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 102/499 1.13G 0.03144 0.009143 0.01166 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 102/499 1.13G 0.03074 0.008835 0.01229 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 102/499 1.13G 0.03074 0.008835 0.01229 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] 102/499 1.13G 0.03074 0.008835 0.01229 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.976 0.984 0.987 0.736 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 103/499 1.13G 0.03236 0.0113 0.01203 43 320: 0%| | 0/4 [00:00<?, ?it/s] 103/499 1.13G 0.03236 0.0113 0.01203 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 103/499 1.13G 0.03136 0.01044 0.01316 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 103/499 1.13G 0.03136 0.01044 0.01316 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 103/499 1.13G 0.03082 0.01064 0.01338 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 103/499 1.13G 0.03082 0.01064 0.01338 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 103/499 1.13G 0.03146 0.009824 0.01441 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 103/499 1.13G 0.03146 0.009824 0.01441 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 103/499 1.13G 0.03146 0.009824 0.01441 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.961 0.991 0.988 0.718 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 104/499 1.13G 0.02539 0.009118 0.00792 38 320: 0%| | 0/4 [00:00<?, ?it/s] 104/499 1.13G 0.02539 0.009118 0.00792 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 104/499 1.13G 0.02822 0.0104 0.01011 48 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 104/499 1.13G 0.02822 0.0104 0.01011 48 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 104/499 1.13G 0.02854 0.009968 0.01154 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 104/499 1.13G 0.02854 0.009968 0.01154 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 104/499 1.13G 0.02933 0.009828 0.01133 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 104/499 1.13G 0.02933 0.009828 0.01133 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 104/499 1.13G 0.02933 0.009828 0.01133 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] all 60 60 0.792 0.931 0.952 0.574 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 105/499 1.13G 0.02848 0.008846 0.00748 32 320: 0%| | 0/4 [00:00<?, ?it/s] 105/499 1.13G 0.02848 0.008846 0.00748 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.68it/s] 105/499 1.13G 0.03036 0.009924 0.008357 48 320: 25%|██▌ | 1/4 [00:00<00:00, 4.68it/s] 105/499 1.13G 0.03036 0.009924 0.008357 48 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 105/499 1.13G 0.03073 0.009599 0.009579 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 105/499 1.13G 0.03073 0.009599 0.009579 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 105/499 1.13G 0.03099 0.009139 0.01071 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 105/499 1.13G 0.03099 0.009139 0.01071 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.97it/s] 105/499 1.13G 0.03099 0.009139 0.01071 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.932 0.968 0.967 0.663 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 106/499 1.13G 0.02753 0.008011 0.01628 35 320: 0%| | 0/4 [00:00<?, ?it/s] 106/499 1.13G 0.02753 0.008011 0.01628 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] 106/499 1.13G 0.02825 0.007656 0.01319 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] 106/499 1.13G 0.02825 0.007656 0.01319 33 320: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] 106/499 1.13G 0.0294 0.008826 0.01232 45 320: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] 106/499 1.13G 0.0294 0.008826 0.01232 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 106/499 1.13G 0.02887 0.008664 0.01081 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 106/499 1.13G 0.02887 0.008664 0.01081 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 106/499 1.13G 0.02887 0.008664 0.01081 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.773 0.879 0.907 0.489 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 107/499 1.13G 0.03159 0.01014 0.01159 38 320: 0%| | 0/4 [00:00<?, ?it/s] 107/499 1.13G 0.03159 0.01014 0.01159 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 107/499 1.13G 0.03013 0.008971 0.01519 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 107/499 1.13G 0.03013 0.008971 0.01519 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 107/499 1.13G 0.02896 0.009788 0.01469 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 107/499 1.13G 0.02896 0.009788 0.01469 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 107/499 1.13G 0.02879 0.009548 0.01338 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 107/499 1.13G 0.02879 0.009548 0.01338 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.68it/s] 107/499 1.13G 0.02879 0.009548 0.01338 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.964 0.967 0.981 0.747 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 108/499 1.13G 0.02798 0.01035 0.009924 42 320: 0%| | 0/4 [00:00<?, ?it/s] 108/499 1.13G 0.02798 0.01035 0.009924 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.73it/s] 108/499 1.13G 0.02632 0.009419 0.008686 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.73it/s] 108/499 1.13G 0.02632 0.009419 0.008686 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 108/499 1.13G 0.02607 0.009043 0.01133 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 108/499 1.13G 0.02607 0.009043 0.01133 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 108/499 1.13G 0.02743 0.008749 0.0113 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 108/499 1.13G 0.02743 0.008749 0.0113 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 108/499 1.13G 0.02743 0.008749 0.0113 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] all 60 60 0.996 1 0.995 0.532 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 109/499 1.13G 0.02628 0.01001 0.007602 39 320: 0%| | 0/4 [00:00<?, ?it/s] 109/499 1.13G 0.02628 0.01001 0.007602 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.69it/s] 109/499 1.13G 0.02876 0.009063 0.008249 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.69it/s] 109/499 1.13G 0.02876 0.009063 0.008249 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 109/499 1.13G 0.03014 0.009074 0.01003 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 109/499 1.13G 0.03014 0.009074 0.01003 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 109/499 1.13G 0.02915 0.01035 0.009768 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 109/499 1.13G 0.02915 0.01035 0.009768 36 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 109/499 1.13G 0.02915 0.01035 0.009768 36 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.997 1 0.995 0.683 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 110/499 1.13G 0.03645 0.01049 0.01028 43 320: 0%| | 0/4 [00:00<?, ?it/s] 110/499 1.13G 0.03645 0.01049 0.01028 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.72it/s] 110/499 1.13G 0.03442 0.009025 0.009841 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.72it/s] 110/499 1.13G 0.03442 0.009025 0.009841 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 110/499 1.13G 0.0332 0.009017 0.01228 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 110/499 1.13G 0.0332 0.009017 0.01228 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 110/499 1.13G 0.03304 0.009165 0.01211 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 110/499 1.13G 0.03304 0.009165 0.01211 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 110/499 1.13G 0.03304 0.009165 0.01211 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.47it/s] all 60 60 0.997 1 0.995 0.505 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 111/499 1.13G 0.02767 0.01066 0.01262 45 320: 0%| | 0/4 [00:00<?, ?it/s] 111/499 1.13G 0.02767 0.01066 0.01262 45 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 111/499 1.13G 0.02741 0.01015 0.01183 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 111/499 1.13G 0.02741 0.01015 0.01183 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 111/499 1.13G 0.02922 0.009577 0.01159 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 111/499 1.13G 0.02922 0.009577 0.01159 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 111/499 1.13G 0.03017 0.009207 0.01185 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 111/499 1.13G 0.03017 0.009207 0.01185 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] 111/499 1.13G 0.03017 0.009207 0.01185 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.972 0.999 0.995 0.641 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 112/499 1.13G 0.03408 0.007056 0.01174 31 320: 0%| | 0/4 [00:00<?, ?it/s] 112/499 1.13G 0.03408 0.007056 0.01174 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 112/499 1.13G 0.03112 0.007189 0.01071 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 112/499 1.13G 0.03112 0.007189 0.01071 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 112/499 1.13G 0.03129 0.007697 0.0137 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 112/499 1.13G 0.03129 0.007697 0.0137 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] 112/499 1.13G 0.03009 0.007483 0.01158 22 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] 112/499 1.13G 0.03009 0.007483 0.01158 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 112/499 1.13G 0.03009 0.007483 0.01158 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] all 60 60 0.998 0.987 0.995 0.443 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 113/499 1.13G 0.03096 0.008383 0.01115 37 320: 0%| | 0/4 [00:00<?, ?it/s] 113/499 1.13G 0.03096 0.008383 0.01115 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.67it/s] 113/499 1.13G 0.02981 0.008182 0.009685 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.67it/s] 113/499 1.13G 0.02981 0.008182 0.009685 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 113/499 1.13G 0.02975 0.008397 0.009937 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 113/499 1.13G 0.02975 0.008397 0.009937 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 113/499 1.13G 0.03025 0.008596 0.01227 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 113/499 1.13G 0.03025 0.008596 0.01227 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.59it/s] 113/499 1.13G 0.03025 0.008596 0.01227 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] all 60 60 0.995 1 0.995 0.765 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 114/499 1.13G 0.02444 0.006212 0.01531 25 320: 0%| | 0/4 [00:00<?, ?it/s] 114/499 1.13G 0.02444 0.006212 0.01531 25 320: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] 114/499 1.13G 0.02659 0.008081 0.01265 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] 114/499 1.13G 0.02659 0.008081 0.01265 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] 114/499 1.13G 0.02676 0.008333 0.0152 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] 114/499 1.13G 0.02676 0.008333 0.0152 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 114/499 1.13G 0.0263 0.008016 0.01361 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 114/499 1.13G 0.0263 0.008016 0.01361 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 114/499 1.13G 0.0263 0.008016 0.01361 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.45it/s] all 60 60 0.974 0.994 0.995 0.39 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 115/499 1.13G 0.02703 0.009071 0.007624 40 320: 0%| | 0/4 [00:00<?, ?it/s] 115/499 1.13G 0.02703 0.009071 0.007624 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 115/499 1.13G 0.02613 0.009045 0.008125 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 115/499 1.13G 0.02613 0.009045 0.008125 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 115/499 1.13G 0.02719 0.009113 0.008977 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 115/499 1.13G 0.02719 0.009113 0.008977 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 115/499 1.13G 0.02665 0.009469 0.008242 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 115/499 1.13G 0.02665 0.009469 0.008242 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 115/499 1.13G 0.02665 0.009469 0.008242 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.962 0.95 0.995 0.787 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 116/499 1.13G 0.03043 0.009816 0.009238 42 320: 0%| | 0/4 [00:00<?, ?it/s] 116/499 1.13G 0.03043 0.009816 0.009238 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 116/499 1.13G 0.02822 0.008855 0.009639 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 116/499 1.13G 0.02822 0.008855 0.009639 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 116/499 1.13G 0.0277 0.008686 0.0124 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 116/499 1.13G 0.0277 0.008686 0.0124 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 116/499 1.13G 0.02774 0.008687 0.01188 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 116/499 1.13G 0.02774 0.008687 0.01188 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 116/499 1.13G 0.02774 0.008687 0.01188 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.45it/s] all 60 60 0.987 0.956 0.995 0.427 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 117/499 1.13G 0.03162 0.007999 0.01904 33 320: 0%| | 0/4 [00:00<?, ?it/s] 117/499 1.13G 0.03162 0.007999 0.01904 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 117/499 1.13G 0.03131 0.008512 0.01811 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 117/499 1.13G 0.03131 0.008512 0.01811 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 117/499 1.13G 0.0331 0.007963 0.01746 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 117/499 1.13G 0.0331 0.007963 0.01746 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] 117/499 1.13G 0.03269 0.00776 0.01621 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] 117/499 1.13G 0.03269 0.00776 0.01621 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] 117/499 1.13G 0.03269 0.00776 0.01621 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] all 60 60 0.977 0.996 0.995 0.573 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 118/499 1.13G 0.03566 0.008624 0.00923 37 320: 0%| | 0/4 [00:00<?, ?it/s] 118/499 1.13G 0.03566 0.008624 0.00923 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 118/499 1.13G 0.03273 0.009103 0.009153 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 118/499 1.13G 0.03273 0.009103 0.009153 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 118/499 1.13G 0.03195 0.00935 0.01009 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 118/499 1.13G 0.03195 0.00935 0.01009 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 118/499 1.13G 0.03105 0.009006 0.01012 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 118/499 1.13G 0.03105 0.009006 0.01012 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.92it/s] 118/499 1.13G 0.03105 0.009006 0.01012 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.975 0.988 0.995 0.862 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 119/499 1.13G 0.03 0.007663 0.01367 34 320: 0%| | 0/4 [00:00<?, ?it/s] 119/499 1.13G 0.03 0.007663 0.01367 34 320: 25%|██▌ | 1/4 [00:00<00:00, 3.58it/s] 119/499 1.13G 0.02964 0.007538 0.01448 30 320: 25%|██▌ | 1/4 [00:00<00:00, 3.58it/s] 119/499 1.13G 0.02964 0.007538 0.01448 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] 119/499 1.13G 0.02989 0.007803 0.01459 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] 119/499 1.13G 0.02989 0.007803 0.01459 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.40it/s] 119/499 1.13G 0.02967 0.00786 0.01317 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.40it/s] 119/499 1.13G 0.02967 0.00786 0.01317 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.63it/s] 119/499 1.13G 0.02967 0.00786 0.01317 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] all 60 60 0.966 0.962 0.994 0.609 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 120/499 1.13G 0.03057 0.006923 0.01383 30 320: 0%| | 0/4 [00:00<?, ?it/s] 120/499 1.13G 0.03057 0.006923 0.01383 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 120/499 1.13G 0.03262 0.007204 0.01073 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 120/499 1.13G 0.03262 0.007204 0.01073 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 120/499 1.13G 0.03326 0.008218 0.01108 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 120/499 1.13G 0.03326 0.008218 0.01108 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 120/499 1.13G 0.034 0.008192 0.01325 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 120/499 1.13G 0.034 0.008192 0.01325 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 120/499 1.13G 0.034 0.008192 0.01325 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.43it/s] all 60 60 0.986 0.994 0.995 0.641 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 121/499 1.13G 0.03302 0.009244 0.01678 42 320: 0%| | 0/4 [00:00<?, ?it/s] 121/499 1.13G 0.03302 0.009244 0.01678 42 320: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] 121/499 1.13G 0.03168 0.00967 0.01257 43 320: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] 121/499 1.13G 0.03168 0.00967 0.01257 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 121/499 1.13G 0.03128 0.009289 0.01119 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 121/499 1.13G 0.03128 0.009289 0.01119 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] 121/499 1.13G 0.03161 0.009154 0.01016 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] 121/499 1.13G 0.03161 0.009154 0.01016 31 320: 100%|██████████| 4/4 [00:00<00:00, 5.01it/s] 121/499 1.13G 0.03161 0.009154 0.01016 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.982 0.966 0.995 0.79 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 122/499 1.13G 0.03153 0.0106 0.008088 46 320: 0%| | 0/4 [00:00<?, ?it/s] 122/499 1.13G 0.03153 0.0106 0.008088 46 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 122/499 1.13G 0.02996 0.009813 0.01059 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 122/499 1.13G 0.02996 0.009813 0.01059 38 320: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] 122/499 1.13G 0.03209 0.009176 0.01121 35 320: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] 122/499 1.13G 0.03209 0.009176 0.01121 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] 122/499 1.13G 0.03212 0.009085 0.01035 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] 122/499 1.13G 0.03212 0.009085 0.01035 30 320: 100%|██████████| 4/4 [00:00<00:00, 5.03it/s] 122/499 1.13G 0.03212 0.009085 0.01035 30 320: 100%|██████████| 4/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.971 0.99 0.995 0.849 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 123/499 1.13G 0.03148 0.00952 0.01124 38 320: 0%| | 0/4 [00:00<?, ?it/s] 123/499 1.13G 0.03148 0.00952 0.01124 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 123/499 1.13G 0.02934 0.009 0.01536 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 123/499 1.13G 0.02934 0.009 0.01536 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 123/499 1.13G 0.03004 0.008811 0.01415 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 123/499 1.13G 0.03004 0.008811 0.01415 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 123/499 1.13G 0.02973 0.008963 0.01498 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 123/499 1.13G 0.02973 0.008963 0.01498 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] 123/499 1.13G 0.02973 0.008963 0.01498 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.996 0.984 0.995 0.754 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 124/499 1.13G 0.02466 0.007638 0.007877 35 320: 0%| | 0/4 [00:00<?, ?it/s] 124/499 1.13G 0.02466 0.007638 0.007877 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 124/499 1.13G 0.02585 0.00701 0.008264 28 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 124/499 1.13G 0.02585 0.00701 0.008264 28 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 124/499 1.13G 0.02625 0.007352 0.008063 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 124/499 1.13G 0.02625 0.007352 0.008063 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 124/499 1.13G 0.02528 0.007605 0.009081 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 124/499 1.13G 0.02528 0.007605 0.009081 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 124/499 1.13G 0.02528 0.007605 0.009081 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.927 1 0.995 0.76 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 125/499 1.13G 0.02582 0.007773 0.007864 36 320: 0%| | 0/4 [00:00<?, ?it/s] 125/499 1.13G 0.02582 0.007773 0.007864 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 125/499 1.13G 0.02639 0.008189 0.008425 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 125/499 1.13G 0.02639 0.008189 0.008425 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 125/499 1.13G 0.02547 0.007781 0.009561 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 125/499 1.13G 0.02547 0.007781 0.009561 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 125/499 1.13G 0.02598 0.007808 0.009269 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 125/499 1.13G 0.02598 0.007808 0.009269 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] 125/499 1.13G 0.02598 0.007808 0.009269 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.676 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 126/499 1.13G 0.02632 0.006541 0.01459 29 320: 0%| | 0/4 [00:00<?, ?it/s] 126/499 1.13G 0.02632 0.006541 0.01459 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 126/499 1.13G 0.02725 0.007104 0.01248 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 126/499 1.13G 0.02725 0.007104 0.01248 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 126/499 1.13G 0.02715 0.007559 0.01353 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 126/499 1.13G 0.02715 0.007559 0.01353 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 126/499 1.13G 0.02643 0.007949 0.01244 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 126/499 1.13G 0.02643 0.007949 0.01244 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 126/499 1.13G 0.02643 0.007949 0.01244 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.998 1 0.995 0.781 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 127/499 1.13G 0.02535 0.007033 0.01474 30 320: 0%| | 0/4 [00:00<?, ?it/s] 127/499 1.13G 0.02535 0.007033 0.01474 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 127/499 1.13G 0.02556 0.006924 0.01284 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 127/499 1.13G 0.02556 0.006924 0.01284 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 127/499 1.13G 0.02486 0.0079 0.01413 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 127/499 1.13G 0.02486 0.0079 0.01413 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] 127/499 1.13G 0.024 0.008764 0.01238 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] 127/499 1.13G 0.024 0.008764 0.01238 39 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 127/499 1.13G 0.024 0.008764 0.01238 39 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.47it/s] all 60 60 0.998 1 0.995 0.658 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 128/499 1.13G 0.02605 0.008828 0.01962 41 320: 0%| | 0/4 [00:00<?, ?it/s] 128/499 1.13G 0.02605 0.008828 0.01962 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] 128/499 1.13G 0.02728 0.008728 0.01576 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] 128/499 1.13G 0.02728 0.008728 0.01576 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 128/499 1.13G 0.02899 0.008427 0.01556 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 128/499 1.13G 0.02899 0.008427 0.01556 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 128/499 1.13G 0.02852 0.008305 0.01488 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 128/499 1.13G 0.02852 0.008305 0.01488 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] 128/499 1.13G 0.02852 0.008305 0.01488 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] all 60 60 0.997 1 0.995 0.8 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 129/499 1.13G 0.02504 0.009801 0.01459 42 320: 0%| | 0/4 [00:00<?, ?it/s] 129/499 1.13G 0.02504 0.009801 0.01459 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 129/499 1.13G 0.025 0.009676 0.01176 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 129/499 1.13G 0.025 0.009676 0.01176 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 129/499 1.13G 0.0255 0.00869 0.01027 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 129/499 1.13G 0.0255 0.00869 0.01027 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] 129/499 1.13G 0.02618 0.008459 0.01092 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] 129/499 1.13G 0.02618 0.008459 0.01092 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 129/499 1.13G 0.02618 0.008459 0.01092 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] all 60 60 0.997 1 0.995 0.747 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 130/499 1.13G 0.0286 0.008619 0.007642 40 320: 0%| | 0/4 [00:00<?, ?it/s] 130/499 1.13G 0.0286 0.008619 0.007642 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] 130/499 1.13G 0.02748 0.007886 0.007797 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] 130/499 1.13G 0.02748 0.007886 0.007797 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 130/499 1.13G 0.02822 0.007575 0.01104 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 130/499 1.13G 0.02822 0.007575 0.01104 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 130/499 1.13G 0.0291 0.007459 0.01204 22 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 130/499 1.13G 0.0291 0.007459 0.01204 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] 130/499 1.13G 0.0291 0.007459 0.01204 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.997 1 0.995 0.832 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 131/499 1.13G 0.02638 0.008344 0.01067 40 320: 0%| | 0/4 [00:00<?, ?it/s] 131/499 1.13G 0.02638 0.008344 0.01067 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 131/499 1.13G 0.02614 0.007826 0.01169 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 131/499 1.13G 0.02614 0.007826 0.01169 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 131/499 1.13G 0.02819 0.008078 0.01295 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 131/499 1.13G 0.02819 0.008078 0.01295 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 131/499 1.13G 0.02859 0.007925 0.01371 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 131/499 1.13G 0.02859 0.007925 0.01371 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 131/499 1.13G 0.02859 0.007925 0.01371 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] all 60 60 0.997 1 0.995 0.729 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 132/499 1.13G 0.03021 0.007385 0.01244 32 320: 0%| | 0/4 [00:00<?, ?it/s] 132/499 1.13G 0.03021 0.007385 0.01244 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 132/499 1.13G 0.0301 0.008576 0.01786 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 132/499 1.13G 0.0301 0.008576 0.01786 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 132/499 1.13G 0.02897 0.008285 0.01801 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 132/499 1.13G 0.02897 0.008285 0.01801 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 132/499 1.13G 0.02953 0.008924 0.01589 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 132/499 1.13G 0.02953 0.008924 0.01589 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] 132/499 1.13G 0.02953 0.008924 0.01589 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.998 1 0.995 0.847 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 133/499 1.13G 0.02216 0.006274 0.008858 30 320: 0%| | 0/4 [00:00<?, ?it/s] 133/499 1.13G 0.02216 0.006274 0.008858 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 133/499 1.13G 0.02261 0.007449 0.01176 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 133/499 1.13G 0.02261 0.007449 0.01176 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 133/499 1.13G 0.02146 0.007653 0.01101 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 133/499 1.13G 0.02146 0.007653 0.01101 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 133/499 1.13G 0.02124 0.007595 0.01151 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 133/499 1.13G 0.02124 0.007595 0.01151 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.90it/s] 133/499 1.13G 0.02124 0.007595 0.01151 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.998 1 0.995 0.744 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 134/499 1.13G 0.02924 0.006417 0.008456 29 320: 0%| | 0/4 [00:00<?, ?it/s] 134/499 1.13G 0.02924 0.006417 0.008456 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 134/499 1.13G 0.02849 0.007004 0.01168 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 134/499 1.13G 0.02849 0.007004 0.01168 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 134/499 1.13G 0.02981 0.006945 0.0137 28 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 134/499 1.13G 0.02981 0.006945 0.0137 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 134/499 1.13G 0.02909 0.007091 0.01396 22 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 134/499 1.13G 0.02909 0.007091 0.01396 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 134/499 1.13G 0.02909 0.007091 0.01396 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] all 60 60 0.997 1 0.995 0.712 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 135/499 1.13G 0.03265 0.008113 0.0113 35 320: 0%| | 0/4 [00:00<?, ?it/s] 135/499 1.13G 0.03265 0.008113 0.0113 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.63it/s] 135/499 1.13G 0.0307 0.007823 0.008709 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.63it/s] 135/499 1.13G 0.0307 0.007823 0.008709 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] 135/499 1.13G 0.03055 0.007777 0.009753 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] 135/499 1.13G 0.03055 0.007777 0.009753 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 135/499 1.13G 0.03038 0.007601 0.01162 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 135/499 1.13G 0.03038 0.007601 0.01162 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] 135/499 1.13G 0.03038 0.007601 0.01162 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.993 0.998 0.995 0.727 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 136/499 1.13G 0.03328 0.009881 0.01141 42 320: 0%| | 0/4 [00:00<?, ?it/s] 136/499 1.13G 0.03328 0.009881 0.01141 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 136/499 1.13G 0.03331 0.009166 0.01061 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 136/499 1.13G 0.03331 0.009166 0.01061 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 136/499 1.13G 0.03312 0.009124 0.01042 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 136/499 1.13G 0.03312 0.009124 0.01042 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 136/499 1.13G 0.03396 0.009251 0.01079 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 136/499 1.13G 0.03396 0.009251 0.01079 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] 136/499 1.13G 0.03396 0.009251 0.01079 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] all 60 60 0.998 1 0.995 0.701 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 137/499 1.13G 0.02252 0.008758 0.01122 41 320: 0%| | 0/4 [00:00<?, ?it/s] 137/499 1.13G 0.02252 0.008758 0.01122 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 137/499 1.13G 0.02439 0.008454 0.01218 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 137/499 1.13G 0.02439 0.008454 0.01218 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 137/499 1.13G 0.02477 0.008171 0.01045 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 137/499 1.13G 0.02477 0.008171 0.01045 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 137/499 1.13G 0.02542 0.008589 0.01192 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 137/499 1.13G 0.02542 0.008589 0.01192 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 137/499 1.13G 0.02542 0.008589 0.01192 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.998 1 0.995 0.729 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 138/499 1.13G 0.02639 0.008419 0.006824 37 320: 0%| | 0/4 [00:00<?, ?it/s] 138/499 1.13G 0.02639 0.008419 0.006824 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 138/499 1.13G 0.02624 0.008158 0.009279 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 138/499 1.13G 0.02624 0.008158 0.009279 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 138/499 1.13G 0.02717 0.007539 0.008534 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 138/499 1.13G 0.02717 0.007539 0.008534 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 138/499 1.13G 0.02701 0.007566 0.009946 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 138/499 1.13G 0.02701 0.007566 0.009946 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 138/499 1.13G 0.02701 0.007566 0.009946 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.996 1 0.995 0.755 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 139/499 1.13G 0.02755 0.01157 0.01105 51 320: 0%| | 0/4 [00:00<?, ?it/s] 139/499 1.13G 0.02755 0.01157 0.01105 51 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 139/499 1.13G 0.03026 0.0106 0.01218 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 139/499 1.13G 0.03026 0.0106 0.01218 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 139/499 1.13G 0.02929 0.00969 0.01087 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 139/499 1.13G 0.02929 0.00969 0.01087 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 139/499 1.13G 0.03006 0.009454 0.01087 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 139/499 1.13G 0.03006 0.009454 0.01087 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 139/499 1.13G 0.03006 0.009454 0.01087 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] all 60 60 0.996 1 0.995 0.838 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 140/499 1.13G 0.02496 0.007175 0.008012 35 320: 0%| | 0/4 [00:00<?, ?it/s] 140/499 1.13G 0.02496 0.007175 0.008012 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 140/499 1.13G 0.02527 0.00732 0.01034 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 140/499 1.13G 0.02527 0.00732 0.01034 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 140/499 1.13G 0.02398 0.007393 0.0109 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 140/499 1.13G 0.02398 0.007393 0.0109 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] 140/499 1.13G 0.02458 0.008045 0.01001 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] 140/499 1.13G 0.02458 0.008045 0.01001 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] 140/499 1.13G 0.02458 0.008045 0.01001 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.995 1 0.995 0.737 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 141/499 1.13G 0.02206 0.009705 0.008933 39 320: 0%| | 0/4 [00:00<?, ?it/s] 141/499 1.13G 0.02206 0.009705 0.008933 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.53it/s] 141/499 1.13G 0.02316 0.008425 0.009905 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.53it/s] 141/499 1.13G 0.02316 0.008425 0.009905 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] 141/499 1.13G 0.02378 0.008052 0.008975 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] 141/499 1.13G 0.02378 0.008052 0.008975 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] 141/499 1.13G 0.0241 0.007829 0.00919 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] 141/499 1.13G 0.0241 0.007829 0.00919 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 141/499 1.13G 0.0241 0.007829 0.00919 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.993 1 0.995 0.86 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 142/499 1.13G 0.02337 0.008144 0.008031 38 320: 0%| | 0/4 [00:00<?, ?it/s] 142/499 1.13G 0.02337 0.008144 0.008031 38 320: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] 142/499 1.13G 0.02252 0.008849 0.01161 43 320: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] 142/499 1.13G 0.02252 0.008849 0.01161 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 142/499 1.13G 0.0214 0.008491 0.01237 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 142/499 1.13G 0.0214 0.008491 0.01237 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 142/499 1.13G 0.02164 0.00887 0.01303 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 142/499 1.13G 0.02164 0.00887 0.01303 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 142/499 1.13G 0.02164 0.00887 0.01303 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.995 1 0.995 0.774 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 143/499 1.13G 0.02567 0.009957 0.01051 47 320: 0%| | 0/4 [00:00<?, ?it/s] 143/499 1.13G 0.02567 0.009957 0.01051 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] 143/499 1.13G 0.02441 0.009414 0.00863 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] 143/499 1.13G 0.02441 0.009414 0.00863 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 143/499 1.13G 0.02437 0.009009 0.01011 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 143/499 1.13G 0.02437 0.009009 0.01011 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 143/499 1.13G 0.02373 0.008593 0.009122 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 143/499 1.13G 0.02373 0.008593 0.009122 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.92it/s] 143/499 1.13G 0.02373 0.008593 0.009122 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] all 60 60 0.996 1 0.995 0.732 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 144/499 1.13G 0.02228 0.00652 0.007531 28 320: 0%| | 0/4 [00:00<?, ?it/s] 144/499 1.13G 0.02228 0.00652 0.007531 28 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 144/499 1.13G 0.02586 0.008924 0.01075 50 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 144/499 1.13G 0.02586 0.008924 0.01075 50 320: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] 144/499 1.13G 0.02574 0.008403 0.0092 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] 144/499 1.13G 0.02574 0.008403 0.0092 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] 144/499 1.13G 0.02559 0.008245 0.01028 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] 144/499 1.13G 0.02559 0.008245 0.01028 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 144/499 1.13G 0.02559 0.008245 0.01028 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.997 1 0.995 0.757 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 145/499 1.13G 0.02641 0.009438 0.01099 42 320: 0%| | 0/4 [00:00<?, ?it/s] 145/499 1.13G 0.02641 0.009438 0.01099 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] 145/499 1.13G 0.02868 0.008545 0.01041 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] 145/499 1.13G 0.02868 0.008545 0.01041 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 145/499 1.13G 0.02702 0.008679 0.01138 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 145/499 1.13G 0.02702 0.008679 0.01138 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 145/499 1.13G 0.02699 0.008839 0.01167 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 145/499 1.13G 0.02699 0.008839 0.01167 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 145/499 1.13G 0.02699 0.008839 0.01167 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] all 60 60 0.996 1 0.995 0.731 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 146/499 1.13G 0.02619 0.009378 0.008695 44 320: 0%| | 0/4 [00:00<?, ?it/s] 146/499 1.13G 0.02619 0.009378 0.008695 44 320: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] 146/499 1.13G 0.02727 0.008675 0.008404 39 320: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] 146/499 1.13G 0.02727 0.008675 0.008404 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 146/499 1.13G 0.02727 0.008528 0.009963 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 146/499 1.13G 0.02727 0.008528 0.009963 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] 146/499 1.13G 0.02698 0.008281 0.009564 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] 146/499 1.13G 0.02698 0.008281 0.009564 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 146/499 1.13G 0.02698 0.008281 0.009564 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.997 1 0.995 0.851 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 147/499 1.13G 0.02494 0.008028 0.005426 38 320: 0%| | 0/4 [00:00<?, ?it/s] 147/499 1.13G 0.02494 0.008028 0.005426 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 147/499 1.13G 0.02617 0.008463 0.008565 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 147/499 1.13G 0.02617 0.008463 0.008565 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 147/499 1.13G 0.02681 0.007914 0.008873 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 147/499 1.13G 0.02681 0.007914 0.008873 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 147/499 1.13G 0.0262 0.008248 0.009425 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 147/499 1.13G 0.0262 0.008248 0.009425 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] 147/499 1.13G 0.0262 0.008248 0.009425 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.997 1 0.995 0.737 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 148/499 1.13G 0.02901 0.008624 0.01044 40 320: 0%| | 0/4 [00:00<?, ?it/s] 148/499 1.13G 0.02901 0.008624 0.01044 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 148/499 1.13G 0.02918 0.008169 0.009723 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 148/499 1.13G 0.02918 0.008169 0.009723 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 148/499 1.13G 0.02795 0.008393 0.01121 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 148/499 1.13G 0.02795 0.008393 0.01121 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 148/499 1.13G 0.02741 0.008405 0.01021 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 148/499 1.13G 0.02741 0.008405 0.01021 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] 148/499 1.13G 0.02741 0.008405 0.01021 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.998 1 0.995 0.821 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 149/499 1.13G 0.02716 0.009434 0.01071 42 320: 0%| | 0/4 [00:00<?, ?it/s] 149/499 1.13G 0.02716 0.009434 0.01071 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 149/499 1.13G 0.02922 0.008064 0.01364 28 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 149/499 1.13G 0.02922 0.008064 0.01364 28 320: 50%|█████ | 2/4 [00:00<00:00, 4.69it/s] 149/499 1.13G 0.02774 0.008239 0.01203 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.69it/s] 149/499 1.13G 0.02774 0.008239 0.01203 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] 149/499 1.13G 0.02694 0.007866 0.01079 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] 149/499 1.13G 0.02694 0.007866 0.01079 27 320: 100%|██████████| 4/4 [00:00<00:00, 5.04it/s] 149/499 1.13G 0.02694 0.007866 0.01079 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.998 1 0.995 0.799 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 150/499 1.13G 0.02276 0.008697 0.00763 43 320: 0%| | 0/4 [00:00<?, ?it/s] 150/499 1.13G 0.02276 0.008697 0.00763 43 320: 25%|██▌ | 1/4 [00:00<00:00, 5.02it/s] 150/499 1.13G 0.02548 0.007662 0.006629 32 320: 25%|██▌ | 1/4 [00:00<00:00, 5.02it/s] 150/499 1.13G 0.02548 0.007662 0.006629 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 150/499 1.13G 0.02478 0.007895 0.008844 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 150/499 1.13G 0.02478 0.007895 0.008844 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 150/499 1.13G 0.02508 0.007565 0.009204 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 150/499 1.13G 0.02508 0.007565 0.009204 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] 150/499 1.13G 0.02508 0.007565 0.009204 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] all 60 60 0.998 1 0.995 0.669 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 151/499 1.13G 0.02518 0.008775 0.01139 38 320: 0%| | 0/4 [00:00<?, ?it/s] 151/499 1.13G 0.02518 0.008775 0.01139 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 151/499 1.13G 0.02666 0.008159 0.01205 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 151/499 1.13G 0.02666 0.008159 0.01205 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 151/499 1.13G 0.02583 0.008518 0.01067 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 151/499 1.13G 0.02583 0.008518 0.01067 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 151/499 1.13G 0.02546 0.008453 0.009901 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 151/499 1.13G 0.02546 0.008453 0.009901 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] 151/499 1.13G 0.02546 0.008453 0.009901 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.998 1 0.995 0.834 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 152/499 1.13G 0.0248 0.00898 0.009834 43 320: 0%| | 0/4 [00:00<?, ?it/s] 152/499 1.13G 0.0248 0.00898 0.009834 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 152/499 1.13G 0.02464 0.009266 0.008404 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 152/499 1.13G 0.02464 0.009266 0.008404 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 152/499 1.13G 0.02502 0.008271 0.008654 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 152/499 1.13G 0.02502 0.008271 0.008654 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 152/499 1.13G 0.02483 0.008684 0.009473 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 152/499 1.13G 0.02483 0.008684 0.009473 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 152/499 1.13G 0.02483 0.008684 0.009473 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] all 60 60 0.997 1 0.995 0.666 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 153/499 1.13G 0.0268 0.01006 0.01167 47 320: 0%| | 0/4 [00:00<?, ?it/s] 153/499 1.13G 0.0268 0.01006 0.01167 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 153/499 1.13G 0.02519 0.008148 0.008958 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 153/499 1.13G 0.02519 0.008148 0.008958 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 153/499 1.13G 0.02453 0.007533 0.009738 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 153/499 1.13G 0.02453 0.007533 0.009738 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 153/499 1.13G 0.02492 0.007582 0.01005 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 153/499 1.13G 0.02492 0.007582 0.01005 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] 153/499 1.13G 0.02492 0.007582 0.01005 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.997 1 0.995 0.807 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 154/499 1.13G 0.02496 0.005986 0.01625 31 320: 0%| | 0/4 [00:00<?, ?it/s] 154/499 1.13G 0.02496 0.005986 0.01625 31 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 154/499 1.13G 0.02499 0.006814 0.01318 35 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 154/499 1.13G 0.02499 0.006814 0.01318 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 154/499 1.13G 0.02437 0.00731 0.01178 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 154/499 1.13G 0.02437 0.00731 0.01178 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 154/499 1.13G 0.02427 0.007582 0.01087 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 154/499 1.13G 0.02427 0.007582 0.01087 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] 154/499 1.13G 0.02427 0.007582 0.01087 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.997 1 0.995 0.701 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 155/499 1.13G 0.02351 0.007069 0.007618 34 320: 0%| | 0/4 [00:00<?, ?it/s] 155/499 1.13G 0.02351 0.007069 0.007618 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] 155/499 1.13G 0.02287 0.008089 0.007423 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] 155/499 1.13G 0.02287 0.008089 0.007423 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.53it/s] 155/499 1.13G 0.02222 0.007909 0.008196 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.53it/s] 155/499 1.13G 0.02222 0.007909 0.008196 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.63it/s] 155/499 1.13G 0.0222 0.007916 0.009186 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.63it/s] 155/499 1.13G 0.0222 0.007916 0.009186 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.57it/s] 155/499 1.13G 0.0222 0.007916 0.009186 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.997 1 0.995 0.851 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 156/499 1.13G 0.02467 0.006423 0.003545 31 320: 0%| | 0/4 [00:00<?, ?it/s] 156/499 1.13G 0.02467 0.006423 0.003545 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 156/499 1.13G 0.02451 0.00799 0.007191 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 156/499 1.13G 0.02451 0.00799 0.007191 47 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 156/499 1.13G 0.02545 0.007969 0.007158 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 156/499 1.13G 0.02545 0.007969 0.007158 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 156/499 1.13G 0.02499 0.007966 0.008836 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 156/499 1.13G 0.02499 0.007966 0.008836 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 156/499 1.13G 0.02499 0.007966 0.008836 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.99 1 0.995 0.681 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 157/499 1.13G 0.02233 0.005172 0.01914 26 320: 0%| | 0/4 [00:00<?, ?it/s] 157/499 1.13G 0.02233 0.005172 0.01914 26 320: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] 157/499 1.13G 0.02426 0.006019 0.01426 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] 157/499 1.13G 0.02426 0.006019 0.01426 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 157/499 1.13G 0.02435 0.006675 0.01284 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 157/499 1.13G 0.02435 0.006675 0.01284 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 157/499 1.13G 0.02471 0.00707 0.01223 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 157/499 1.13G 0.02471 0.00707 0.01223 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 157/499 1.13G 0.02471 0.00707 0.01223 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.953 0.981 0.983 0.821 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 158/499 1.13G 0.02586 0.007552 0.01186 38 320: 0%| | 0/4 [00:00<?, ?it/s] 158/499 1.13G 0.02586 0.007552 0.01186 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.72it/s] 158/499 1.13G 0.02392 0.007668 0.01263 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.72it/s] 158/499 1.13G 0.02392 0.007668 0.01263 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 158/499 1.13G 0.02454 0.007915 0.01214 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 158/499 1.13G 0.02454 0.007915 0.01214 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 158/499 1.13G 0.02598 0.007812 0.01202 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 158/499 1.13G 0.02598 0.007812 0.01202 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.62it/s] 158/499 1.13G 0.02598 0.007812 0.01202 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.41it/s] all 60 60 0.944 0.914 0.954 0.664 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 159/499 1.13G 0.02846 0.007866 0.01437 38 320: 0%| | 0/4 [00:00<?, ?it/s] 159/499 1.13G 0.02846 0.007866 0.01437 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 159/499 1.13G 0.02623 0.007319 0.01217 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 159/499 1.13G 0.02623 0.007319 0.01217 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 159/499 1.13G 0.02646 0.007428 0.01086 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 159/499 1.13G 0.02646 0.007428 0.01086 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 159/499 1.13G 0.0274 0.007385 0.0115 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 159/499 1.13G 0.0274 0.007385 0.0115 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 159/499 1.13G 0.0274 0.007385 0.0115 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.948 0.934 0.958 0.809 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 160/499 1.13G 0.02371 0.006663 0.005668 30 320: 0%| | 0/4 [00:00<?, ?it/s] 160/499 1.13G 0.02371 0.006663 0.005668 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 160/499 1.13G 0.02172 0.007674 0.005591 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 160/499 1.13G 0.02172 0.007674 0.005591 47 320: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] 160/499 1.13G 0.02278 0.007902 0.008806 37 320: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] 160/499 1.13G 0.02278 0.007902 0.008806 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.00it/s] 160/499 1.13G 0.0231 0.008214 0.008282 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.00it/s] 160/499 1.13G 0.0231 0.008214 0.008282 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] 160/499 1.13G 0.0231 0.008214 0.008282 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] all 60 60 0.967 0.934 0.981 0.726 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 161/499 1.13G 0.02571 0.00769 0.01059 40 320: 0%| | 0/4 [00:00<?, ?it/s] 161/499 1.13G 0.02571 0.00769 0.01059 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 161/499 1.13G 0.02215 0.006768 0.008192 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 161/499 1.13G 0.02215 0.006768 0.008192 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 161/499 1.13G 0.02242 0.006972 0.008096 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 161/499 1.13G 0.02242 0.006972 0.008096 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 161/499 1.13G 0.02167 0.007348 0.007918 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 161/499 1.13G 0.02167 0.007348 0.007918 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 161/499 1.13G 0.02167 0.007348 0.007918 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.967 0.983 0.994 0.79 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 162/499 1.13G 0.02901 0.009484 0.01171 42 320: 0%| | 0/4 [00:00<?, ?it/s] 162/499 1.13G 0.02901 0.009484 0.01171 42 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 162/499 1.13G 0.02603 0.009136 0.01128 43 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 162/499 1.13G 0.02603 0.009136 0.01128 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 162/499 1.13G 0.02573 0.009471 0.01002 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 162/499 1.13G 0.02573 0.009471 0.01002 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] 162/499 1.13G 0.02476 0.009395 0.009428 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] 162/499 1.13G 0.02476 0.009395 0.009428 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.98it/s] 162/499 1.13G 0.02476 0.009395 0.009428 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] all 60 60 0.986 0.998 0.995 0.776 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 163/499 1.13G 0.02421 0.007572 0.00885 38 320: 0%| | 0/4 [00:00<?, ?it/s] 163/499 1.13G 0.02421 0.007572 0.00885 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.57it/s] 163/499 1.13G 0.0244 0.006964 0.009684 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.57it/s] 163/499 1.13G 0.0244 0.006964 0.009684 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 163/499 1.13G 0.0234 0.006732 0.01288 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 163/499 1.13G 0.0234 0.006732 0.01288 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 163/499 1.13G 0.02335 0.007101 0.01174 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 163/499 1.13G 0.02335 0.007101 0.01174 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 163/499 1.13G 0.02335 0.007101 0.01174 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.987 0.998 0.995 0.868 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 164/499 1.13G 0.02071 0.00676 0.007645 33 320: 0%| | 0/4 [00:00<?, ?it/s] 164/499 1.13G 0.02071 0.00676 0.007645 33 320: 25%|██▌ | 1/4 [00:00<00:00, 3.60it/s] 164/499 1.13G 0.022 0.007257 0.008194 41 320: 25%|██▌ | 1/4 [00:00<00:00, 3.60it/s] 164/499 1.13G 0.022 0.007257 0.008194 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] 164/499 1.13G 0.02249 0.00774 0.009275 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] 164/499 1.13G 0.02249 0.00774 0.009275 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.47it/s] 164/499 1.13G 0.02224 0.00811 0.00832 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.47it/s] 164/499 1.13G 0.02224 0.00811 0.00832 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.63it/s] 164/499 1.13G 0.02224 0.00811 0.00832 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.44it/s] all 60 60 0.993 0.999 0.995 0.819 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 165/499 1.13G 0.02469 0.007849 0.005263 38 320: 0%| | 0/4 [00:00<?, ?it/s] 165/499 1.13G 0.02469 0.007849 0.005263 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.70it/s] 165/499 1.13G 0.02543 0.007376 0.007596 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.70it/s] 165/499 1.13G 0.02543 0.007376 0.007596 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 165/499 1.13G 0.02549 0.007523 0.007907 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 165/499 1.13G 0.02549 0.007523 0.007907 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 165/499 1.13G 0.02568 0.008543 0.008868 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 165/499 1.13G 0.02568 0.008543 0.008868 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 165/499 1.13G 0.02568 0.008543 0.008868 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] all 60 60 0.995 1 0.995 0.86 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 166/499 1.13G 0.02357 0.008144 0.01275 38 320: 0%| | 0/4 [00:00<?, ?it/s] 166/499 1.13G 0.02357 0.008144 0.01275 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 166/499 1.13G 0.02308 0.008448 0.0133 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 166/499 1.13G 0.02308 0.008448 0.0133 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 166/499 1.13G 0.0233 0.008199 0.01307 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] 166/499 1.13G 0.0233 0.008199 0.01307 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 166/499 1.13G 0.02411 0.008092 0.01381 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 166/499 1.13G 0.02411 0.008092 0.01381 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.92it/s] 166/499 1.13G 0.02411 0.008092 0.01381 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.43it/s] all 60 60 0.995 1 0.995 0.734 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 167/499 1.13G 0.02324 0.008261 0.01251 39 320: 0%| | 0/4 [00:00<?, ?it/s] 167/499 1.13G 0.02324 0.008261 0.01251 39 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 167/499 1.13G 0.02318 0.008824 0.01005 43 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 167/499 1.13G 0.02318 0.008824 0.01005 43 320: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] 167/499 1.13G 0.02231 0.008268 0.01145 35 320: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] 167/499 1.13G 0.02231 0.008268 0.01145 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.05it/s] 167/499 1.13G 0.02195 0.00793 0.01081 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.05it/s] 167/499 1.13G 0.02195 0.00793 0.01081 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] 167/499 1.13G 0.02195 0.00793 0.01081 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.997 1 0.995 0.845 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 168/499 1.13G 0.01934 0.006516 0.01214 33 320: 0%| | 0/4 [00:00<?, ?it/s] 168/499 1.13G 0.01934 0.006516 0.01214 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 168/499 1.13G 0.01961 0.006786 0.01411 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 168/499 1.13G 0.01961 0.006786 0.01411 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 168/499 1.13G 0.02053 0.006969 0.01552 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 168/499 1.13G 0.02053 0.006969 0.01552 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 168/499 1.13G 0.02037 0.007459 0.01496 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 168/499 1.13G 0.02037 0.007459 0.01496 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.59it/s] 168/499 1.13G 0.02037 0.007459 0.01496 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.997 1 0.995 0.833 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 169/499 1.13G 0.01914 0.007338 0.008439 33 320: 0%| | 0/4 [00:00<?, ?it/s] 169/499 1.13G 0.01914 0.007338 0.008439 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 169/499 1.13G 0.02514 0.006924 0.0112 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 169/499 1.13G 0.02514 0.006924 0.0112 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 169/499 1.13G 0.02299 0.00728 0.01071 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 169/499 1.13G 0.02299 0.00728 0.01071 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 169/499 1.13G 0.02272 0.00705 0.01142 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 169/499 1.13G 0.02272 0.00705 0.01142 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] 169/499 1.13G 0.02272 0.00705 0.01142 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.998 1 0.995 0.807 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 170/499 1.13G 0.02586 0.006084 0.01074 31 320: 0%| | 0/4 [00:00<?, ?it/s] 170/499 1.13G 0.02586 0.006084 0.01074 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.94it/s] 170/499 1.13G 0.02364 0.006423 0.01084 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.94it/s] 170/499 1.13G 0.02364 0.006423 0.01084 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 170/499 1.13G 0.02382 0.006188 0.009955 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 170/499 1.13G 0.02382 0.006188 0.009955 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 170/499 1.13G 0.02268 0.006465 0.009201 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 170/499 1.13G 0.02268 0.006465 0.009201 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] 170/499 1.13G 0.02268 0.006465 0.009201 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.998 1 0.995 0.816 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 171/499 1.13G 0.02136 0.01002 0.005531 46 320: 0%| | 0/4 [00:00<?, ?it/s] 171/499 1.13G 0.02136 0.01002 0.005531 46 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 171/499 1.13G 0.02259 0.009289 0.007804 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 171/499 1.13G 0.02259 0.009289 0.007804 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 171/499 1.13G 0.0225 0.008595 0.009194 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 171/499 1.13G 0.0225 0.008595 0.009194 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 171/499 1.13G 0.02221 0.008743 0.009234 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 171/499 1.13G 0.02221 0.008743 0.009234 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 171/499 1.13G 0.02221 0.008743 0.009234 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.997 1 0.995 0.846 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 172/499 1.13G 0.02785 0.007763 0.01395 39 320: 0%| | 0/4 [00:00<?, ?it/s] 172/499 1.13G 0.02785 0.007763 0.01395 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] 172/499 1.13G 0.02594 0.007682 0.01556 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] 172/499 1.13G 0.02594 0.007682 0.01556 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 172/499 1.13G 0.02503 0.008046 0.01492 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 172/499 1.13G 0.02503 0.008046 0.01492 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] 172/499 1.13G 0.02433 0.008232 0.01285 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] 172/499 1.13G 0.02433 0.008232 0.01285 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] 172/499 1.13G 0.02433 0.008232 0.01285 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.997 1 0.995 0.8 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 173/499 1.13G 0.02362 0.006997 0.01057 35 320: 0%| | 0/4 [00:00<?, ?it/s] 173/499 1.13G 0.02362 0.006997 0.01057 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.54it/s] 173/499 1.13G 0.02314 0.00746 0.009273 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.54it/s] 173/499 1.13G 0.02314 0.00746 0.009273 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 173/499 1.13G 0.02317 0.007353 0.008707 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 173/499 1.13G 0.02317 0.007353 0.008707 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 173/499 1.13G 0.02245 0.007326 0.007969 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 173/499 1.13G 0.02245 0.007326 0.007969 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 173/499 1.13G 0.02245 0.007326 0.007969 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.997 1 0.995 0.654 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 174/499 1.13G 0.02566 0.006619 0.006528 32 320: 0%| | 0/4 [00:00<?, ?it/s] 174/499 1.13G 0.02566 0.006619 0.006528 32 320: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] 174/499 1.13G 0.02474 0.007064 0.006635 38 320: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] 174/499 1.13G 0.02474 0.007064 0.006635 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] 174/499 1.13G 0.02457 0.006987 0.008219 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] 174/499 1.13G 0.02457 0.006987 0.008219 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 174/499 1.13G 0.02515 0.006832 0.008389 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 174/499 1.13G 0.02515 0.006832 0.008389 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 174/499 1.13G 0.02515 0.006832 0.008389 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.996 1 0.995 0.767 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 175/499 1.13G 0.02484 0.008275 0.01054 38 320: 0%| | 0/4 [00:00<?, ?it/s] 175/499 1.13G 0.02484 0.008275 0.01054 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.54it/s] 175/499 1.13G 0.02448 0.007915 0.008923 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.54it/s] 175/499 1.13G 0.02448 0.007915 0.008923 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.66it/s] 175/499 1.13G 0.02402 0.007819 0.009568 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.66it/s] 175/499 1.13G 0.02402 0.007819 0.009568 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 175/499 1.13G 0.02499 0.007345 0.009499 21 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 175/499 1.13G 0.02499 0.007345 0.009499 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.68it/s] 175/499 1.13G 0.02499 0.007345 0.009499 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.997 1 0.995 0.841 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 176/499 1.13G 0.0212 0.007219 0.008546 35 320: 0%| | 0/4 [00:00<?, ?it/s] 176/499 1.13G 0.0212 0.007219 0.008546 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 176/499 1.13G 0.02072 0.007124 0.007969 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 176/499 1.13G 0.02072 0.007124 0.007969 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 176/499 1.13G 0.02291 0.006469 0.008877 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 176/499 1.13G 0.02291 0.006469 0.008877 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 176/499 1.13G 0.02148 0.006675 0.007891 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 176/499 1.13G 0.02148 0.006675 0.007891 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] 176/499 1.13G 0.02148 0.006675 0.007891 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.41it/s] all 60 60 0.996 1 0.995 0.806 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 177/499 1.13G 0.02383 0.005273 0.008826 25 320: 0%| | 0/4 [00:00<?, ?it/s] 177/499 1.13G 0.02383 0.005273 0.008826 25 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 177/499 1.13G 0.02412 0.007647 0.009814 45 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 177/499 1.13G 0.02412 0.007647 0.009814 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 177/499 1.13G 0.02452 0.00789 0.0103 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 177/499 1.13G 0.02452 0.00789 0.0103 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 177/499 1.13G 0.02486 0.007933 0.011 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 177/499 1.13G 0.02486 0.007933 0.011 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 177/499 1.13G 0.02486 0.007933 0.011 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.839 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 178/499 1.13G 0.02161 0.007201 0.006727 35 320: 0%| | 0/4 [00:00<?, ?it/s] 178/499 1.13G 0.02161 0.007201 0.006727 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] 178/499 1.13G 0.02064 0.007428 0.00672 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] 178/499 1.13G 0.02064 0.007428 0.00672 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 178/499 1.13G 0.0209 0.007421 0.007546 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 178/499 1.13G 0.0209 0.007421 0.007546 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 178/499 1.13G 0.02116 0.007236 0.01165 21 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 178/499 1.13G 0.02116 0.007236 0.01165 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 178/499 1.13G 0.02116 0.007236 0.01165 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.997 1 0.995 0.833 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 179/499 1.13G 0.02261 0.007985 0.01066 36 320: 0%| | 0/4 [00:00<?, ?it/s] 179/499 1.13G 0.02261 0.007985 0.01066 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 179/499 1.13G 0.02164 0.00885 0.008067 46 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 179/499 1.13G 0.02164 0.00885 0.008067 46 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 179/499 1.13G 0.02226 0.009359 0.007948 49 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 179/499 1.13G 0.02226 0.009359 0.007948 49 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 179/499 1.13G 0.0221 0.008665 0.008616 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 179/499 1.13G 0.0221 0.008665 0.008616 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 179/499 1.13G 0.0221 0.008665 0.008616 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.84 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 180/499 1.13G 0.02528 0.008481 0.008115 38 320: 0%| | 0/4 [00:00<?, ?it/s] 180/499 1.13G 0.02528 0.008481 0.008115 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 180/499 1.13G 0.0247 0.00793 0.0086 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 180/499 1.13G 0.0247 0.00793 0.0086 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 180/499 1.13G 0.02549 0.007634 0.00765 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 180/499 1.13G 0.02549 0.007634 0.00765 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 180/499 1.13G 0.02659 0.007469 0.007996 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 180/499 1.13G 0.02659 0.007469 0.007996 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 180/499 1.13G 0.02659 0.007469 0.007996 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.997 1 0.995 0.745 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 181/499 1.13G 0.02758 0.007812 0.02276 38 320: 0%| | 0/4 [00:00<?, ?it/s] 181/499 1.13G 0.02758 0.007812 0.02276 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 181/499 1.13G 0.02603 0.007792 0.01687 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 181/499 1.13G 0.02603 0.007792 0.01687 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 181/499 1.13G 0.0254 0.007638 0.01507 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 181/499 1.13G 0.0254 0.007638 0.01507 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 181/499 1.13G 0.02439 0.007562 0.01307 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 181/499 1.13G 0.02439 0.007562 0.01307 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.68it/s] 181/499 1.13G 0.02439 0.007562 0.01307 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.997 1 0.995 0.882 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 182/499 1.13G 0.01895 0.007214 0.008578 37 320: 0%| | 0/4 [00:00<?, ?it/s] 182/499 1.13G 0.01895 0.007214 0.008578 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.16it/s] 182/499 1.13G 0.0184 0.006949 0.008934 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.16it/s] 182/499 1.13G 0.0184 0.006949 0.008934 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.43it/s] 182/499 1.13G 0.0195 0.006844 0.01034 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.43it/s] 182/499 1.13G 0.0195 0.006844 0.01034 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.65it/s] 182/499 1.13G 0.02009 0.006714 0.009369 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.65it/s] 182/499 1.13G 0.02009 0.006714 0.009369 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 182/499 1.13G 0.02009 0.006714 0.009369 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.996 1 0.995 0.775 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 183/499 1.13G 0.02731 0.01032 0.01213 48 320: 0%| | 0/4 [00:00<?, ?it/s] 183/499 1.13G 0.02731 0.01032 0.01213 48 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 183/499 1.13G 0.02669 0.00961 0.009057 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 183/499 1.13G 0.02669 0.00961 0.009057 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 183/499 1.13G 0.02671 0.009158 0.009331 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 183/499 1.13G 0.02671 0.009158 0.009331 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 183/499 1.13G 0.02646 0.008569 0.008068 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 183/499 1.13G 0.02646 0.008569 0.008068 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 183/499 1.13G 0.02646 0.008569 0.008068 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] all 60 60 0.996 1 0.995 0.729 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 184/499 1.13G 0.02648 0.005974 0.008845 31 320: 0%| | 0/4 [00:00<?, ?it/s] 184/499 1.13G 0.02648 0.005974 0.008845 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] 184/499 1.13G 0.02774 0.007148 0.008434 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] 184/499 1.13G 0.02774 0.007148 0.008434 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 184/499 1.13G 0.0268 0.007276 0.00785 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 184/499 1.13G 0.0268 0.007276 0.00785 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] 184/499 1.13G 0.027 0.00765 0.007847 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] 184/499 1.13G 0.027 0.00765 0.007847 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.97it/s] 184/499 1.13G 0.027 0.00765 0.007847 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] all 60 60 0.996 1 0.995 0.858 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 185/499 1.13G 0.02306 0.008539 0.007466 42 320: 0%| | 0/4 [00:00<?, ?it/s] 185/499 1.13G 0.02306 0.008539 0.007466 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.72it/s] 185/499 1.13G 0.02289 0.008225 0.008436 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.72it/s] 185/499 1.13G 0.02289 0.008225 0.008436 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 185/499 1.13G 0.02109 0.00808 0.0084 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 185/499 1.13G 0.02109 0.00808 0.0084 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] 185/499 1.13G 0.02126 0.007664 0.008795 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] 185/499 1.13G 0.02126 0.007664 0.008795 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.63it/s] 185/499 1.13G 0.02126 0.007664 0.008795 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.996 1 0.995 0.829 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 186/499 1.13G 0.02214 0.007682 0.0105 36 320: 0%| | 0/4 [00:00<?, ?it/s] 186/499 1.13G 0.02214 0.007682 0.0105 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] 186/499 1.13G 0.02181 0.00842 0.01156 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] 186/499 1.13G 0.02181 0.00842 0.01156 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] 186/499 1.13G 0.02159 0.008058 0.01126 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] 186/499 1.13G 0.02159 0.008058 0.01126 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 186/499 1.13G 0.02141 0.008 0.009695 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 186/499 1.13G 0.02141 0.008 0.009695 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] 186/499 1.13G 0.02141 0.008 0.009695 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] all 60 60 0.997 1 0.995 0.702 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 187/499 1.13G 0.02337 0.007379 0.009554 33 320: 0%| | 0/4 [00:00<?, ?it/s] 187/499 1.13G 0.02337 0.007379 0.009554 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 187/499 1.13G 0.02478 0.007451 0.009642 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 187/499 1.13G 0.02478 0.007451 0.009642 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] 187/499 1.13G 0.02396 0.006963 0.009676 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] 187/499 1.13G 0.02396 0.006963 0.009676 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] 187/499 1.13G 0.02397 0.00719 0.01271 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] 187/499 1.13G 0.02397 0.00719 0.01271 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] 187/499 1.13G 0.02397 0.00719 0.01271 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.998 1 0.995 0.843 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 188/499 1.13G 0.02564 0.007464 0.004021 35 320: 0%| | 0/4 [00:00<?, ?it/s] 188/499 1.13G 0.02564 0.007464 0.004021 35 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 188/499 1.13G 0.02519 0.007953 0.005313 46 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 188/499 1.13G 0.02519 0.007953 0.005313 46 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 188/499 1.13G 0.02522 0.008094 0.007401 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 188/499 1.13G 0.02522 0.008094 0.007401 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 188/499 1.13G 0.02459 0.008105 0.008382 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 188/499 1.13G 0.02459 0.008105 0.008382 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.69it/s] 188/499 1.13G 0.02459 0.008105 0.008382 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] all 60 60 0.997 1 0.995 0.773 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 189/499 1.13G 0.02688 0.006426 0.009278 37 320: 0%| | 0/4 [00:00<?, ?it/s] 189/499 1.13G 0.02688 0.006426 0.009278 37 320: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] 189/499 1.13G 0.02679 0.006969 0.00705 38 320: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] 189/499 1.13G 0.02679 0.006969 0.00705 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 189/499 1.13G 0.02654 0.006564 0.006014 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 189/499 1.13G 0.02654 0.006564 0.006014 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 189/499 1.13G 0.02542 0.006851 0.00728 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 189/499 1.13G 0.02542 0.006851 0.00728 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] 189/499 1.13G 0.02542 0.006851 0.00728 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] all 60 60 0.998 1 0.995 0.81 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 190/499 1.13G 0.02304 0.008682 0.006525 41 320: 0%| | 0/4 [00:00<?, ?it/s] 190/499 1.13G 0.02304 0.008682 0.006525 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] 190/499 1.13G 0.02339 0.00754 0.006434 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] 190/499 1.13G 0.02339 0.00754 0.006434 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 190/499 1.13G 0.02292 0.007382 0.006759 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 190/499 1.13G 0.02292 0.007382 0.006759 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 190/499 1.13G 0.02277 0.007404 0.006753 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 190/499 1.13G 0.02277 0.007404 0.006753 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 190/499 1.13G 0.02277 0.007404 0.006753 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] all 60 60 0.998 1 0.995 0.74 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 191/499 1.13G 0.02429 0.007533 0.01638 40 320: 0%| | 0/4 [00:00<?, ?it/s] 191/499 1.13G 0.02429 0.007533 0.01638 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 191/499 1.13G 0.02307 0.007249 0.01214 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 191/499 1.13G 0.02307 0.007249 0.01214 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 191/499 1.13G 0.02338 0.00762 0.01043 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 191/499 1.13G 0.02338 0.00762 0.01043 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 191/499 1.13G 0.0233 0.007911 0.009459 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 191/499 1.13G 0.0233 0.007911 0.009459 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 191/499 1.13G 0.0233 0.007911 0.009459 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.998 1 0.995 0.883 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 192/499 1.13G 0.02067 0.007336 0.007264 42 320: 0%| | 0/4 [00:00<?, ?it/s] 192/499 1.13G 0.02067 0.007336 0.007264 42 320: 25%|██▌ | 1/4 [00:00<00:00, 3.38it/s] 192/499 1.13G 0.0241 0.007152 0.01031 32 320: 25%|██▌ | 1/4 [00:00<00:00, 3.38it/s] 192/499 1.13G 0.0241 0.007152 0.01031 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.05it/s] 192/499 1.13G 0.02329 0.007294 0.01039 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.05it/s] 192/499 1.13G 0.02329 0.007294 0.01039 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.33it/s] 192/499 1.13G 0.02358 0.007491 0.01053 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.33it/s] 192/499 1.13G 0.02358 0.007491 0.01053 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.44it/s] 192/499 1.13G 0.02358 0.007491 0.01053 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] all 60 60 0.998 1 0.995 0.73 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 193/499 1.13G 0.02035 0.007972 0.01037 40 320: 0%| | 0/4 [00:00<?, ?it/s] 193/499 1.13G 0.02035 0.007972 0.01037 40 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 193/499 1.13G 0.02135 0.00726 0.01331 30 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 193/499 1.13G 0.02135 0.00726 0.01331 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 193/499 1.13G 0.02115 0.007248 0.01042 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 193/499 1.13G 0.02115 0.007248 0.01042 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 193/499 1.13G 0.02124 0.007586 0.009118 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 193/499 1.13G 0.02124 0.007586 0.009118 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 193/499 1.13G 0.02124 0.007586 0.009118 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.998 1 0.995 0.815 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 194/499 1.13G 0.02294 0.007534 0.0149 40 320: 0%| | 0/4 [00:00<?, ?it/s] 194/499 1.13G 0.02294 0.007534 0.0149 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 194/499 1.13G 0.02325 0.007695 0.01304 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 194/499 1.13G 0.02325 0.007695 0.01304 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 194/499 1.13G 0.02599 0.007941 0.01255 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 194/499 1.13G 0.02599 0.007941 0.01255 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 194/499 1.13G 0.02539 0.007938 0.01164 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 194/499 1.13G 0.02539 0.007938 0.01164 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 194/499 1.13G 0.02539 0.007938 0.01164 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.997 1 0.995 0.855 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 195/499 1.13G 0.02485 0.005721 0.01442 30 320: 0%| | 0/4 [00:00<?, ?it/s] 195/499 1.13G 0.02485 0.005721 0.01442 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] 195/499 1.13G 0.02537 0.007249 0.0157 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] 195/499 1.13G 0.02537 0.007249 0.0157 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 195/499 1.13G 0.02528 0.007353 0.01383 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 195/499 1.13G 0.02528 0.007353 0.01383 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 195/499 1.13G 0.0238 0.007453 0.0122 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 195/499 1.13G 0.0238 0.007453 0.0122 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.68it/s] 195/499 1.13G 0.0238 0.007453 0.0122 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.996 1 0.995 0.838 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 196/499 1.13G 0.01926 0.009117 0.008048 43 320: 0%| | 0/4 [00:00<?, ?it/s] 196/499 1.13G 0.01926 0.009117 0.008048 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 196/499 1.13G 0.02016 0.007684 0.007568 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 196/499 1.13G 0.02016 0.007684 0.007568 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 196/499 1.13G 0.02039 0.007804 0.009164 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 196/499 1.13G 0.02039 0.007804 0.009164 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 196/499 1.13G 0.02056 0.007453 0.009666 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 196/499 1.13G 0.02056 0.007453 0.009666 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 196/499 1.13G 0.02056 0.007453 0.009666 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] all 60 60 0.996 1 0.995 0.807 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 197/499 1.13G 0.02395 0.009614 0.01357 46 320: 0%| | 0/4 [00:00<?, ?it/s] 197/499 1.13G 0.02395 0.009614 0.01357 46 320: 25%|██▌ | 1/4 [00:00<00:00, 4.56it/s] 197/499 1.13G 0.02482 0.009472 0.009827 45 320: 25%|██▌ | 1/4 [00:00<00:00, 4.56it/s] 197/499 1.13G 0.02482 0.009472 0.009827 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.56it/s] 197/499 1.13G 0.02375 0.008825 0.01185 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.56it/s] 197/499 1.13G 0.02375 0.008825 0.01185 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] 197/499 1.13G 0.0238 0.008933 0.01284 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] 197/499 1.13G 0.0238 0.008933 0.01284 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.60it/s] 197/499 1.13G 0.0238 0.008933 0.01284 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.19it/s] all 60 60 0.995 1 0.995 0.895 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 198/499 1.13G 0.02265 0.008107 0.005602 36 320: 0%| | 0/4 [00:00<?, ?it/s] 198/499 1.13G 0.02265 0.008107 0.005602 36 320: 25%|██▌ | 1/4 [00:00<00:00, 3.94it/s] 198/499 1.13G 0.02274 0.008599 0.007054 41 320: 25%|██▌ | 1/4 [00:00<00:00, 3.94it/s] 198/499 1.13G 0.02274 0.008599 0.007054 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.35it/s] 198/499 1.13G 0.02314 0.008439 0.009837 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.35it/s] 198/499 1.13G 0.02314 0.008439 0.009837 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] 198/499 1.13G 0.02261 0.008276 0.009272 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] 198/499 1.13G 0.02261 0.008276 0.009272 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.58it/s] 198/499 1.13G 0.02261 0.008276 0.009272 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.993 1 0.995 0.821 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 199/499 1.13G 0.02447 0.00776 0.01512 37 320: 0%| | 0/4 [00:00<?, ?it/s] 199/499 1.13G 0.02447 0.00776 0.01512 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] 199/499 1.13G 0.02516 0.007589 0.01398 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] 199/499 1.13G 0.02516 0.007589 0.01398 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 199/499 1.13G 0.0235 0.007544 0.0111 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 199/499 1.13G 0.0235 0.007544 0.0111 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 199/499 1.13G 0.02311 0.007575 0.0116 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 199/499 1.13G 0.02311 0.007575 0.0116 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 199/499 1.13G 0.02311 0.007575 0.0116 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.982 0.999 0.995 0.783 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 200/499 1.13G 0.01951 0.007543 0.01046 38 320: 0%| | 0/4 [00:00<?, ?it/s] 200/499 1.13G 0.01951 0.007543 0.01046 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 200/499 1.13G 0.02056 0.007882 0.01024 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 200/499 1.13G 0.02056 0.007882 0.01024 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] 200/499 1.13G 0.02005 0.007652 0.01056 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] 200/499 1.13G 0.02005 0.007652 0.01056 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 200/499 1.13G 0.0204 0.007505 0.009261 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 200/499 1.13G 0.0204 0.007505 0.009261 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 200/499 1.13G 0.0204 0.007505 0.009261 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.992 0.986 0.995 0.82 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 201/499 1.13G 0.02182 0.006087 0.006858 29 320: 0%| | 0/4 [00:00<?, ?it/s] 201/499 1.13G 0.02182 0.006087 0.006858 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] 201/499 1.13G 0.02276 0.006828 0.007629 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] 201/499 1.13G 0.02276 0.006828 0.007629 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 201/499 1.13G 0.0246 0.007174 0.0075 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 201/499 1.13G 0.0246 0.007174 0.0075 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 201/499 1.13G 0.02478 0.007409 0.008874 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 201/499 1.13G 0.02478 0.007409 0.008874 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.61it/s] 201/499 1.13G 0.02478 0.007409 0.008874 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.978 0.999 0.995 0.865 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 202/499 1.13G 0.02095 0.006662 0.01081 34 320: 0%| | 0/4 [00:00<?, ?it/s] 202/499 1.13G 0.02095 0.006662 0.01081 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 202/499 1.13G 0.02098 0.006514 0.01142 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 202/499 1.13G 0.02098 0.006514 0.01142 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 202/499 1.13G 0.0205 0.006325 0.01004 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 202/499 1.13G 0.0205 0.006325 0.01004 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 202/499 1.13G 0.02121 0.006564 0.009055 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 202/499 1.13G 0.02121 0.006564 0.009055 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] 202/499 1.13G 0.02121 0.006564 0.009055 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.989 0.999 0.995 0.839 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 203/499 1.13G 0.02373 0.009429 0.008006 46 320: 0%| | 0/4 [00:00<?, ?it/s] 203/499 1.13G 0.02373 0.009429 0.008006 46 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 203/499 1.13G 0.02332 0.008499 0.008419 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 203/499 1.13G 0.02332 0.008499 0.008419 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 203/499 1.13G 0.02245 0.007935 0.007323 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 203/499 1.13G 0.02245 0.007935 0.007323 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 203/499 1.13G 0.02257 0.008287 0.006978 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 203/499 1.13G 0.02257 0.008287 0.006978 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 203/499 1.13G 0.02257 0.008287 0.006978 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.993 1 0.995 0.819 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 204/499 1.13G 0.02345 0.006455 0.006629 35 320: 0%| | 0/4 [00:00<?, ?it/s] 204/499 1.13G 0.02345 0.006455 0.006629 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 204/499 1.13G 0.02249 0.007398 0.008486 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 204/499 1.13G 0.02249 0.007398 0.008486 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 204/499 1.13G 0.02386 0.007813 0.008682 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 204/499 1.13G 0.02386 0.007813 0.008682 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 204/499 1.13G 0.02442 0.007571 0.008185 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 204/499 1.13G 0.02442 0.007571 0.008185 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 204/499 1.13G 0.02442 0.007571 0.008185 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.995 1 0.995 0.847 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 205/499 1.13G 0.01948 0.006455 0.01203 35 320: 0%| | 0/4 [00:00<?, ?it/s] 205/499 1.13G 0.01948 0.006455 0.01203 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 205/499 1.13G 0.0179 0.006725 0.01303 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 205/499 1.13G 0.0179 0.006725 0.01303 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 205/499 1.13G 0.01852 0.006466 0.01276 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 205/499 1.13G 0.01852 0.006466 0.01276 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] 205/499 1.13G 0.01894 0.006629 0.0125 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] 205/499 1.13G 0.01894 0.006629 0.0125 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] 205/499 1.13G 0.01894 0.006629 0.0125 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.995 1 0.995 0.839 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 206/499 1.13G 0.01898 0.008423 0.01041 43 320: 0%| | 0/4 [00:00<?, ?it/s] 206/499 1.13G 0.01898 0.008423 0.01041 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 206/499 1.13G 0.01867 0.008016 0.009549 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.59it/s] 206/499 1.13G 0.01867 0.008016 0.009549 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 206/499 1.13G 0.0191 0.008053 0.008168 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 206/499 1.13G 0.0191 0.008053 0.008168 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 206/499 1.13G 0.01868 0.007819 0.007712 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 206/499 1.13G 0.01868 0.007819 0.007712 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.68it/s] 206/499 1.13G 0.01868 0.007819 0.007712 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.996 1 0.995 0.89 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 207/499 1.13G 0.01599 0.005915 0.006512 33 320: 0%| | 0/4 [00:00<?, ?it/s] 207/499 1.13G 0.01599 0.005915 0.006512 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.46it/s] 207/499 1.13G 0.01719 0.006375 0.007541 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.46it/s] 207/499 1.13G 0.01719 0.006375 0.007541 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.56it/s] 207/499 1.13G 0.01846 0.007211 0.008373 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.56it/s] 207/499 1.13G 0.01846 0.007211 0.008373 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] 207/499 1.13G 0.0181 0.007313 0.007756 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] 207/499 1.13G 0.0181 0.007313 0.007756 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.69it/s] 207/499 1.13G 0.0181 0.007313 0.007756 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.996 1 0.995 0.804 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 208/499 1.13G 0.01939 0.006478 0.00804 37 320: 0%| | 0/4 [00:00<?, ?it/s] 208/499 1.13G 0.01939 0.006478 0.00804 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.70it/s] 208/499 1.13G 0.02014 0.007725 0.009217 45 320: 25%|██▌ | 1/4 [00:00<00:00, 4.70it/s] 208/499 1.13G 0.02014 0.007725 0.009217 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 208/499 1.13G 0.01898 0.007514 0.009067 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 208/499 1.13G 0.01898 0.007514 0.009067 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 208/499 1.13G 0.01891 0.007378 0.008811 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 208/499 1.13G 0.01891 0.007378 0.008811 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] 208/499 1.13G 0.01891 0.007378 0.008811 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.996 1 0.995 0.883 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 209/499 1.13G 0.02089 0.007984 0.008793 38 320: 0%| | 0/4 [00:00<?, ?it/s] 209/499 1.13G 0.02089 0.007984 0.008793 38 320: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] 209/499 1.13G 0.01991 0.007566 0.009549 40 320: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] 209/499 1.13G 0.01991 0.007566 0.009549 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 209/499 1.13G 0.02018 0.007082 0.008496 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] 209/499 1.13G 0.02018 0.007082 0.008496 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 209/499 1.13G 0.02042 0.006985 0.008715 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 209/499 1.13G 0.02042 0.006985 0.008715 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] 209/499 1.13G 0.02042 0.006985 0.008715 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.996 1 0.995 0.819 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 210/499 1.13G 0.02105 0.007701 0.005582 37 320: 0%| | 0/4 [00:00<?, ?it/s] 210/499 1.13G 0.02105 0.007701 0.005582 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 210/499 1.13G 0.0211 0.007342 0.007085 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 210/499 1.13G 0.0211 0.007342 0.007085 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 210/499 1.13G 0.02095 0.007429 0.00793 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 210/499 1.13G 0.02095 0.007429 0.00793 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 210/499 1.13G 0.02066 0.007274 0.008503 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 210/499 1.13G 0.02066 0.007274 0.008503 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] 210/499 1.13G 0.02066 0.007274 0.008503 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.997 1 0.995 0.871 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 211/499 1.13G 0.0173 0.005767 0.01404 32 320: 0%| | 0/4 [00:00<?, ?it/s] 211/499 1.13G 0.0173 0.005767 0.01404 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 211/499 1.13G 0.01885 0.00618 0.01212 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 211/499 1.13G 0.01885 0.00618 0.01212 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 211/499 1.13G 0.01866 0.006204 0.01049 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 211/499 1.13G 0.01866 0.006204 0.01049 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 211/499 1.13G 0.01788 0.005773 0.009032 19 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 211/499 1.13G 0.01788 0.005773 0.009032 19 320: 100%|██████████| 4/4 [00:00<00:00, 4.96it/s] 211/499 1.13G 0.01788 0.005773 0.009032 19 320: 100%|██████████| 4/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.832 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 212/499 1.13G 0.02137 0.005648 0.008148 28 320: 0%| | 0/4 [00:00<?, ?it/s] 212/499 1.13G 0.02137 0.005648 0.008148 28 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 212/499 1.13G 0.02456 0.006003 0.01285 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.75it/s] 212/499 1.13G 0.02456 0.006003 0.01285 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 212/499 1.13G 0.02416 0.005913 0.01246 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 212/499 1.13G 0.02416 0.005913 0.01246 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 212/499 1.13G 0.02419 0.00604 0.01427 21 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 212/499 1.13G 0.02419 0.00604 0.01427 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 212/499 1.13G 0.02419 0.00604 0.01427 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.997 1 0.995 0.864 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 213/499 1.13G 0.02081 0.00695 0.007822 42 320: 0%| | 0/4 [00:00<?, ?it/s] 213/499 1.13G 0.02081 0.00695 0.007822 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.63it/s] 213/499 1.13G 0.02126 0.00655 0.008956 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.63it/s] 213/499 1.13G 0.02126 0.00655 0.008956 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 213/499 1.13G 0.02175 0.006652 0.008694 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 213/499 1.13G 0.02175 0.006652 0.008694 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 213/499 1.13G 0.0222 0.0074 0.00853 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 213/499 1.13G 0.0222 0.0074 0.00853 35 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 213/499 1.13G 0.0222 0.0074 0.00853 35 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.998 1 0.995 0.827 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 214/499 1.13G 0.02163 0.007959 0.01107 39 320: 0%| | 0/4 [00:00<?, ?it/s] 214/499 1.13G 0.02163 0.007959 0.01107 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.92it/s] 214/499 1.13G 0.02179 0.007631 0.008537 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.92it/s] 214/499 1.13G 0.02179 0.007631 0.008537 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 214/499 1.13G 0.02051 0.007466 0.00703 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 214/499 1.13G 0.02051 0.007466 0.00703 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 214/499 1.13G 0.02018 0.007395 0.006425 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 214/499 1.13G 0.02018 0.007395 0.006425 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 214/499 1.13G 0.02018 0.007395 0.006425 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.998 1 0.995 0.844 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 215/499 1.13G 0.01984 0.006681 0.01071 35 320: 0%| | 0/4 [00:00<?, ?it/s] 215/499 1.13G 0.01984 0.006681 0.01071 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.58it/s] 215/499 1.13G 0.02024 0.007277 0.009126 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.58it/s] 215/499 1.13G 0.02024 0.007277 0.009126 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] 215/499 1.13G 0.02024 0.007113 0.007738 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] 215/499 1.13G 0.02024 0.007113 0.007738 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 215/499 1.13G 0.01977 0.006878 0.01004 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 215/499 1.13G 0.01977 0.006878 0.01004 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] 215/499 1.13G 0.01977 0.006878 0.01004 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.997 1 0.995 0.848 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 216/499 1.13G 0.02005 0.008019 0.009092 43 320: 0%| | 0/4 [00:00<?, ?it/s] 216/499 1.13G 0.02005 0.008019 0.009092 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 216/499 1.13G 0.02041 0.006977 0.01173 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 216/499 1.13G 0.02041 0.006977 0.01173 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 216/499 1.13G 0.02026 0.007523 0.009943 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 216/499 1.13G 0.02026 0.007523 0.009943 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 216/499 1.13G 0.02007 0.007869 0.01006 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 216/499 1.13G 0.02007 0.007869 0.01006 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.59it/s] 216/499 1.13G 0.02007 0.007869 0.01006 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.997 1 0.995 0.877 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 217/499 1.13G 0.02094 0.007488 0.007557 41 320: 0%| | 0/4 [00:00<?, ?it/s] 217/499 1.13G 0.02094 0.007488 0.007557 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.50it/s] 217/499 1.13G 0.02096 0.008466 0.008526 48 320: 25%|██▌ | 1/4 [00:00<00:00, 4.50it/s] 217/499 1.13G 0.02096 0.008466 0.008526 48 320: 50%|█████ | 2/4 [00:00<00:00, 4.54it/s] 217/499 1.13G 0.02149 0.008167 0.008179 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.54it/s] 217/499 1.13G 0.02149 0.008167 0.008179 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.68it/s] 217/499 1.13G 0.02119 0.008373 0.00976 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.68it/s] 217/499 1.13G 0.02119 0.008373 0.00976 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] 217/499 1.13G 0.02119 0.008373 0.00976 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.997 1 0.995 0.778 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 218/499 1.13G 0.02684 0.007875 0.01033 39 320: 0%| | 0/4 [00:00<?, ?it/s] 218/499 1.13G 0.02684 0.007875 0.01033 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.50it/s] 218/499 1.13G 0.02448 0.007385 0.00873 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.50it/s] 218/499 1.13G 0.02448 0.007385 0.00873 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.69it/s] 218/499 1.13G 0.02352 0.007405 0.007712 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.69it/s] 218/499 1.13G 0.02352 0.007405 0.007712 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] 218/499 1.13G 0.02292 0.007569 0.00778 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] 218/499 1.13G 0.02292 0.007569 0.00778 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.63it/s] 218/499 1.13G 0.02292 0.007569 0.00778 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.997 1 0.995 0.859 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 219/499 1.13G 0.01701 0.005621 0.007443 32 320: 0%| | 0/4 [00:00<?, ?it/s] 219/499 1.13G 0.01701 0.005621 0.007443 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] 219/499 1.13G 0.01776 0.006436 0.007344 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] 219/499 1.13G 0.01776 0.006436 0.007344 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 219/499 1.13G 0.01869 0.007343 0.006811 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 219/499 1.13G 0.01869 0.007343 0.006811 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 219/499 1.13G 0.01952 0.0074 0.00659 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 219/499 1.13G 0.01952 0.0074 0.00659 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.98it/s] 219/499 1.13G 0.01952 0.0074 0.00659 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.997 1 0.995 0.873 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 220/499 1.13G 0.01717 0.007862 0.008019 44 320: 0%| | 0/4 [00:00<?, ?it/s] 220/499 1.13G 0.01717 0.007862 0.008019 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 220/499 1.13G 0.0191 0.006616 0.008365 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 220/499 1.13G 0.0191 0.006616 0.008365 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] 220/499 1.13G 0.01919 0.006547 0.008112 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] 220/499 1.13G 0.01919 0.006547 0.008112 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.00it/s] 220/499 1.13G 0.01841 0.006581 0.007376 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.00it/s] 220/499 1.13G 0.01841 0.006581 0.007376 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] 220/499 1.13G 0.01841 0.006581 0.007376 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] all 60 60 0.997 1 0.995 0.776 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 221/499 1.13G 0.02154 0.007244 0.005228 41 320: 0%| | 0/4 [00:00<?, ?it/s] 221/499 1.13G 0.02154 0.007244 0.005228 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 221/499 1.13G 0.02157 0.006926 0.004361 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 221/499 1.13G 0.02157 0.006926 0.004361 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 221/499 1.13G 0.02091 0.006913 0.005053 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 221/499 1.13G 0.02091 0.006913 0.005053 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 221/499 1.13G 0.02067 0.007364 0.005709 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 221/499 1.13G 0.02067 0.007364 0.005709 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] 221/499 1.13G 0.02067 0.007364 0.005709 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] all 60 60 0.997 1 0.995 0.882 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 222/499 1.13G 0.02837 0.008905 0.01021 41 320: 0%| | 0/4 [00:00<?, ?it/s] 222/499 1.13G 0.02837 0.008905 0.01021 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 222/499 1.13G 0.02554 0.00824 0.007341 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 222/499 1.13G 0.02554 0.00824 0.007341 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 222/499 1.13G 0.02453 0.008118 0.007856 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 222/499 1.13G 0.02453 0.008118 0.007856 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 222/499 1.13G 0.02478 0.008507 0.00901 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 222/499 1.13G 0.02478 0.008507 0.00901 36 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 222/499 1.13G 0.02478 0.008507 0.00901 36 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.807 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 223/499 1.13G 0.02117 0.0057 0.01082 27 320: 0%| | 0/4 [00:00<?, ?it/s] 223/499 1.13G 0.02117 0.0057 0.01082 27 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 223/499 1.13G 0.02015 0.005633 0.008226 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 223/499 1.13G 0.02015 0.005633 0.008226 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 223/499 1.13G 0.02051 0.006193 0.007362 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 223/499 1.13G 0.02051 0.006193 0.007362 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 223/499 1.13G 0.02113 0.005997 0.007364 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 223/499 1.13G 0.02113 0.005997 0.007364 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 223/499 1.13G 0.02113 0.005997 0.007364 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.864 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 224/499 1.13G 0.0236 0.007577 0.01497 41 320: 0%| | 0/4 [00:00<?, ?it/s] 224/499 1.13G 0.0236 0.007577 0.01497 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 224/499 1.13G 0.02235 0.00663 0.009364 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 224/499 1.13G 0.02235 0.00663 0.009364 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] 224/499 1.13G 0.02203 0.006566 0.01054 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] 224/499 1.13G 0.02203 0.006566 0.01054 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 224/499 1.13G 0.02149 0.006585 0.009541 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 224/499 1.13G 0.02149 0.006585 0.009541 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 224/499 1.13G 0.02149 0.006585 0.009541 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.997 1 0.995 0.872 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 225/499 1.13G 0.01969 0.009024 0.008466 45 320: 0%| | 0/4 [00:00<?, ?it/s] 225/499 1.13G 0.01969 0.009024 0.008466 45 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 225/499 1.13G 0.01901 0.00764 0.01003 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 225/499 1.13G 0.01901 0.00764 0.01003 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 225/499 1.13G 0.01839 0.007381 0.00804 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 225/499 1.13G 0.01839 0.007381 0.00804 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 225/499 1.13G 0.01909 0.007882 0.008101 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] 225/499 1.13G 0.01909 0.007882 0.008101 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s] 225/499 1.13G 0.01909 0.007882 0.008101 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.997 1 0.995 0.87 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 226/499 1.13G 0.02111 0.00876 0.00988 48 320: 0%| | 0/4 [00:00<?, ?it/s] 226/499 1.13G 0.02111 0.00876 0.00988 48 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 226/499 1.13G 0.02005 0.007487 0.006668 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 226/499 1.13G 0.02005 0.007487 0.006668 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 226/499 1.13G 0.02002 0.007668 0.007731 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 226/499 1.13G 0.02002 0.007668 0.007731 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 226/499 1.13G 0.02137 0.007361 0.008744 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 226/499 1.13G 0.02137 0.007361 0.008744 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 226/499 1.13G 0.02137 0.007361 0.008744 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.997 1 0.995 0.836 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 227/499 1.13G 0.01984 0.006815 0.009881 37 320: 0%| | 0/4 [00:00<?, ?it/s] 227/499 1.13G 0.01984 0.006815 0.009881 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 227/499 1.13G 0.02018 0.006788 0.008023 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] 227/499 1.13G 0.02018 0.006788 0.008023 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 227/499 1.13G 0.01985 0.006665 0.006931 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 227/499 1.13G 0.01985 0.006665 0.006931 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 227/499 1.13G 0.0213 0.006683 0.006814 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 227/499 1.13G 0.0213 0.006683 0.006814 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 227/499 1.13G 0.0213 0.006683 0.006814 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.997 1 0.995 0.86 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 228/499 1.13G 0.02347 0.006771 0.009578 35 320: 0%| | 0/4 [00:00<?, ?it/s] 228/499 1.13G 0.02347 0.006771 0.009578 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 228/499 1.13G 0.0223 0.007339 0.009186 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 228/499 1.13G 0.0223 0.007339 0.009186 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 228/499 1.13G 0.02268 0.007437 0.009528 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 228/499 1.13G 0.02268 0.007437 0.009528 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] 228/499 1.13G 0.02264 0.006813 0.008673 21 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] 228/499 1.13G 0.02264 0.006813 0.008673 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] 228/499 1.13G 0.02264 0.006813 0.008673 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.997 1 0.995 0.849 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 229/499 1.13G 0.02027 0.007541 0.009137 40 320: 0%| | 0/4 [00:00<?, ?it/s] 229/499 1.13G 0.02027 0.007541 0.009137 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 229/499 1.13G 0.01975 0.008062 0.008036 48 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 229/499 1.13G 0.01975 0.008062 0.008036 48 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 229/499 1.13G 0.02042 0.008391 0.009489 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 229/499 1.13G 0.02042 0.008391 0.009489 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 229/499 1.13G 0.01965 0.00795 0.008443 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] 229/499 1.13G 0.01965 0.00795 0.008443 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 229/499 1.13G 0.01965 0.00795 0.008443 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.997 1 0.995 0.904 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 230/499 1.13G 0.01798 0.008258 0.01379 44 320: 0%| | 0/4 [00:00<?, ?it/s] 230/499 1.13G 0.01798 0.008258 0.01379 44 320: 25%|██▌ | 1/4 [00:00<00:00, 3.75it/s] 230/499 1.13G 0.0185 0.007377 0.01182 35 320: 25%|██▌ | 1/4 [00:00<00:00, 3.75it/s] 230/499 1.13G 0.0185 0.007377 0.01182 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] 230/499 1.13G 0.01823 0.007484 0.009548 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] 230/499 1.13G 0.01823 0.007484 0.009548 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.57it/s] 230/499 1.13G 0.01851 0.007662 0.009061 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.57it/s] 230/499 1.13G 0.01851 0.007662 0.009061 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.61it/s] 230/499 1.13G 0.01851 0.007662 0.009061 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.997 1 0.995 0.851 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 231/499 1.13G 0.02 0.007177 0.00858 35 320: 0%| | 0/4 [00:00<?, ?it/s] 231/499 1.13G 0.02 0.007177 0.00858 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 231/499 1.13G 0.02196 0.007693 0.01036 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 231/499 1.13G 0.02196 0.007693 0.01036 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 231/499 1.13G 0.02106 0.006977 0.00884 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 231/499 1.13G 0.02106 0.006977 0.00884 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 231/499 1.13G 0.02072 0.006742 0.007741 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] 231/499 1.13G 0.02072 0.006742 0.007741 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 231/499 1.13G 0.02072 0.006742 0.007741 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.997 1 0.995 0.845 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 232/499 1.13G 0.02433 0.007071 0.013 33 320: 0%| | 0/4 [00:00<?, ?it/s] 232/499 1.13G 0.02433 0.007071 0.013 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 232/499 1.13G 0.02 0.006277 0.008274 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 232/499 1.13G 0.02 0.006277 0.008274 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] 232/499 1.13G 0.0204 0.006603 0.007877 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] 232/499 1.13G 0.0204 0.006603 0.007877 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 232/499 1.13G 0.01962 0.006746 0.006699 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 232/499 1.13G 0.01962 0.006746 0.006699 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 232/499 1.13G 0.01962 0.006746 0.006699 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.997 1 0.995 0.889 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 233/499 1.13G 0.01752 0.007184 0.009456 37 320: 0%| | 0/4 [00:00<?, ?it/s] 233/499 1.13G 0.01752 0.007184 0.009456 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 233/499 1.13G 0.01752 0.007139 0.01026 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 233/499 1.13G 0.01752 0.007139 0.01026 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 233/499 1.13G 0.01737 0.00672 0.01033 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 233/499 1.13G 0.01737 0.00672 0.01033 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 233/499 1.13G 0.01683 0.006631 0.009971 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 233/499 1.13G 0.01683 0.006631 0.009971 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.50it/s] 233/499 1.13G 0.01683 0.006631 0.009971 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] all 60 60 0.998 1 0.995 0.848 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 234/499 1.13G 0.01762 0.007403 0.004955 42 320: 0%| | 0/4 [00:00<?, ?it/s] 234/499 1.13G 0.01762 0.007403 0.004955 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 234/499 1.13G 0.01825 0.007692 0.004766 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 234/499 1.13G 0.01825 0.007692 0.004766 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 234/499 1.13G 0.01839 0.007108 0.00563 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] 234/499 1.13G 0.01839 0.007108 0.00563 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 234/499 1.13G 0.01858 0.006941 0.006399 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 234/499 1.13G 0.01858 0.006941 0.006399 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] 234/499 1.13G 0.01858 0.006941 0.006399 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.997 1 0.995 0.866 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 235/499 1.13G 0.02168 0.008016 0.007398 43 320: 0%| | 0/4 [00:00<?, ?it/s] 235/499 1.13G 0.02168 0.008016 0.007398 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 235/499 1.13G 0.02066 0.007574 0.007598 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] 235/499 1.13G 0.02066 0.007574 0.007598 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 235/499 1.13G 0.02102 0.008261 0.006611 46 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 235/499 1.13G 0.02102 0.008261 0.006611 46 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] 235/499 1.13G 0.02201 0.007781 0.007419 21 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] 235/499 1.13G 0.02201 0.007781 0.007419 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] 235/499 1.13G 0.02201 0.007781 0.007419 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.997 1 0.995 0.864 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 236/499 1.13G 0.01854 0.006618 0.006611 37 320: 0%| | 0/4 [00:00<?, ?it/s] 236/499 1.13G 0.01854 0.006618 0.006611 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 236/499 1.13G 0.01843 0.006087 0.006416 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 236/499 1.13G 0.01843 0.006087 0.006416 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] 236/499 1.13G 0.01819 0.006646 0.006471 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] 236/499 1.13G 0.01819 0.006646 0.006471 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 236/499 1.13G 0.01825 0.006984 0.006574 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] 236/499 1.13G 0.01825 0.006984 0.006574 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 236/499 1.13G 0.01825 0.006984 0.006574 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.997 1 0.995 0.873 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 237/499 1.13G 0.01807 0.007833 0.006659 43 320: 0%| | 0/4 [00:00<?, ?it/s] 237/499 1.13G 0.01807 0.007833 0.006659 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 237/499 1.13G 0.01761 0.006188 0.005792 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 237/499 1.13G 0.01761 0.006188 0.005792 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 237/499 1.13G 0.01764 0.006508 0.00851 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 237/499 1.13G 0.01764 0.006508 0.00851 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 237/499 1.13G 0.01761 0.006911 0.007539 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 237/499 1.13G 0.01761 0.006911 0.007539 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 237/499 1.13G 0.01761 0.006911 0.007539 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.876 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 238/499 1.13G 0.02046 0.006758 0.007579 32 320: 0%| | 0/4 [00:00<?, ?it/s] 238/499 1.13G 0.02046 0.006758 0.007579 32 320: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] 238/499 1.13G 0.0196 0.006836 0.006227 37 320: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] 238/499 1.13G 0.0196 0.006836 0.006227 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 238/499 1.13G 0.02 0.006762 0.007552 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 238/499 1.13G 0.02 0.006762 0.007552 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 238/499 1.13G 0.01937 0.007147 0.008038 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 238/499 1.13G 0.01937 0.007147 0.008038 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 238/499 1.13G 0.01937 0.007147 0.008038 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.997 1 0.995 0.797 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 239/499 1.13G 0.01734 0.006725 0.005344 32 320: 0%| | 0/4 [00:00<?, ?it/s] 239/499 1.13G 0.01734 0.006725 0.005344 32 320: 25%|██▌ | 1/4 [00:00<00:00, 5.02it/s] 239/499 1.13G 0.01929 0.007282 0.0062 40 320: 25%|██▌ | 1/4 [00:00<00:00, 5.02it/s] 239/499 1.13G 0.01929 0.007282 0.0062 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] 239/499 1.13G 0.01947 0.007365 0.007195 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] 239/499 1.13G 0.01947 0.007365 0.007195 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 239/499 1.13G 0.01986 0.007483 0.008339 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 239/499 1.13G 0.01986 0.007483 0.008339 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 239/499 1.13G 0.01986 0.007483 0.008339 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.866 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 240/499 1.13G 0.01885 0.00626 0.01191 36 320: 0%| | 0/4 [00:00<?, ?it/s] 240/499 1.13G 0.01885 0.00626 0.01191 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] 240/499 1.13G 0.01997 0.00667 0.01243 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] 240/499 1.13G 0.01997 0.00667 0.01243 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 240/499 1.13G 0.01962 0.006797 0.01087 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 240/499 1.13G 0.01962 0.006797 0.01087 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 240/499 1.13G 0.01944 0.006967 0.01161 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 240/499 1.13G 0.01944 0.006967 0.01161 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.82it/s] 240/499 1.13G 0.01944 0.006967 0.01161 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.996 1 0.995 0.837 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 241/499 1.13G 0.01747 0.006856 0.004704 43 320: 0%| | 0/4 [00:00<?, ?it/s] 241/499 1.13G 0.01747 0.006856 0.004704 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 241/499 1.13G 0.01782 0.007494 0.005589 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] 241/499 1.13G 0.01782 0.007494 0.005589 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 241/499 1.13G 0.01769 0.007326 0.005354 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 241/499 1.13G 0.01769 0.007326 0.005354 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 241/499 1.13G 0.0176 0.007411 0.005593 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 241/499 1.13G 0.0176 0.007411 0.005593 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] 241/499 1.13G 0.0176 0.007411 0.005593 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.42it/s] all 60 60 0.996 1 0.995 0.824 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 242/499 1.13G 0.01866 0.008478 0.009391 41 320: 0%| | 0/4 [00:00<?, ?it/s] 242/499 1.13G 0.01866 0.008478 0.009391 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 242/499 1.13G 0.01778 0.008169 0.00805 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 242/499 1.13G 0.01778 0.008169 0.00805 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 242/499 1.13G 0.01749 0.007997 0.007062 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 242/499 1.13G 0.01749 0.007997 0.007062 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 242/499 1.13G 0.01773 0.007857 0.006937 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 242/499 1.13G 0.01773 0.007857 0.006937 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 242/499 1.13G 0.01773 0.007857 0.006937 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.996 1 0.995 0.878 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 243/499 1.13G 0.01822 0.006412 0.01463 38 320: 0%| | 0/4 [00:00<?, ?it/s] 243/499 1.13G 0.01822 0.006412 0.01463 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 243/499 1.13G 0.01834 0.006899 0.01316 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 243/499 1.13G 0.01834 0.006899 0.01316 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 243/499 1.13G 0.01713 0.006041 0.01077 26 320: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] 243/499 1.13G 0.01713 0.006041 0.01077 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 243/499 1.13G 0.01685 0.005948 0.009476 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 243/499 1.13G 0.01685 0.005948 0.009476 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 243/499 1.13G 0.01685 0.005948 0.009476 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.997 1 0.995 0.885 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 244/499 1.13G 0.01612 0.007235 0.005843 37 320: 0%| | 0/4 [00:00<?, ?it/s] 244/499 1.13G 0.01612 0.007235 0.005843 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] 244/499 1.13G 0.01664 0.00717 0.005817 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] 244/499 1.13G 0.01664 0.00717 0.005817 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 244/499 1.13G 0.01694 0.007244 0.006356 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 244/499 1.13G 0.01694 0.007244 0.006356 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 244/499 1.13G 0.01763 0.006695 0.008273 21 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 244/499 1.13G 0.01763 0.006695 0.008273 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 244/499 1.13G 0.01763 0.006695 0.008273 21 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.997 1 0.995 0.821 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 245/499 1.13G 0.02034 0.007438 0.01855 43 320: 0%| | 0/4 [00:00<?, ?it/s] 245/499 1.13G 0.02034 0.007438 0.01855 43 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 245/499 1.13G 0.01907 0.007159 0.01072 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 245/499 1.13G 0.01907 0.007159 0.01072 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 245/499 1.13G 0.01948 0.006614 0.009751 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 245/499 1.13G 0.01948 0.006614 0.009751 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 245/499 1.13G 0.0191 0.00671 0.008477 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 245/499 1.13G 0.0191 0.00671 0.008477 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 245/499 1.13G 0.0191 0.00671 0.008477 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] all 60 60 0.997 1 0.995 0.808 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 246/499 1.13G 0.022 0.006966 0.007471 34 320: 0%| | 0/4 [00:00<?, ?it/s] 246/499 1.13G 0.022 0.006966 0.007471 34 320: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] 246/499 1.13G 0.02168 0.006187 0.01348 30 320: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] 246/499 1.13G 0.02168 0.006187 0.01348 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] 246/499 1.13G 0.02308 0.006268 0.01141 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] 246/499 1.13G 0.02308 0.006268 0.01141 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 246/499 1.13G 0.02277 0.006326 0.009295 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 246/499 1.13G 0.02277 0.006326 0.009295 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 246/499 1.13G 0.02277 0.006326 0.009295 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.997 1 0.995 0.828 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 247/499 1.13G 0.01834 0.007609 0.005362 41 320: 0%| | 0/4 [00:00<?, ?it/s] 247/499 1.13G 0.01834 0.007609 0.005362 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] 247/499 1.13G 0.0197 0.006908 0.005756 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] 247/499 1.13G 0.0197 0.006908 0.005756 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 247/499 1.13G 0.02063 0.006707 0.006076 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 247/499 1.13G 0.02063 0.006707 0.006076 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 247/499 1.13G 0.02068 0.006922 0.007786 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 247/499 1.13G 0.02068 0.006922 0.007786 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 247/499 1.13G 0.02068 0.006922 0.007786 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.998 1 0.995 0.841 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 248/499 1.13G 0.02056 0.007334 0.01385 35 320: 0%| | 0/4 [00:00<?, ?it/s] 248/499 1.13G 0.02056 0.007334 0.01385 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 248/499 1.13G 0.02181 0.0079 0.01334 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 248/499 1.13G 0.02181 0.0079 0.01334 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] 248/499 1.13G 0.02199 0.007998 0.01268 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] 248/499 1.13G 0.02199 0.007998 0.01268 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] 248/499 1.13G 0.02125 0.008237 0.01064 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] 248/499 1.13G 0.02125 0.008237 0.01064 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.59it/s] 248/499 1.13G 0.02125 0.008237 0.01064 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.998 1 0.995 0.88 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 249/499 1.13G 0.01554 0.004934 0.01785 27 320: 0%| | 0/4 [00:00<?, ?it/s] 249/499 1.13G 0.01554 0.004934 0.01785 27 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 249/499 1.13G 0.01808 0.005655 0.0142 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 249/499 1.13G 0.01808 0.005655 0.0142 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 249/499 1.13G 0.01834 0.005854 0.01447 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 249/499 1.13G 0.01834 0.005854 0.01447 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.67it/s] 249/499 1.13G 0.01844 0.005742 0.0117 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.67it/s] 249/499 1.13G 0.01844 0.005742 0.0117 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 249/499 1.13G 0.01844 0.005742 0.0117 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] all 60 60 0.997 1 0.995 0.896 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 250/499 1.13G 0.01758 0.006182 0.01149 35 320: 0%| | 0/4 [00:00<?, ?it/s] 250/499 1.13G 0.01758 0.006182 0.01149 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 250/499 1.13G 0.01686 0.006232 0.00857 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 250/499 1.13G 0.01686 0.006232 0.00857 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 250/499 1.13G 0.01742 0.006456 0.008413 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 250/499 1.13G 0.01742 0.006456 0.008413 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 250/499 1.13G 0.01673 0.006475 0.008018 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 250/499 1.13G 0.01673 0.006475 0.008018 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] 250/499 1.13G 0.01673 0.006475 0.008018 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.997 1 0.995 0.806 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 251/499 1.13G 0.02172 0.006851 0.01254 36 320: 0%| | 0/4 [00:00<?, ?it/s] 251/499 1.13G 0.02172 0.006851 0.01254 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 251/499 1.13G 0.02091 0.007742 0.01504 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 251/499 1.13G 0.02091 0.007742 0.01504 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] 251/499 1.13G 0.02033 0.00738 0.01266 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] 251/499 1.13G 0.02033 0.00738 0.01266 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 251/499 1.13G 0.0203 0.007281 0.01362 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 251/499 1.13G 0.0203 0.007281 0.01362 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 251/499 1.13G 0.0203 0.007281 0.01362 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.991 0.967 0.995 0.913 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 252/499 1.13G 0.01936 0.006103 0.01495 36 320: 0%| | 0/4 [00:00<?, ?it/s] 252/499 1.13G 0.01936 0.006103 0.01495 36 320: 25%|██▌ | 1/4 [00:00<00:00, 3.83it/s] 252/499 1.13G 0.02038 0.006274 0.01146 36 320: 25%|██▌ | 1/4 [00:00<00:00, 3.83it/s] 252/499 1.13G 0.02038 0.006274 0.01146 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] 252/499 1.13G 0.01955 0.007175 0.01092 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] 252/499 1.13G 0.01955 0.007175 0.01092 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.49it/s] 252/499 1.13G 0.02062 0.006658 0.01003 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.49it/s] 252/499 1.13G 0.02062 0.006658 0.01003 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.62it/s] 252/499 1.13G 0.02062 0.006658 0.01003 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.933 0.969 0.995 0.65 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 253/499 1.13G 0.02122 0.008628 0.004607 44 320: 0%| | 0/4 [00:00<?, ?it/s] 253/499 1.13G 0.02122 0.008628 0.004607 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 253/499 1.13G 0.02315 0.009002 0.006172 45 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 253/499 1.13G 0.02315 0.009002 0.006172 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 253/499 1.13G 0.02334 0.009059 0.006975 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] 253/499 1.13G 0.02334 0.009059 0.006975 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 253/499 1.13G 0.02391 0.009432 0.0085 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 253/499 1.13G 0.02391 0.009432 0.0085 35 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 253/499 1.13G 0.02391 0.009432 0.0085 35 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.91 0.98 0.995 0.839 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 254/499 1.13G 0.0173 0.007112 0.01084 42 320: 0%| | 0/4 [00:00<?, ?it/s] 254/499 1.13G 0.0173 0.007112 0.01084 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] 254/499 1.13G 0.0185 0.006758 0.01027 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] 254/499 1.13G 0.0185 0.006758 0.01027 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 254/499 1.13G 0.01899 0.006835 0.009798 43 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 254/499 1.13G 0.01899 0.006835 0.009798 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] 254/499 1.13G 0.01963 0.006881 0.01 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] 254/499 1.13G 0.01963 0.006881 0.01 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 254/499 1.13G 0.01963 0.006881 0.01 28 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] all 60 60 0.911 0.995 0.995 0.755 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 255/499 1.13G 0.02119 0.008473 0.009247 41 320: 0%| | 0/4 [00:00<?, ?it/s] 255/499 1.13G 0.02119 0.008473 0.009247 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 255/499 1.13G 0.01872 0.00752 0.007987 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 255/499 1.13G 0.01872 0.00752 0.007987 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 255/499 1.13G 0.01942 0.007169 0.007587 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 255/499 1.13G 0.01942 0.007169 0.007587 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 255/499 1.13G 0.01935 0.007257 0.007781 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] 255/499 1.13G 0.01935 0.007257 0.007781 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] 255/499 1.13G 0.01935 0.007257 0.007781 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.952 0.968 0.995 0.9 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 256/499 1.13G 0.01912 0.006852 0.006093 36 320: 0%| | 0/4 [00:00<?, ?it/s] 256/499 1.13G 0.01912 0.006852 0.006093 36 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 256/499 1.13G 0.01957 0.006311 0.01067 30 320: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] 256/499 1.13G 0.01957 0.006311 0.01067 30 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 256/499 1.13G 0.01912 0.00653 0.008552 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] 256/499 1.13G 0.01912 0.00653 0.008552 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 256/499 1.13G 0.01846 0.00706 0.009453 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] 256/499 1.13G 0.01846 0.00706 0.009453 35 320: 100%|██████████| 4/4 [00:00<00:00, 4.71it/s] 256/499 1.13G 0.01846 0.00706 0.009453 35 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.995 0.968 0.995 0.812 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 257/499 1.13G 0.01919 0.006313 0.01129 34 320: 0%| | 0/4 [00:00<?, ?it/s] 257/499 1.13G 0.01919 0.006313 0.01129 34 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 257/499 1.13G 0.01864 0.006336 0.009671 36 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 257/499 1.13G 0.01864 0.006336 0.009671 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] 257/499 1.13G 0.01879 0.006751 0.008499 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] 257/499 1.13G 0.01879 0.006751 0.008499 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] 257/499 1.13G 0.01882 0.006788 0.008799 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] 257/499 1.13G 0.01882 0.006788 0.008799 28 320: 100%|██████████| 4/4 [00:00<00:00, 5.09it/s] 257/499 1.13G 0.01882 0.006788 0.008799 28 320: 100%|██████████| 4/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.997 1 0.995 0.882 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 258/499 1.13G 0.02014 0.006853 0.007834 37 320: 0%| | 0/4 [00:00<?, ?it/s] 258/499 1.13G 0.02014 0.006853 0.007834 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.80it/s] 258/499 1.13G 0.01985 0.006699 0.00734 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.80it/s] 258/499 1.13G 0.01985 0.006699 0.00734 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 258/499 1.13G 0.01952 0.006332 0.007326 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] 258/499 1.13G 0.01952 0.006332 0.007326 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 258/499 1.13G 0.01907 0.006571 0.00656 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 258/499 1.13G 0.01907 0.006571 0.00656 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] 258/499 1.13G 0.01907 0.006571 0.00656 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.997 1 0.995 0.839 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 259/499 1.13G 0.01657 0.007141 0.006415 37 320: 0%| | 0/4 [00:00<?, ?it/s] 259/499 1.13G 0.01657 0.007141 0.006415 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 259/499 1.13G 0.01628 0.005904 0.006572 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 259/499 1.13G 0.01628 0.005904 0.006572 29 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 259/499 1.13G 0.01614 0.005718 0.005627 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 259/499 1.13G 0.01614 0.005718 0.005627 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 259/499 1.13G 0.01623 0.006012 0.005319 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] 259/499 1.13G 0.01623 0.006012 0.005319 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.93it/s] 259/499 1.13G 0.01623 0.006012 0.005319 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.996 1 0.995 0.883 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 260/499 1.13G 0.02004 0.005506 0.007907 34 320: 0%| | 0/4 [00:00<?, ?it/s] 260/499 1.13G 0.02004 0.005506 0.007907 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 260/499 1.13G 0.01822 0.006348 0.01117 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 260/499 1.13G 0.01822 0.006348 0.01117 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 260/499 1.13G 0.01753 0.006108 0.009294 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 260/499 1.13G 0.01753 0.006108 0.009294 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 260/499 1.13G 0.01712 0.006214 0.008047 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 260/499 1.13G 0.01712 0.006214 0.008047 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 260/499 1.13G 0.01712 0.006214 0.008047 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] all 60 60 0.978 0.996 0.995 0.847 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 261/499 1.13G 0.01885 0.007993 0.009621 39 320: 0%| | 0/4 [00:00<?, ?it/s] 261/499 1.13G 0.01885 0.007993 0.009621 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 261/499 1.13G 0.01946 0.007343 0.007343 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] 261/499 1.13G 0.01946 0.007343 0.007343 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 261/499 1.13G 0.0188 0.006916 0.007893 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 261/499 1.13G 0.0188 0.006916 0.007893 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 261/499 1.13G 0.01895 0.00684 0.008765 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 261/499 1.13G 0.01895 0.00684 0.008765 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 261/499 1.13G 0.01895 0.00684 0.008765 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.957 0.999 0.995 0.889 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 262/499 1.13G 0.02052 0.006491 0.004436 35 320: 0%| | 0/4 [00:00<?, ?it/s] 262/499 1.13G 0.02052 0.006491 0.004436 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 262/499 1.13G 0.01967 0.006561 0.00463 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 262/499 1.13G 0.01967 0.006561 0.00463 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 262/499 1.13G 0.01934 0.006883 0.006967 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 262/499 1.13G 0.01934 0.006883 0.006967 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 262/499 1.13G 0.01993 0.006738 0.009471 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 262/499 1.13G 0.01993 0.006738 0.009471 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.91it/s] 262/499 1.13G 0.01993 0.006738 0.009471 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] all 60 60 0.975 0.97 0.995 0.877 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 263/499 1.13G 0.01734 0.009387 0.01276 48 320: 0%| | 0/4 [00:00<?, ?it/s] 263/499 1.13G 0.01734 0.009387 0.01276 48 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 263/499 1.13G 0.01663 0.008446 0.01313 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] 263/499 1.13G 0.01663 0.008446 0.01313 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 263/499 1.13G 0.01637 0.007861 0.01095 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] 263/499 1.13G 0.01637 0.007861 0.01095 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 263/499 1.13G 0.01729 0.007344 0.01055 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 263/499 1.13G 0.01729 0.007344 0.01055 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] 263/499 1.13G 0.01729 0.007344 0.01055 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] all 60 60 0.955 0.997 0.995 0.885 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 264/499 1.13G 0.01905 0.006202 0.01335 35 320: 0%| | 0/4 [00:00<?, ?it/s] 264/499 1.13G 0.01905 0.006202 0.01335 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 264/499 1.13G 0.01813 0.006794 0.009869 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 264/499 1.13G 0.01813 0.006794 0.009869 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 264/499 1.13G 0.01746 0.006054 0.008885 27 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 264/499 1.13G 0.01746 0.006054 0.008885 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 264/499 1.13G 0.0178 0.006315 0.008432 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] 264/499 1.13G 0.0178 0.006315 0.008432 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.51it/s] 264/499 1.13G 0.0178 0.006315 0.008432 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.19it/s] all 60 60 0.964 0.997 0.995 0.863 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 265/499 1.13G 0.01676 0.006365 0.004115 38 320: 0%| | 0/4 [00:00<?, ?it/s] 265/499 1.13G 0.01676 0.006365 0.004115 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.66it/s] 265/499 1.13G 0.01787 0.006925 0.005772 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.66it/s] 265/499 1.13G 0.01787 0.006925 0.005772 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 265/499 1.13G 0.01802 0.007169 0.005693 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 265/499 1.13G 0.01802 0.007169 0.005693 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 265/499 1.13G 0.0179 0.006609 0.006611 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 265/499 1.13G 0.0179 0.006609 0.006611 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] 265/499 1.13G 0.0179 0.006609 0.006611 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.996 1 0.995 0.902 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 266/499 1.13G 0.01566 0.006478 0.01092 42 320: 0%| | 0/4 [00:00<?, ?it/s] 266/499 1.13G 0.01566 0.006478 0.01092 42 320: 25%|██▌ | 1/4 [00:00<00:00, 4.67it/s] 266/499 1.13G 0.01696 0.007194 0.009999 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.67it/s] 266/499 1.13G 0.01696 0.007194 0.009999 47 320: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] 266/499 1.13G 0.01717 0.007538 0.007902 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] 266/499 1.13G 0.01717 0.007538 0.007902 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 266/499 1.13G 0.01686 0.007352 0.00849 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] 266/499 1.13G 0.01686 0.007352 0.00849 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 266/499 1.13G 0.01686 0.007352 0.00849 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.997 1 0.995 0.883 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 267/499 1.13G 0.01617 0.006143 0.004093 34 320: 0%| | 0/4 [00:00<?, ?it/s] 267/499 1.13G 0.01617 0.006143 0.004093 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.70it/s] 267/499 1.13G 0.01783 0.006507 0.008091 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.70it/s] 267/499 1.13G 0.01783 0.006507 0.008091 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 267/499 1.13G 0.01789 0.006359 0.009469 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] 267/499 1.13G 0.01789 0.006359 0.009469 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 267/499 1.13G 0.01808 0.007189 0.009711 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] 267/499 1.13G 0.01808 0.007189 0.009711 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] 267/499 1.13G 0.01808 0.007189 0.009711 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] all 60 60 0.996 1 0.995 0.86 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 268/499 1.13G 0.01795 0.007057 0.00657 41 320: 0%| | 0/4 [00:00<?, ?it/s] 268/499 1.13G 0.01795 0.007057 0.00657 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 268/499 1.13G 0.01837 0.007021 0.005606 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 268/499 1.13G 0.01837 0.007021 0.005606 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 268/499 1.13G 0.0186 0.007598 0.007243 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 268/499 1.13G 0.0186 0.007598 0.007243 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 268/499 1.13G 0.01824 0.007471 0.007054 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] 268/499 1.13G 0.01824 0.007471 0.007054 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 268/499 1.13G 0.01824 0.007471 0.007054 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.995 0.999 0.995 0.869 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 269/499 1.13G 0.01816 0.00712 0.004615 37 320: 0%| | 0/4 [00:00<?, ?it/s] 269/499 1.13G 0.01816 0.00712 0.004615 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.57it/s] 269/499 1.13G 0.01855 0.00666 0.004221 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.57it/s] 269/499 1.13G 0.01855 0.00666 0.004221 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] 269/499 1.13G 0.019 0.006954 0.0045 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] 269/499 1.13G 0.019 0.006954 0.0045 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 269/499 1.13G 0.01924 0.006417 0.005179 22 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 269/499 1.13G 0.01924 0.006417 0.005179 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 269/499 1.13G 0.01924 0.006417 0.005179 22 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.994 0.999 0.995 0.868 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 270/499 1.13G 0.01484 0.005316 0.0116 29 320: 0%| | 0/4 [00:00<?, ?it/s] 270/499 1.13G 0.01484 0.005316 0.0116 29 320: 25%|██▌ | 1/4 [00:00<00:00, 4.41it/s] 270/499 1.13G 0.0184 0.006345 0.008914 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.41it/s] 270/499 1.13G 0.0184 0.006345 0.008914 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] 270/499 1.13G 0.01879 0.006225 0.008203 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] 270/499 1.13G 0.01879 0.006225 0.008203 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.63it/s] 270/499 1.13G 0.0187 0.005981 0.007334 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.63it/s] 270/499 1.13G 0.0187 0.005981 0.007334 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.67it/s] 270/499 1.13G 0.0187 0.005981 0.007334 23 320: 100%|██████████| 4/4 [00:00<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.27it/s] all 60 60 0.992 0.999 0.995 0.888 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 271/499 1.13G 0.01546 0.006451 0.006999 38 320: 0%| | 0/4 [00:00<?, ?it/s] 271/499 1.13G 0.01546 0.006451 0.006999 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.29it/s] 271/499 1.13G 0.0174 0.006984 0.008225 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.29it/s] 271/499 1.13G 0.0174 0.006984 0.008225 39 320: 50%|█████ | 2/4 [00:00<00:00, 4.52it/s] 271/499 1.13G 0.01789 0.007018 0.00911 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.52it/s] 271/499 1.13G 0.01789 0.007018 0.00911 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] 271/499 1.13G 0.01782 0.007418 0.009512 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] 271/499 1.13G 0.01782 0.007418 0.009512 38 320: 100%|██████████| 4/4 [00:00<00:00, 4.61it/s] 271/499 1.13G 0.01782 0.007418 0.009512 38 320: 100%|██████████| 4/4 [00:00<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.995 0.999 0.995 0.87 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 272/499 1.13G 0.01853 0.008095 0.007051 44 320: 0%| | 0/4 [00:00<?, ?it/s] 272/499 1.13G 0.01853 0.008095 0.007051 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 272/499 1.13G 0.01675 0.006904 0.006612 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.65it/s] 272/499 1.13G 0.01675 0.006904 0.006612 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 272/499 1.13G 0.01627 0.006962 0.005548 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] 272/499 1.13G 0.01627 0.006962 0.005548 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 272/499 1.13G 0.01659 0.00715 0.005501 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 272/499 1.13G 0.01659 0.00715 0.005501 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 272/499 1.13G 0.01659 0.00715 0.005501 34 320: 100%|██████████| 4/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.994 0.999 0.995 0.899 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 273/499 1.13G 0.0165 0.005402 0.005681 35 320: 0%| | 0/4 [00:00<?, ?it/s] 273/499 1.13G 0.0165 0.005402 0.005681 35 320: 25%|██▌ | 1/4 [00:00<00:00, 4.92it/s] 273/499 1.13G 0.0185 0.005666 0.006906 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.92it/s] 273/499 1.13G 0.0185 0.005666 0.006906 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 273/499 1.13G 0.0176 0.006205 0.006314 44 320: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] 273/499 1.13G 0.0176 0.006205 0.006314 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 273/499 1.13G 0.01731 0.00626 0.006651 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 273/499 1.13G 0.01731 0.00626 0.006651 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 273/499 1.13G 0.01731 0.00626 0.006651 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] all 60 60 0.995 1 0.995 0.889 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 274/499 1.13G 0.01545 0.005645 0.006355 34 320: 0%| | 0/4 [00:00<?, ?it/s] 274/499 1.13G 0.01545 0.005645 0.006355 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 274/499 1.13G 0.01536 0.005891 0.006941 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] 274/499 1.13G 0.01536 0.005891 0.006941 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 274/499 1.13G 0.01488 0.005941 0.006764 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] 274/499 1.13G 0.01488 0.005941 0.006764 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 274/499 1.13G 0.01617 0.005945 0.006809 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 274/499 1.13G 0.01617 0.005945 0.006809 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] 274/499 1.13G 0.01617 0.005945 0.006809 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.22it/s] all 60 60 0.996 1 0.995 0.884 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 275/499 1.13G 0.01965 0.005924 0.003336 34 320: 0%| | 0/4 [00:00<?, ?it/s] 275/499 1.13G 0.01965 0.005924 0.003336 34 320: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] 275/499 1.13G 0.01829 0.005831 0.004944 38 320: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] 275/499 1.13G 0.01829 0.005831 0.004944 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] 275/499 1.13G 0.0179 0.005955 0.008414 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] 275/499 1.13G 0.0179 0.005955 0.008414 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 275/499 1.13G 0.01791 0.005781 0.008733 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] 275/499 1.13G 0.01791 0.005781 0.008733 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] 275/499 1.13G 0.01791 0.005781 0.008733 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.18it/s] all 60 60 0.997 1 0.995 0.883 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 276/499 1.13G 0.01908 0.006917 0.005907 39 320: 0%| | 0/4 [00:00<?, ?it/s] 276/499 1.13G 0.01908 0.006917 0.005907 39 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 276/499 1.13G 0.0182 0.007048 0.007387 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] 276/499 1.13G 0.0182 0.007048 0.007387 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 276/499 1.13G 0.01742 0.006757 0.01052 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] 276/499 1.13G 0.01742 0.006757 0.01052 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 276/499 1.13G 0.01794 0.006609 0.009781 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] 276/499 1.13G 0.01794 0.006609 0.009781 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.72it/s] 276/499 1.13G 0.01794 0.006609 0.009781 26 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.18it/s] all 60 60 0.996 1 0.995 0.906 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 277/499 1.13G 0.01546 0.006811 0.003187 36 320: 0%| | 0/4 [00:00<?, ?it/s] 277/499 1.13G 0.01546 0.006811 0.003187 36 320: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] 277/499 1.13G 0.01702 0.00647 0.005017 34 320: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] 277/499 1.13G 0.01702 0.00647 0.005017 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 277/499 1.13G 0.01672 0.007406 0.007365 42 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 277/499 1.13G 0.01672 0.007406 0.007365 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 277/499 1.13G 0.01675 0.007427 0.007618 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 277/499 1.13G 0.01675 0.007427 0.007618 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 277/499 1.13G 0.01675 0.007427 0.007618 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.996 1 0.995 0.891 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 278/499 1.13G 0.01634 0.006325 0.005674 34 320: 0%| | 0/4 [00:00<?, ?it/s] 278/499 1.13G 0.01634 0.006325 0.005674 34 320: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] 278/499 1.13G 0.01562 0.006342 0.005118 38 320: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] 278/499 1.13G 0.01562 0.006342 0.005118 38 320: 50%|█████ | 2/4 [00:00<00:00, 4.55it/s] 278/499 1.13G 0.016 0.006173 0.006125 33 320: 50%|█████ | 2/4 [00:00<00:00, 4.55it/s] 278/499 1.13G 0.016 0.006173 0.006125 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 278/499 1.13G 0.01647 0.00613 0.00551 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] 278/499 1.13G 0.01647 0.00613 0.00551 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 278/499 1.13G 0.01647 0.00613 0.00551 25 320: 100%|██████████| 4/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] all 60 60 0.998 1 0.995 0.889 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 279/499 1.13G 0.01937 0.007183 0.01127 40 320: 0%| | 0/4 [00:00<?, ?it/s] 279/499 1.13G 0.01937 0.007183 0.01127 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 279/499 1.13G 0.01826 0.007685 0.01059 47 320: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] 279/499 1.13G 0.01826 0.007685 0.01059 47 320: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] 279/499 1.13G 0.01819 0.007508 0.009157 45 320: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] 279/499 1.13G 0.01819 0.007508 0.009157 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 279/499 1.13G 0.01826 0.007529 0.008037 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] 279/499 1.13G 0.01826 0.007529 0.008037 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.98it/s] 279/499 1.13G 0.01826 0.007529 0.008037 33 320: 100%|██████████| 4/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.18it/s] all 60 60 0.998 1 0.995 0.857 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 280/499 1.13G 0.01926 0.01002 0.009249 53 320: 0%| | 0/4 [00:00<?, ?it/s] 280/499 1.13G 0.01926 0.01002 0.009249 53 320: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] 280/499 1.13G 0.01841 0.008191 0.009343 36 320: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] 280/499 1.13G 0.01841 0.008191 0.009343 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] 280/499 1.13G 0.01809 0.007229 0.007839 34 320: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] 280/499 1.13G 0.01809 0.007229 0.007839 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 280/499 1.13G 0.01805 0.007077 0.008376 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] 280/499 1.13G 0.01805 0.007077 0.008376 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.68it/s] 280/499 1.13G 0.01805 0.007077 0.008376 30 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.998 1 0.995 0.878 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 281/499 1.13G 0.01615 0.008013 0.009784 41 320: 0%| | 0/4 [00:00<?, ?it/s] 281/499 1.13G 0.01615 0.008013 0.009784 41 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 281/499 1.13G 0.01609 0.007634 0.00978 41 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 281/499 1.13G 0.01609 0.007634 0.00978 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 281/499 1.13G 0.01701 0.007355 0.008186 40 320: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] 281/499 1.13G 0.01701 0.007355 0.008186 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 281/499 1.13G 0.0166 0.006988 0.007162 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 281/499 1.13G 0.0166 0.006988 0.007162 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.96it/s] 281/499 1.13G 0.0166 0.006988 0.007162 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] all 60 60 0.997 1 0.995 0.898 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 282/499 1.13G 0.01428 0.005523 0.005527 33 320: 0%| | 0/4 [00:00<?, ?it/s] 282/499 1.13G 0.01428 0.005523 0.005527 33 320: 25%|██▌ | 1/4 [00:00<00:00, 4.80it/s] 282/499 1.13G 0.01667 0.005785 0.005496 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.80it/s] 282/499 1.13G 0.01667 0.005785 0.005496 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 282/499 1.13G 0.01754 0.005805 0.006802 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] 282/499 1.13G 0.01754 0.005805 0.006802 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 282/499 1.13G 0.01735 0.006245 0.006487 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 282/499 1.13G 0.01735 0.006245 0.006487 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.70it/s] 282/499 1.13G 0.01735 0.006245 0.006487 31 320: 100%|██████████| 4/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.20it/s] all 60 60 0.997 1 0.995 0.902 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 283/499 1.13G 0.02178 0.00674 0.007948 36 320: 0%| | 0/4 [00:00<?, ?it/s] 283/499 1.13G 0.02178 0.00674 0.007948 36 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 283/499 1.13G 0.01856 0.006237 0.005578 37 320: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] 283/499 1.13G 0.01856 0.006237 0.005578 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 283/499 1.13G 0.01777 0.006018 0.005948 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] 283/499 1.13G 0.01777 0.006018 0.005948 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 283/499 1.13G 0.01731 0.006077 0.005331 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 283/499 1.13G 0.01731 0.006077 0.005331 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.84it/s] 283/499 1.13G 0.01731 0.006077 0.005331 24 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.36it/s] all 60 60 0.997 1 0.995 0.835 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 284/499 1.13G 0.01629 0.0055 0.003 37 320: 0%| | 0/4 [00:00<?, ?it/s] 284/499 1.13G 0.01629 0.0055 0.003 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 284/499 1.13G 0.01699 0.005431 0.008035 32 320: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] 284/499 1.13G 0.01699 0.005431 0.008035 32 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 284/499 1.13G 0.01699 0.005854 0.006953 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 284/499 1.13G 0.01699 0.005854 0.006953 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 284/499 1.13G 0.01705 0.005996 0.006219 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] 284/499 1.13G 0.01705 0.005996 0.006219 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.87it/s] 284/499 1.13G 0.01705 0.005996 0.006219 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.25it/s] all 60 60 0.997 1 0.995 0.91 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 285/499 1.13G 0.01852 0.006604 0.01167 41 320: 0%| | 0/4 [00:00<?, ?it/s] 285/499 1.13G 0.01852 0.006604 0.01167 41 320: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] 285/499 1.13G 0.01775 0.007229 0.009609 41 320: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] 285/499 1.13G 0.01775 0.007229 0.009609 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 285/499 1.13G 0.01744 0.006745 0.009164 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] 285/499 1.13G 0.01744 0.006745 0.009164 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 285/499 1.13G 0.01745 0.007176 0.009393 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] 285/499 1.13G 0.01745 0.007176 0.009393 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s] 285/499 1.13G 0.01745 0.007176 0.009393 32 320: 100%|██████████| 4/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.29it/s] all 60 60 0.997 1 0.995 0.868 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 286/499 1.13G 0.01773 0.009078 0.006346 49 320: 0%| | 0/4 [00:00<?, ?it/s] 286/499 1.13G 0.01773 0.009078 0.006346 49 320: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] 286/499 1.13G 0.01743 0.007971 0.007283 37 320: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] 286/499 1.13G 0.01743 0.007971 0.007283 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 286/499 1.13G 0.0175 0.007519 0.006124 36 320: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] 286/499 1.13G 0.0175 0.007519 0.006124 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 286/499 1.13G 0.01721 0.007449 0.006904 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 286/499 1.13G 0.01721 0.007449 0.006904 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.89it/s] 286/499 1.13G 0.01721 0.007449 0.006904 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.997 1 0.995 0.889 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 287/499 1.13G 0.01906 0.007775 0.01029 44 320: 0%| | 0/4 [00:00<?, ?it/s] 287/499 1.13G 0.01906 0.007775 0.01029 44 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 287/499 1.13G 0.01821 0.007448 0.009384 37 320: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] 287/499 1.13G 0.01821 0.007448 0.009384 37 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 287/499 1.13G 0.01768 0.007159 0.007356 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] 287/499 1.13G 0.01768 0.007159 0.007356 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 287/499 1.13G 0.0174 0.007173 0.007723 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] 287/499 1.13G 0.0174 0.007173 0.007723 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] 287/499 1.13G 0.0174 0.007173 0.007723 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] all 60 60 0.998 1 0.995 0.877 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 288/499 1.13G 0.01635 0.007455 0.009434 40 320: 0%| | 0/4 [00:00<?, ?it/s] 288/499 1.13G 0.01635 0.007455 0.009434 40 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 288/499 1.13G 0.01652 0.007458 0.007077 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] 288/499 1.13G 0.01652 0.007458 0.007077 41 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 288/499 1.13G 0.0179 0.006895 0.006912 35 320: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] 288/499 1.13G 0.0179 0.006895 0.006912 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 288/499 1.13G 0.01758 0.006703 0.00642 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] 288/499 1.13G 0.01758 0.006703 0.00642 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] 288/499 1.13G 0.01758 0.006703 0.00642 27 320: 100%|██████████| 4/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s] all 60 60 0.998 1 0.995 0.875 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 289/499 1.13G 0.02049 0.007107 0.007497 41 320: 0%| | 0/4 [00:00<?, ?it/s] 289/499 1.13G 0.02049 0.007107 0.007497 41 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 289/499 1.13G 0.01986 0.006312 0.006612 31 320: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] 289/499 1.13G 0.01986 0.006312 0.006612 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 289/499 1.13G 0.01936 0.00592 0.006739 31 320: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] 289/499 1.13G 0.01936 0.00592 0.006739 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 289/499 1.13G 0.01901 0.006338 0.006587 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] 289/499 1.13G 0.01901 0.006338 0.006587 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] 289/499 1.13G 0.01901 0.006338 0.006587 29 320: 100%|██████████| 4/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.23it/s] all 60 60 0.998 1 0.995 0.888 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 290/499 1.13G 0.01714 0.005871 0.01132 33 320: 0%| | 0/4 [00:00<?, ?it/s] 290/499 1.13G 0.01714 0.005871 0.01132 33 320: 25%|██▌ | 1/4 [00:00<00:00, 7.30it/s] 290/499 1.13G 0.01596 0.005465 0.009797 30 320: 25%|██▌ | 1/4 [00:00<00:00, 7.30it/s] 290/499 1.13G 0.01596 0.005465 0.009797 30 320: 50%|█████ | 2/4 [00:00<00:00, 7.77it/s] 290/499 1.13G 0.01651 0.005734 0.00917 43 320: 50%|█████ | 2/4 [00:00<00:00, 7.77it/s] 290/499 1.13G 0.01651 0.005734 0.00917 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.02it/s] 290/499 1.13G 0.01702 0.005885 0.007891 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.02it/s] 290/499 1.13G 0.01702 0.005885 0.007891 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] all 60 60 0.998 1 0.995 0.896 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 291/499 1.13G 0.01627 0.006513 0.01017 40 320: 0%| | 0/4 [00:00<?, ?it/s] 291/499 1.13G 0.01627 0.006513 0.01017 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 291/499 1.13G 0.01421 0.006123 0.01693 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 291/499 1.13G 0.01421 0.006123 0.01693 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 291/499 1.13G 0.01506 0.006211 0.0137 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 291/499 1.13G 0.01506 0.006211 0.0137 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 291/499 1.13G 0.01513 0.006136 0.01182 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 291/499 1.13G 0.01513 0.006136 0.01182 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.67it/s] 291/499 1.13G 0.01513 0.006136 0.01182 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.998 1 0.995 0.905 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 292/499 1.13G 0.01424 0.007546 0.01024 42 320: 0%| | 0/4 [00:00<?, ?it/s] 292/499 1.13G 0.01424 0.007546 0.01024 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 292/499 1.13G 0.01452 0.007809 0.009704 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 292/499 1.13G 0.01452 0.007809 0.009704 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 292/499 1.13G 0.01571 0.006917 0.009541 29 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 292/499 1.13G 0.01571 0.006917 0.009541 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 292/499 1.13G 0.0149 0.006797 0.007924 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 292/499 1.13G 0.0149 0.006797 0.007924 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.998 1 0.995 0.921 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 293/499 1.13G 0.01555 0.005899 0.01119 38 320: 0%| | 0/4 [00:00<?, ?it/s] 293/499 1.13G 0.01555 0.005899 0.01119 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.13it/s] 293/499 1.13G 0.01567 0.006245 0.008173 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.13it/s] 293/499 1.13G 0.01567 0.006245 0.008173 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.21it/s] 293/499 1.13G 0.01563 0.005958 0.008728 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.21it/s] 293/499 1.13G 0.01563 0.005958 0.008728 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 293/499 1.13G 0.01556 0.005753 0.01062 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 293/499 1.13G 0.01556 0.005753 0.01062 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.896 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 294/499 1.13G 0.01554 0.00537 0.009672 32 320: 0%| | 0/4 [00:00<?, ?it/s] 294/499 1.13G 0.01554 0.00537 0.009672 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.00it/s] 294/499 1.13G 0.01825 0.007256 0.009918 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.00it/s] 294/499 1.13G 0.01825 0.007256 0.009918 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.08it/s] 294/499 1.13G 0.01832 0.00664 0.009494 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.08it/s] 294/499 1.13G 0.01832 0.00664 0.009494 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.10it/s] 294/499 1.13G 0.01852 0.006339 0.008741 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.10it/s] 294/499 1.13G 0.01852 0.006339 0.008741 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] all 60 60 0.998 1 0.995 0.863 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 295/499 1.13G 0.0177 0.007205 0.01145 39 320: 0%| | 0/4 [00:00<?, ?it/s] 295/499 1.13G 0.0177 0.007205 0.01145 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 295/499 1.13G 0.01726 0.006724 0.01095 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 295/499 1.13G 0.01726 0.006724 0.01095 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 295/499 1.13G 0.01724 0.00681 0.009515 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 295/499 1.13G 0.01724 0.00681 0.009515 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 295/499 1.13G 0.01744 0.006874 0.009469 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 295/499 1.13G 0.01744 0.006874 0.009469 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.88it/s] 295/499 1.13G 0.01744 0.006874 0.009469 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.909 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 296/499 1.13G 0.01563 0.005949 0.003471 36 320: 0%| | 0/4 [00:00<?, ?it/s] 296/499 1.13G 0.01563 0.005949 0.003471 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 296/499 1.13G 0.01597 0.006501 0.005477 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 296/499 1.13G 0.01597 0.006501 0.005477 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 296/499 1.13G 0.01613 0.006887 0.00777 45 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 296/499 1.13G 0.01613 0.006887 0.00777 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 296/499 1.13G 0.01609 0.006589 0.008002 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 296/499 1.13G 0.01609 0.006589 0.008002 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.15it/s] all 60 60 0.998 1 0.995 0.852 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 297/499 1.13G 0.01367 0.006818 0.006642 39 320: 0%| | 0/4 [00:00<?, ?it/s] 297/499 1.13G 0.01367 0.006818 0.006642 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 297/499 1.13G 0.01449 0.006652 0.008631 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 297/499 1.13G 0.01449 0.006652 0.008631 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 297/499 1.13G 0.0147 0.006171 0.007165 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 297/499 1.13G 0.0147 0.006171 0.007165 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 297/499 1.13G 0.01471 0.006224 0.006558 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 297/499 1.13G 0.01471 0.006224 0.006558 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.06it/s] all 60 60 0.998 1 0.995 0.912 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 298/499 1.13G 0.01733 0.007687 0.009571 46 320: 0%| | 0/4 [00:00<?, ?it/s] 298/499 1.13G 0.01733 0.007687 0.009571 46 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 298/499 1.13G 0.01723 0.007319 0.007305 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 298/499 1.13G 0.01723 0.007319 0.007305 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.27it/s] 298/499 1.13G 0.01786 0.006808 0.009033 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.27it/s] 298/499 1.13G 0.01786 0.006808 0.009033 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 298/499 1.13G 0.01772 0.0074 0.00849 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 298/499 1.13G 0.01772 0.0074 0.00849 35 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.26it/s] all 60 60 0.998 1 0.995 0.888 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 299/499 1.13G 0.0149 0.006937 0.003171 38 320: 0%| | 0/4 [00:00<?, ?it/s] 299/499 1.13G 0.0149 0.006937 0.003171 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.32it/s] 299/499 1.13G 0.01583 0.00598 0.003857 29 320: 25%|██▌ | 1/4 [00:00<00:00, 8.32it/s] 299/499 1.13G 0.01583 0.00598 0.003857 29 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 299/499 1.13G 0.01694 0.00666 0.005244 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 299/499 1.13G 0.01694 0.00666 0.005244 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 299/499 1.13G 0.01631 0.006261 0.005552 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 299/499 1.13G 0.01631 0.006261 0.005552 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.55it/s] 299/499 1.13G 0.01631 0.006261 0.005552 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.30it/s] all 60 60 0.998 1 0.995 0.888 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 300/499 1.13G 0.02195 0.005136 0.01802 27 320: 0%| | 0/4 [00:00<?, ?it/s] 300/499 1.13G 0.02195 0.005136 0.01802 27 320: 25%|██▌ | 1/4 [00:00<00:00, 8.34it/s] 300/499 1.13G 0.01849 0.005309 0.01112 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.34it/s] 300/499 1.13G 0.01849 0.005309 0.01112 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 300/499 1.13G 0.01821 0.005537 0.009733 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 300/499 1.13G 0.01821 0.005537 0.009733 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 300/499 1.13G 0.01826 0.006197 0.008453 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 300/499 1.13G 0.01826 0.006197 0.008453 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.998 1 0.995 0.886 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 301/499 1.13G 0.01646 0.005946 0.005155 32 320: 0%| | 0/4 [00:00<?, ?it/s] 301/499 1.13G 0.01646 0.005946 0.005155 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.28it/s] 301/499 1.13G 0.01746 0.006967 0.008623 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.28it/s] 301/499 1.13G 0.01746 0.006967 0.008623 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.31it/s] 301/499 1.13G 0.0162 0.006417 0.006912 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.31it/s] 301/499 1.13G 0.0162 0.006417 0.006912 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 301/499 1.13G 0.01607 0.005991 0.006197 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 301/499 1.13G 0.01607 0.005991 0.006197 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.21it/s] all 60 60 0.998 1 0.995 0.918 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 302/499 1.13G 0.01387 0.004442 0.003404 30 320: 0%| | 0/4 [00:00<?, ?it/s] 302/499 1.13G 0.01387 0.004442 0.003404 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.13it/s] 302/499 1.13G 0.01543 0.005809 0.007802 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.13it/s] 302/499 1.13G 0.01543 0.005809 0.007802 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.21it/s] 302/499 1.13G 0.0155 0.005655 0.006594 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.21it/s] 302/499 1.13G 0.0155 0.005655 0.006594 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 302/499 1.13G 0.01521 0.005788 0.007347 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 302/499 1.13G 0.01521 0.005788 0.007347 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.78it/s] 302/499 1.13G 0.01521 0.005788 0.007347 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.997 1 0.995 0.909 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 303/499 1.13G 0.01496 0.006323 0.004546 37 320: 0%| | 0/4 [00:00<?, ?it/s] 303/499 1.13G 0.01496 0.006323 0.004546 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 303/499 1.13G 0.01464 0.00676 0.003984 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 303/499 1.13G 0.01464 0.00676 0.003984 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 303/499 1.13G 0.01484 0.007 0.006444 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 303/499 1.13G 0.01484 0.007 0.006444 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 303/499 1.13G 0.01431 0.00658 0.006122 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 303/499 1.13G 0.01431 0.00658 0.006122 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.87it/s] 303/499 1.13G 0.01431 0.00658 0.006122 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.09it/s] all 60 60 0.997 1 0.995 0.914 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 304/499 1.13G 0.01544 0.005763 0.01035 34 320: 0%| | 0/4 [00:00<?, ?it/s] 304/499 1.13G 0.01544 0.005763 0.01035 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 304/499 1.13G 0.01604 0.005681 0.009454 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 304/499 1.13G 0.01604 0.005681 0.009454 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 304/499 1.13G 0.01625 0.006555 0.008243 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 304/499 1.13G 0.01625 0.006555 0.008243 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 304/499 1.13G 0.01624 0.006739 0.008689 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 304/499 1.13G 0.01624 0.006739 0.008689 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.10it/s] all 60 60 0.997 1 0.995 0.916 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 305/499 1.13G 0.01726 0.006855 0.003939 42 320: 0%| | 0/4 [00:00<?, ?it/s] 305/499 1.13G 0.01726 0.006855 0.003939 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 305/499 1.13G 0.01575 0.006119 0.007008 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 305/499 1.13G 0.01575 0.006119 0.007008 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 305/499 1.13G 0.01646 0.006416 0.009466 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 305/499 1.13G 0.01646 0.006416 0.009466 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 305/499 1.13G 0.01673 0.006571 0.008088 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 305/499 1.13G 0.01673 0.006571 0.008088 36 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.997 1 0.995 0.907 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 306/499 1.13G 0.01842 0.005163 0.003839 34 320: 0%| | 0/4 [00:00<?, ?it/s] 306/499 1.13G 0.01842 0.005163 0.003839 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 306/499 1.13G 0.01814 0.005947 0.003956 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 306/499 1.13G 0.01814 0.005947 0.003956 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 306/499 1.13G 0.0184 0.006976 0.006261 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 306/499 1.13G 0.0184 0.006976 0.006261 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 306/499 1.13G 0.01835 0.006555 0.006578 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 306/499 1.13G 0.01835 0.006555 0.006578 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.903 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 307/499 1.13G 0.01593 0.006573 0.005124 39 320: 0%| | 0/4 [00:00<?, ?it/s] 307/499 1.13G 0.01593 0.006573 0.005124 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 307/499 1.13G 0.01647 0.006057 0.00629 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 307/499 1.13G 0.01647 0.006057 0.00629 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 307/499 1.13G 0.01644 0.006059 0.008363 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 307/499 1.13G 0.01644 0.006059 0.008363 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 307/499 1.13G 0.01583 0.006271 0.006987 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 307/499 1.13G 0.01583 0.006271 0.006987 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.91 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 308/499 1.13G 0.01572 0.006884 0.006331 43 320: 0%| | 0/4 [00:00<?, ?it/s] 308/499 1.13G 0.01572 0.006884 0.006331 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 308/499 1.13G 0.01576 0.00665 0.005208 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 308/499 1.13G 0.01576 0.00665 0.005208 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 308/499 1.13G 0.01598 0.006351 0.004537 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 308/499 1.13G 0.01598 0.006351 0.004537 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 308/499 1.13G 0.01639 0.00711 0.004869 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 308/499 1.13G 0.01639 0.00711 0.004869 43 320: 100%|██████████| 4/4 [00:00<00:00, 8.84it/s] 308/499 1.13G 0.01639 0.00711 0.004869 43 320: 100%|██████████| 4/4 [00:00<00:00, 8.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.09it/s] all 60 60 0.997 1 0.995 0.886 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 309/499 1.13G 0.01969 0.005357 0.004262 29 320: 0%| | 0/4 [00:00<?, ?it/s] 309/499 1.13G 0.01969 0.005357 0.004262 29 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 309/499 1.13G 0.01899 0.006472 0.005965 49 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 309/499 1.13G 0.01899 0.006472 0.005965 49 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 309/499 1.13G 0.01863 0.006468 0.009452 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 309/499 1.13G 0.01863 0.006468 0.009452 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 309/499 1.13G 0.01804 0.006576 0.008539 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 309/499 1.13G 0.01804 0.006576 0.008539 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.897 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 310/499 1.13G 0.01578 0.00532 0.003044 33 320: 0%| | 0/4 [00:00<?, ?it/s] 310/499 1.13G 0.01578 0.00532 0.003044 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 310/499 1.13G 0.01739 0.006395 0.004316 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 310/499 1.13G 0.01739 0.006395 0.004316 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 310/499 1.13G 0.01684 0.006445 0.007426 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 310/499 1.13G 0.01684 0.006445 0.007426 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 310/499 1.13G 0.01663 0.006626 0.006616 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 310/499 1.13G 0.01663 0.006626 0.006616 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.904 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 311/499 1.13G 0.01649 0.005711 0.00573 36 320: 0%| | 0/4 [00:00<?, ?it/s] 311/499 1.13G 0.01649 0.005711 0.00573 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 311/499 1.13G 0.01617 0.006848 0.00513 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 311/499 1.13G 0.01617 0.006848 0.00513 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 311/499 1.13G 0.01591 0.006299 0.005922 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 311/499 1.13G 0.01591 0.006299 0.005922 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 311/499 1.13G 0.01615 0.006488 0.005754 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 311/499 1.13G 0.01615 0.006488 0.005754 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.90it/s] 311/499 1.13G 0.01615 0.006488 0.005754 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.909 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 312/499 1.13G 0.01749 0.005905 0.006585 35 320: 0%| | 0/4 [00:00<?, ?it/s] 312/499 1.13G 0.01749 0.005905 0.006585 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 312/499 1.13G 0.01748 0.005945 0.008166 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 312/499 1.13G 0.01748 0.005945 0.008166 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 312/499 1.13G 0.01641 0.005989 0.006963 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 312/499 1.13G 0.01641 0.005989 0.006963 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 312/499 1.13G 0.01596 0.006165 0.00638 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 312/499 1.13G 0.01596 0.006165 0.00638 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.997 1 0.995 0.881 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 313/499 1.13G 0.01728 0.007939 0.006233 40 320: 0%| | 0/4 [00:00<?, ?it/s] 313/499 1.13G 0.01728 0.007939 0.006233 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 313/499 1.13G 0.01881 0.008225 0.007355 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 313/499 1.13G 0.01881 0.008225 0.007355 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 313/499 1.13G 0.01758 0.007585 0.007349 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 313/499 1.13G 0.01758 0.007585 0.007349 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 313/499 1.13G 0.01723 0.007333 0.008806 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 313/499 1.13G 0.01723 0.007333 0.008806 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] all 60 60 0.997 1 0.995 0.862 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 314/499 1.13G 0.01646 0.004997 0.004271 31 320: 0%| | 0/4 [00:00<?, ?it/s] 314/499 1.13G 0.01646 0.004997 0.004271 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 314/499 1.13G 0.01851 0.005768 0.007217 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 314/499 1.13G 0.01851 0.005768 0.007217 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 314/499 1.13G 0.01763 0.005583 0.007579 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 314/499 1.13G 0.01763 0.005583 0.007579 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 314/499 1.13G 0.01697 0.0057 0.0117 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 314/499 1.13G 0.01697 0.0057 0.0117 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.89 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 315/499 1.13G 0.01473 0.005682 0.003299 27 320: 0%| | 0/4 [00:00<?, ?it/s] 315/499 1.13G 0.01473 0.005682 0.003299 27 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 315/499 1.13G 0.01548 0.00627 0.005514 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 315/499 1.13G 0.01548 0.00627 0.005514 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.21it/s] 315/499 1.13G 0.01478 0.006046 0.004811 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.21it/s] 315/499 1.13G 0.01478 0.006046 0.004811 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 315/499 1.13G 0.0157 0.00628 0.006561 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 315/499 1.13G 0.0157 0.00628 0.006561 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.911 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 316/499 1.13G 0.01383 0.005034 0.009773 33 320: 0%| | 0/4 [00:00<?, ?it/s] 316/499 1.13G 0.01383 0.005034 0.009773 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 316/499 1.13G 0.01409 0.005509 0.007821 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 316/499 1.13G 0.01409 0.005509 0.007821 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 316/499 1.13G 0.01461 0.006217 0.007185 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 316/499 1.13G 0.01461 0.006217 0.007185 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 316/499 1.13G 0.01411 0.005716 0.006727 19 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 316/499 1.13G 0.01411 0.005716 0.006727 19 320: 100%|██████████| 4/4 [00:00<00:00, 8.84it/s] 316/499 1.13G 0.01411 0.005716 0.006727 19 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.93it/s] all 60 60 0.997 1 0.995 0.911 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 317/499 1.13G 0.0147 0.006217 0.003524 32 320: 0%| | 0/4 [00:00<?, ?it/s] 317/499 1.13G 0.0147 0.006217 0.003524 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 317/499 1.13G 0.01581 0.006489 0.006125 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 317/499 1.13G 0.01581 0.006489 0.006125 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 317/499 1.13G 0.01619 0.006114 0.006537 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 317/499 1.13G 0.01619 0.006114 0.006537 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 317/499 1.13G 0.01611 0.006452 0.006551 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 317/499 1.13G 0.01611 0.006452 0.006551 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.996 1 0.995 0.884 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 318/499 1.13G 0.01801 0.005789 0.01013 34 320: 0%| | 0/4 [00:00<?, ?it/s] 318/499 1.13G 0.01801 0.005789 0.01013 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 318/499 1.13G 0.01586 0.005859 0.007856 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 318/499 1.13G 0.01586 0.005859 0.007856 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 318/499 1.13G 0.01545 0.005297 0.006364 27 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 318/499 1.13G 0.01545 0.005297 0.006364 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 318/499 1.13G 0.01544 0.005818 0.008423 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 318/499 1.13G 0.01544 0.005818 0.008423 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.79it/s] 318/499 1.13G 0.01544 0.005818 0.008423 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.12it/s] all 60 60 0.996 1 0.995 0.892 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 319/499 1.13G 0.016 0.006181 0.009466 35 320: 0%| | 0/4 [00:00<?, ?it/s] 319/499 1.13G 0.016 0.006181 0.009466 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 319/499 1.13G 0.01555 0.006434 0.006622 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 319/499 1.13G 0.01555 0.006434 0.006622 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 319/499 1.13G 0.01543 0.006101 0.006182 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 319/499 1.13G 0.01543 0.006101 0.006182 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 319/499 1.13G 0.01518 0.005987 0.00552 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 319/499 1.13G 0.01518 0.005987 0.00552 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.996 1 0.995 0.893 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 320/499 1.13G 0.01408 0.006447 0.003683 40 320: 0%| | 0/4 [00:00<?, ?it/s] 320/499 1.13G 0.01408 0.006447 0.003683 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 320/499 1.13G 0.01502 0.00622 0.005853 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 320/499 1.13G 0.01502 0.00622 0.005853 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 320/499 1.13G 0.01459 0.006194 0.008083 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 320/499 1.13G 0.01459 0.006194 0.008083 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 320/499 1.13G 0.0149 0.00622 0.007183 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 320/499 1.13G 0.0149 0.00622 0.007183 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.29it/s] all 60 60 0.997 1 0.995 0.9 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 321/499 1.13G 0.01916 0.005495 0.006341 36 320: 0%| | 0/4 [00:00<?, ?it/s] 321/499 1.13G 0.01916 0.005495 0.006341 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 321/499 1.13G 0.01797 0.006017 0.007679 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 321/499 1.13G 0.01797 0.006017 0.007679 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 321/499 1.13G 0.01696 0.005643 0.006869 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 321/499 1.13G 0.01696 0.005643 0.006869 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 321/499 1.13G 0.01685 0.00567 0.006032 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 321/499 1.13G 0.01685 0.00567 0.006032 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.29it/s] all 60 60 0.997 1 0.995 0.891 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 322/499 1.13G 0.01811 0.005827 0.006709 31 320: 0%| | 0/4 [00:00<?, ?it/s] 322/499 1.13G 0.01811 0.005827 0.006709 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 322/499 1.13G 0.01685 0.006085 0.004648 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 322/499 1.13G 0.01685 0.006085 0.004648 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 322/499 1.13G 0.01682 0.006114 0.005801 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 322/499 1.13G 0.01682 0.006114 0.005801 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 322/499 1.13G 0.01809 0.005987 0.00694 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 322/499 1.13G 0.01809 0.005987 0.00694 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.874 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 323/499 1.13G 0.0169 0.006019 0.00906 37 320: 0%| | 0/4 [00:00<?, ?it/s] 323/499 1.13G 0.0169 0.006019 0.00906 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 323/499 1.13G 0.01811 0.006297 0.008314 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 323/499 1.13G 0.01811 0.006297 0.008314 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.19it/s] 323/499 1.13G 0.01788 0.006291 0.009068 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.19it/s] 323/499 1.13G 0.01788 0.006291 0.009068 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 323/499 1.13G 0.01782 0.006308 0.008847 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 323/499 1.13G 0.01782 0.006308 0.008847 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.81it/s] 323/499 1.13G 0.01782 0.006308 0.008847 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.997 1 0.995 0.908 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 324/499 1.13G 0.01561 0.006558 0.003993 39 320: 0%| | 0/4 [00:00<?, ?it/s] 324/499 1.13G 0.01561 0.006558 0.003993 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 324/499 1.13G 0.01676 0.005903 0.007906 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 324/499 1.13G 0.01676 0.005903 0.007906 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 324/499 1.13G 0.01664 0.005865 0.007931 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 324/499 1.13G 0.01664 0.005865 0.007931 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 324/499 1.13G 0.0169 0.005973 0.006981 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 324/499 1.13G 0.0169 0.005973 0.006981 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.85it/s] 324/499 1.13G 0.0169 0.005973 0.006981 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.997 1 0.995 0.905 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 325/499 1.13G 0.01448 0.006258 0.005893 38 320: 0%| | 0/4 [00:00<?, ?it/s] 325/499 1.13G 0.01448 0.006258 0.005893 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 325/499 1.13G 0.01539 0.007025 0.004828 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 325/499 1.13G 0.01539 0.007025 0.004828 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 325/499 1.13G 0.01576 0.00695 0.005822 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 325/499 1.13G 0.01576 0.00695 0.005822 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 325/499 1.13G 0.01566 0.006718 0.00529 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 325/499 1.13G 0.01566 0.006718 0.00529 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.10it/s] all 60 60 0.997 1 0.995 0.913 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 326/499 1.13G 0.01843 0.005646 0.009354 36 320: 0%| | 0/4 [00:00<?, ?it/s] 326/499 1.13G 0.01843 0.005646 0.009354 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 326/499 1.13G 0.01753 0.005885 0.0106 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 326/499 1.13G 0.01753 0.005885 0.0106 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 326/499 1.13G 0.01622 0.00577 0.01017 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 326/499 1.13G 0.01622 0.00577 0.01017 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 326/499 1.13G 0.01566 0.006214 0.008392 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 326/499 1.13G 0.01566 0.006214 0.008392 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.997 1 0.995 0.915 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 327/499 1.13G 0.01619 0.004943 0.0122 30 320: 0%| | 0/4 [00:00<?, ?it/s] 327/499 1.13G 0.01619 0.004943 0.0122 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 327/499 1.13G 0.01573 0.006054 0.009834 45 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 327/499 1.13G 0.01573 0.006054 0.009834 45 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 327/499 1.13G 0.01549 0.006536 0.00791 48 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 327/499 1.13G 0.01549 0.006536 0.00791 48 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 327/499 1.13G 0.0149 0.006495 0.009314 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 327/499 1.13G 0.0149 0.006495 0.009314 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.86 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 328/499 1.13G 0.01514 0.006361 0.003447 37 320: 0%| | 0/4 [00:00<?, ?it/s] 328/499 1.13G 0.01514 0.006361 0.003447 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 328/499 1.13G 0.01632 0.007075 0.004494 46 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 328/499 1.13G 0.01632 0.007075 0.004494 46 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 328/499 1.13G 0.01664 0.007113 0.005578 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 328/499 1.13G 0.01664 0.007113 0.005578 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 328/499 1.13G 0.01642 0.006973 0.007433 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 328/499 1.13G 0.01642 0.006973 0.007433 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.881 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 329/499 1.13G 0.01545 0.006684 0.006435 40 320: 0%| | 0/4 [00:00<?, ?it/s] 329/499 1.13G 0.01545 0.006684 0.006435 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 329/499 1.13G 0.01519 0.006322 0.004974 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 329/499 1.13G 0.01519 0.006322 0.004974 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 329/499 1.13G 0.01592 0.006352 0.006364 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 329/499 1.13G 0.01592 0.006352 0.006364 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 329/499 1.13G 0.01579 0.006208 0.00819 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 329/499 1.13G 0.01579 0.006208 0.00819 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.907 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 330/499 1.13G 0.01627 0.006993 0.005064 35 320: 0%| | 0/4 [00:00<?, ?it/s] 330/499 1.13G 0.01627 0.006993 0.005064 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 330/499 1.13G 0.01615 0.006667 0.006215 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 330/499 1.13G 0.01615 0.006667 0.006215 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 330/499 1.13G 0.01517 0.006203 0.005488 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 330/499 1.13G 0.01517 0.006203 0.005488 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 330/499 1.13G 0.01634 0.005818 0.008948 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 330/499 1.13G 0.01634 0.005818 0.008948 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.14it/s] all 60 60 0.997 1 0.995 0.836 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 331/499 1.13G 0.0152 0.004935 0.003528 32 320: 0%| | 0/4 [00:00<?, ?it/s] 331/499 1.13G 0.0152 0.004935 0.003528 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 331/499 1.13G 0.01567 0.006578 0.006156 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 331/499 1.13G 0.01567 0.006578 0.006156 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 331/499 1.13G 0.01556 0.006169 0.005711 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 331/499 1.13G 0.01556 0.006169 0.005711 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 331/499 1.13G 0.01584 0.006334 0.00594 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 331/499 1.13G 0.01584 0.006334 0.00594 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.08it/s] all 60 60 0.997 1 0.995 0.909 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 332/499 1.13G 0.01344 0.004702 0.009359 34 320: 0%| | 0/4 [00:00<?, ?it/s] 332/499 1.13G 0.01344 0.004702 0.009359 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 332/499 1.13G 0.01386 0.005425 0.007195 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 332/499 1.13G 0.01386 0.005425 0.007195 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 332/499 1.13G 0.0141 0.005356 0.006063 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 332/499 1.13G 0.0141 0.005356 0.006063 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 332/499 1.13G 0.01392 0.005979 0.005953 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 332/499 1.13G 0.01392 0.005979 0.005953 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.77it/s] 332/499 1.13G 0.01392 0.005979 0.005953 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] all 60 60 0.997 1 0.995 0.874 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 333/499 1.13G 0.01279 0.005942 0.003653 37 320: 0%| | 0/4 [00:00<?, ?it/s] 333/499 1.13G 0.01279 0.005942 0.003653 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 333/499 1.13G 0.01349 0.006266 0.004237 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 333/499 1.13G 0.01349 0.006266 0.004237 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 333/499 1.13G 0.0136 0.005901 0.006415 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 333/499 1.13G 0.0136 0.005901 0.006415 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.37it/s] 333/499 1.13G 0.01376 0.006044 0.005733 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.37it/s] 333/499 1.13G 0.01376 0.006044 0.005733 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.85it/s] 333/499 1.13G 0.01376 0.006044 0.005733 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.91 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 334/499 1.13G 0.01502 0.005506 0.003706 33 320: 0%| | 0/4 [00:00<?, ?it/s] 334/499 1.13G 0.01502 0.005506 0.003706 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 334/499 1.13G 0.01526 0.006068 0.005391 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 334/499 1.13G 0.01526 0.006068 0.005391 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 334/499 1.13G 0.01587 0.006048 0.005669 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 334/499 1.13G 0.01587 0.006048 0.005669 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 334/499 1.13G 0.01549 0.005993 0.005089 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 334/499 1.13G 0.01549 0.005993 0.005089 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.82it/s] 334/499 1.13G 0.01549 0.005993 0.005089 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] all 60 60 0.997 1 0.995 0.884 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 335/499 1.13G 0.01717 0.006601 0.01255 44 320: 0%| | 0/4 [00:00<?, ?it/s] 335/499 1.13G 0.01717 0.006601 0.01255 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 335/499 1.13G 0.0175 0.006265 0.00884 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 335/499 1.13G 0.0175 0.006265 0.00884 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 335/499 1.13G 0.01816 0.005945 0.01012 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 335/499 1.13G 0.01816 0.005945 0.01012 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 335/499 1.13G 0.01774 0.006574 0.008782 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 335/499 1.13G 0.01774 0.006574 0.008782 37 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] all 60 60 0.997 1 0.995 0.86 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 336/499 1.13G 0.01417 0.005312 0.005096 35 320: 0%| | 0/4 [00:00<?, ?it/s] 336/499 1.13G 0.01417 0.005312 0.005096 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 336/499 1.13G 0.01608 0.005799 0.008606 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 336/499 1.13G 0.01608 0.005799 0.008606 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 336/499 1.13G 0.01567 0.005951 0.006903 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 336/499 1.13G 0.01567 0.005951 0.006903 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 336/499 1.13G 0.01572 0.005995 0.005972 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 336/499 1.13G 0.01572 0.005995 0.005972 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.906 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 337/499 1.13G 0.01575 0.006942 0.008368 42 320: 0%| | 0/4 [00:00<?, ?it/s] 337/499 1.13G 0.01575 0.006942 0.008368 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 337/499 1.13G 0.01537 0.006179 0.005912 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 337/499 1.13G 0.01537 0.006179 0.005912 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 337/499 1.13G 0.01473 0.005916 0.006154 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 337/499 1.13G 0.01473 0.005916 0.006154 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 337/499 1.13G 0.01458 0.005936 0.00527 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 337/499 1.13G 0.01458 0.005936 0.00527 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] all 60 60 0.997 1 0.995 0.88 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 338/499 1.13G 0.0184 0.007065 0.006226 45 320: 0%| | 0/4 [00:00<?, ?it/s] 338/499 1.13G 0.0184 0.007065 0.006226 45 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 338/499 1.13G 0.01518 0.007103 0.01121 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 338/499 1.13G 0.01518 0.007103 0.01121 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 338/499 1.13G 0.015 0.007237 0.01001 46 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 338/499 1.13G 0.015 0.007237 0.01001 46 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 338/499 1.13G 0.01571 0.007413 0.01026 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 338/499 1.13G 0.01571 0.007413 0.01026 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] 338/499 1.13G 0.01571 0.007413 0.01026 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.916 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 339/499 1.13G 0.01454 0.007546 0.009162 43 320: 0%| | 0/4 [00:00<?, ?it/s] 339/499 1.13G 0.01454 0.007546 0.009162 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 339/499 1.13G 0.01758 0.007194 0.008633 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 339/499 1.13G 0.01758 0.007194 0.008633 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 339/499 1.13G 0.0164 0.006295 0.008487 29 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 339/499 1.13G 0.0164 0.006295 0.008487 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 339/499 1.13G 0.01564 0.006148 0.007283 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 339/499 1.13G 0.01564 0.006148 0.007283 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.917 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 340/499 1.13G 0.01455 0.007134 0.01114 45 320: 0%| | 0/4 [00:00<?, ?it/s] 340/499 1.13G 0.01455 0.007134 0.01114 45 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 340/499 1.13G 0.01502 0.00653 0.01112 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 340/499 1.13G 0.01502 0.00653 0.01112 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 340/499 1.13G 0.01442 0.006383 0.009599 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 340/499 1.13G 0.01442 0.006383 0.009599 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 340/499 1.13G 0.01441 0.006376 0.008233 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 340/499 1.13G 0.01441 0.006376 0.008233 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.87it/s] 340/499 1.13G 0.01441 0.006376 0.008233 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.916 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 341/499 1.13G 0.01469 0.004856 0.01311 33 320: 0%| | 0/4 [00:00<?, ?it/s] 341/499 1.13G 0.01469 0.004856 0.01311 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 341/499 1.13G 0.01435 0.004542 0.009138 27 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 341/499 1.13G 0.01435 0.004542 0.009138 27 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 341/499 1.13G 0.01502 0.005125 0.007963 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 341/499 1.13G 0.01502 0.005125 0.007963 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 341/499 1.13G 0.01456 0.005835 0.006747 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 341/499 1.13G 0.01456 0.005835 0.006747 36 320: 100%|██████████| 4/4 [00:00<00:00, 8.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] all 60 60 0.997 1 0.995 0.901 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 342/499 1.13G 0.01589 0.006273 0.00747 39 320: 0%| | 0/4 [00:00<?, ?it/s] 342/499 1.13G 0.01589 0.006273 0.00747 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 342/499 1.13G 0.0159 0.005475 0.007048 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 342/499 1.13G 0.0159 0.005475 0.007048 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 342/499 1.13G 0.01562 0.005687 0.006535 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 342/499 1.13G 0.01562 0.005687 0.006535 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 342/499 1.13G 0.01538 0.005876 0.005903 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 342/499 1.13G 0.01538 0.005876 0.005903 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.06it/s] all 60 60 0.997 1 0.995 0.903 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 343/499 1.13G 0.01692 0.006166 0.004739 39 320: 0%| | 0/4 [00:00<?, ?it/s] 343/499 1.13G 0.01692 0.006166 0.004739 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 343/499 1.13G 0.01711 0.005796 0.008642 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 343/499 1.13G 0.01711 0.005796 0.008642 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 343/499 1.13G 0.01747 0.005568 0.007833 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 343/499 1.13G 0.01747 0.005568 0.007833 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 343/499 1.13G 0.01716 0.005567 0.007523 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 343/499 1.13G 0.01716 0.005567 0.007523 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.89 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 344/499 1.13G 0.01837 0.006405 0.006353 41 320: 0%| | 0/4 [00:00<?, ?it/s] 344/499 1.13G 0.01837 0.006405 0.006353 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 344/499 1.13G 0.01553 0.00578 0.004724 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 344/499 1.13G 0.01553 0.00578 0.004724 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 344/499 1.13G 0.01511 0.00547 0.004655 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 344/499 1.13G 0.01511 0.00547 0.004655 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 344/499 1.13G 0.01513 0.005842 0.006531 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 344/499 1.13G 0.01513 0.005842 0.006531 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] all 60 60 0.997 1 0.995 0.895 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 345/499 1.13G 0.01621 0.006829 0.005591 39 320: 0%| | 0/4 [00:00<?, ?it/s] 345/499 1.13G 0.01621 0.006829 0.005591 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 345/499 1.13G 0.0149 0.006145 0.005125 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 345/499 1.13G 0.0149 0.006145 0.005125 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 345/499 1.13G 0.01488 0.006323 0.006124 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 345/499 1.13G 0.01488 0.006323 0.006124 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 345/499 1.13G 0.01532 0.006589 0.005827 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 345/499 1.13G 0.01532 0.006589 0.005827 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] all 60 60 0.997 1 0.995 0.897 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 346/499 1.13G 0.01362 0.006472 0.004424 39 320: 0%| | 0/4 [00:00<?, ?it/s] 346/499 1.13G 0.01362 0.006472 0.004424 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 346/499 1.13G 0.01331 0.006435 0.006832 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 346/499 1.13G 0.01331 0.006435 0.006832 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 346/499 1.13G 0.01393 0.006231 0.005757 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 346/499 1.13G 0.01393 0.006231 0.005757 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 346/499 1.13G 0.01375 0.005839 0.005871 21 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 346/499 1.13G 0.01375 0.005839 0.005871 21 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] 346/499 1.13G 0.01375 0.005839 0.005871 21 320: 100%|██████████| 4/4 [00:00<00:00, 8.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.919 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 347/499 1.13G 0.01434 0.006348 0.003185 45 320: 0%| | 0/4 [00:00<?, ?it/s] 347/499 1.13G 0.01434 0.006348 0.003185 45 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 347/499 1.13G 0.01561 0.006371 0.004926 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 347/499 1.13G 0.01561 0.006371 0.004926 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 347/499 1.13G 0.01464 0.005812 0.005788 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 347/499 1.13G 0.01464 0.005812 0.005788 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 347/499 1.13G 0.01519 0.006269 0.006543 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 347/499 1.13G 0.01519 0.006269 0.006543 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.885 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 348/499 1.13G 0.01637 0.006522 0.01155 40 320: 0%| | 0/4 [00:00<?, ?it/s] 348/499 1.13G 0.01637 0.006522 0.01155 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 348/499 1.13G 0.01559 0.006093 0.008221 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 348/499 1.13G 0.01559 0.006093 0.008221 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.12it/s] 348/499 1.13G 0.01633 0.006724 0.007227 49 320: 50%|█████ | 2/4 [00:00<00:00, 8.12it/s] 348/499 1.13G 0.01633 0.006724 0.007227 49 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.06it/s] 348/499 1.13G 0.01613 0.006726 0.006368 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.06it/s] 348/499 1.13G 0.01613 0.006726 0.006368 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] 348/499 1.13G 0.01613 0.006726 0.006368 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.903 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 349/499 1.13G 0.01633 0.007384 0.003048 42 320: 0%| | 0/4 [00:00<?, ?it/s] 349/499 1.13G 0.01633 0.007384 0.003048 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 349/499 1.13G 0.01591 0.007222 0.004389 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 349/499 1.13G 0.01591 0.007222 0.004389 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.00it/s] 349/499 1.13G 0.01632 0.007711 0.005028 47 320: 50%|█████ | 2/4 [00:00<00:00, 8.00it/s] 349/499 1.13G 0.01632 0.007711 0.005028 47 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.09it/s] 349/499 1.13G 0.01671 0.00699 0.005806 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.09it/s] 349/499 1.13G 0.01671 0.00699 0.005806 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.37it/s] 349/499 1.13G 0.01671 0.00699 0.005806 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.24it/s] all 60 60 0.997 1 0.995 0.9 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 350/499 1.13G 0.01458 0.005548 0.008305 38 320: 0%| | 0/4 [00:00<?, ?it/s] 350/499 1.13G 0.01458 0.005548 0.008305 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 350/499 1.13G 0.0144 0.005598 0.007061 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 350/499 1.13G 0.0144 0.005598 0.007061 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 350/499 1.13G 0.01464 0.005495 0.008026 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 350/499 1.13G 0.01464 0.005495 0.008026 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 350/499 1.13G 0.01416 0.005914 0.00681 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 350/499 1.13G 0.01416 0.005914 0.00681 36 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.96it/s] all 60 60 0.998 1 0.995 0.922 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 351/499 1.13G 0.01435 0.006208 0.01088 38 320: 0%| | 0/4 [00:00<?, ?it/s] 351/499 1.13G 0.01435 0.006208 0.01088 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 351/499 1.13G 0.01613 0.006088 0.009514 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 351/499 1.13G 0.01613 0.006088 0.009514 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 351/499 1.13G 0.01554 0.005969 0.008219 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 351/499 1.13G 0.01554 0.005969 0.008219 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 351/499 1.13G 0.01621 0.005631 0.00803 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 351/499 1.13G 0.01621 0.005631 0.00803 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.87 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 352/499 1.13G 0.01568 0.006275 0.006511 39 320: 0%| | 0/4 [00:00<?, ?it/s] 352/499 1.13G 0.01568 0.006275 0.006511 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 352/499 1.13G 0.01586 0.005365 0.005269 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 352/499 1.13G 0.01586 0.005365 0.005269 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 352/499 1.13G 0.01642 0.005805 0.005366 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 352/499 1.13G 0.01642 0.005805 0.005366 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 352/499 1.13G 0.01594 0.005991 0.005815 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 352/499 1.13G 0.01594 0.005991 0.005815 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.29it/s] all 60 60 0.998 1 0.995 0.919 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 353/499 1.13G 0.01408 0.005678 0.005766 36 320: 0%| | 0/4 [00:00<?, ?it/s] 353/499 1.13G 0.01408 0.005678 0.005766 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 353/499 1.13G 0.01476 0.00662 0.006384 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 353/499 1.13G 0.01476 0.00662 0.006384 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 353/499 1.13G 0.01655 0.006465 0.006761 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 353/499 1.13G 0.01655 0.006465 0.006761 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 353/499 1.13G 0.01634 0.007023 0.005998 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 353/499 1.13G 0.01634 0.007023 0.005998 36 320: 100%|██████████| 4/4 [00:00<00:00, 8.85it/s] 353/499 1.13G 0.01634 0.007023 0.005998 36 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] all 60 60 0.998 1 0.995 0.891 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 354/499 1.13G 0.01361 0.006159 0.01238 39 320: 0%| | 0/4 [00:00<?, ?it/s] 354/499 1.13G 0.01361 0.006159 0.01238 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 354/499 1.13G 0.01518 0.007003 0.009472 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 354/499 1.13G 0.01518 0.007003 0.009472 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 354/499 1.13G 0.01584 0.007104 0.01022 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 354/499 1.13G 0.01584 0.007104 0.01022 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 354/499 1.13G 0.01612 0.006772 0.01414 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 354/499 1.13G 0.01612 0.006772 0.01414 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.907 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 355/499 1.13G 0.01313 0.005774 0.008607 38 320: 0%| | 0/4 [00:00<?, ?it/s] 355/499 1.13G 0.01313 0.005774 0.008607 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 355/499 1.13G 0.01211 0.005715 0.006092 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 355/499 1.13G 0.01211 0.005715 0.006092 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 355/499 1.13G 0.0122 0.006171 0.005185 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 355/499 1.13G 0.0122 0.006171 0.005185 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 355/499 1.13G 0.01275 0.006271 0.00519 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 355/499 1.13G 0.01275 0.006271 0.00519 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.29it/s] all 60 60 0.998 1 0.995 0.901 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 356/499 1.13G 0.0136 0.006284 0.005229 42 320: 0%| | 0/4 [00:00<?, ?it/s] 356/499 1.13G 0.0136 0.006284 0.005229 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 356/499 1.13G 0.01362 0.006262 0.005583 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 356/499 1.13G 0.01362 0.006262 0.005583 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 356/499 1.13G 0.01397 0.006146 0.004975 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 356/499 1.13G 0.01397 0.006146 0.004975 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 356/499 1.13G 0.01451 0.006516 0.005799 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 356/499 1.13G 0.01451 0.006516 0.005799 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.907 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 357/499 1.13G 0.01464 0.006151 0.008961 40 320: 0%| | 0/4 [00:00<?, ?it/s] 357/499 1.13G 0.01464 0.006151 0.008961 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 357/499 1.13G 0.01561 0.005955 0.007029 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 357/499 1.13G 0.01561 0.005955 0.007029 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 357/499 1.13G 0.01474 0.005754 0.005538 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 357/499 1.13G 0.01474 0.005754 0.005538 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 357/499 1.13G 0.01468 0.005968 0.006403 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 357/499 1.13G 0.01468 0.005968 0.006403 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.17it/s] all 60 60 0.997 1 0.995 0.895 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 358/499 1.13G 0.01609 0.006968 0.006591 44 320: 0%| | 0/4 [00:00<?, ?it/s] 358/499 1.13G 0.01609 0.006968 0.006591 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 358/499 1.13G 0.01501 0.006322 0.005832 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 358/499 1.13G 0.01501 0.006322 0.005832 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 358/499 1.13G 0.01464 0.006359 0.006002 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 358/499 1.13G 0.01464 0.006359 0.006002 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 358/499 1.13G 0.01496 0.006579 0.005299 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 358/499 1.13G 0.01496 0.006579 0.005299 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] 358/499 1.13G 0.01496 0.006579 0.005299 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.913 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 359/499 1.13G 0.01511 0.005843 0.009534 35 320: 0%| | 0/4 [00:00<?, ?it/s] 359/499 1.13G 0.01511 0.005843 0.009534 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 359/499 1.13G 0.01527 0.007101 0.007636 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 359/499 1.13G 0.01527 0.007101 0.007636 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 359/499 1.13G 0.01453 0.006802 0.007351 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 359/499 1.13G 0.01453 0.006802 0.007351 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 359/499 1.13G 0.01436 0.006572 0.007352 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 359/499 1.13G 0.01436 0.006572 0.007352 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] all 60 60 0.997 1 0.995 0.884 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 360/499 1.13G 0.01392 0.004984 0.005202 30 320: 0%| | 0/4 [00:00<?, ?it/s] 360/499 1.13G 0.01392 0.004984 0.005202 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 360/499 1.13G 0.01329 0.005559 0.006073 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 360/499 1.13G 0.01329 0.005559 0.006073 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 360/499 1.13G 0.01387 0.005418 0.005396 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 360/499 1.13G 0.01387 0.005418 0.005396 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 360/499 1.13G 0.01545 0.00575 0.00655 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 360/499 1.13G 0.01545 0.00575 0.00655 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.997 1 0.995 0.913 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 361/499 1.13G 0.01386 0.00576 0.004817 38 320: 0%| | 0/4 [00:00<?, ?it/s] 361/499 1.13G 0.01386 0.00576 0.004817 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 361/499 1.13G 0.01347 0.006788 0.005124 48 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 361/499 1.13G 0.01347 0.006788 0.005124 48 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 361/499 1.13G 0.01385 0.00686 0.006015 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 361/499 1.13G 0.01385 0.00686 0.006015 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 361/499 1.13G 0.01355 0.006687 0.005362 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 361/499 1.13G 0.01355 0.006687 0.005362 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.14it/s] all 60 60 0.997 1 0.995 0.919 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 362/499 1.13G 0.01516 0.006315 0.003717 35 320: 0%| | 0/4 [00:00<?, ?it/s] 362/499 1.13G 0.01516 0.006315 0.003717 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 362/499 1.13G 0.01469 0.006368 0.004638 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 362/499 1.13G 0.01469 0.006368 0.004638 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 362/499 1.13G 0.01469 0.00625 0.004966 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 362/499 1.13G 0.01469 0.00625 0.004966 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 362/499 1.13G 0.01411 0.005839 0.004456 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 362/499 1.13G 0.01411 0.005839 0.004456 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.19it/s] all 60 60 0.997 1 0.995 0.92 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 363/499 1.13G 0.01419 0.005447 0.003739 34 320: 0%| | 0/4 [00:00<?, ?it/s] 363/499 1.13G 0.01419 0.005447 0.003739 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 363/499 1.13G 0.0149 0.005732 0.0045 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 363/499 1.13G 0.0149 0.005732 0.0045 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.32it/s] 363/499 1.13G 0.01627 0.006053 0.005312 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.32it/s] 363/499 1.13G 0.01627 0.006053 0.005312 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 363/499 1.13G 0.01566 0.005891 0.005394 22 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 363/499 1.13G 0.01566 0.005891 0.005394 22 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] 363/499 1.13G 0.01566 0.005891 0.005394 22 320: 100%|██████████| 4/4 [00:00<00:00, 8.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.917 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 364/499 1.13G 0.01229 0.006717 0.01055 35 320: 0%| | 0/4 [00:00<?, ?it/s] 364/499 1.13G 0.01229 0.006717 0.01055 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 364/499 1.13G 0.01295 0.006241 0.007916 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 364/499 1.13G 0.01295 0.006241 0.007916 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 364/499 1.13G 0.0133 0.006549 0.007784 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 364/499 1.13G 0.0133 0.006549 0.007784 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 364/499 1.13G 0.01396 0.006772 0.007196 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 364/499 1.13G 0.01396 0.006772 0.007196 36 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.15it/s] all 60 60 0.998 1 0.995 0.903 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 365/499 1.13G 0.01519 0.005871 0.002596 38 320: 0%| | 0/4 [00:00<?, ?it/s] 365/499 1.13G 0.01519 0.005871 0.002596 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 365/499 1.13G 0.01535 0.005572 0.003235 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 365/499 1.13G 0.01535 0.005572 0.003235 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 365/499 1.13G 0.01592 0.005871 0.003756 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 365/499 1.13G 0.01592 0.005871 0.003756 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 365/499 1.13G 0.01533 0.006323 0.005206 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 365/499 1.13G 0.01533 0.006323 0.005206 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.908 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 366/499 1.13G 0.01232 0.005265 0.00393 31 320: 0%| | 0/4 [00:00<?, ?it/s] 366/499 1.13G 0.01232 0.005265 0.00393 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 366/499 1.13G 0.01406 0.005679 0.00835 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 366/499 1.13G 0.01406 0.005679 0.00835 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 366/499 1.13G 0.01425 0.005957 0.008472 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 366/499 1.13G 0.01425 0.005957 0.008472 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 366/499 1.13G 0.01379 0.006095 0.007258 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 366/499 1.13G 0.01379 0.006095 0.007258 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.12it/s] all 60 60 0.998 1 0.995 0.905 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 367/499 1.13G 0.01713 0.005764 0.00254 40 320: 0%| | 0/4 [00:00<?, ?it/s] 367/499 1.13G 0.01713 0.005764 0.00254 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 367/499 1.13G 0.01673 0.006327 0.006211 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 367/499 1.13G 0.01673 0.006327 0.006211 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 367/499 1.13G 0.01652 0.006338 0.005549 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 367/499 1.13G 0.01652 0.006338 0.005549 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 367/499 1.13G 0.01604 0.006933 0.007185 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 367/499 1.13G 0.01604 0.006933 0.007185 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.04it/s] all 60 60 0.998 1 0.995 0.928 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 368/499 1.13G 0.01259 0.005988 0.008488 40 320: 0%| | 0/4 [00:00<?, ?it/s] 368/499 1.13G 0.01259 0.005988 0.008488 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 368/499 1.13G 0.01314 0.005847 0.006798 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 368/499 1.13G 0.01314 0.005847 0.006798 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 368/499 1.13G 0.01319 0.005879 0.005572 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 368/499 1.13G 0.01319 0.005879 0.005572 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 368/499 1.13G 0.0131 0.006015 0.005042 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 368/499 1.13G 0.0131 0.006015 0.005042 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] all 60 60 0.998 1 0.995 0.918 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 369/499 1.13G 0.01222 0.006641 0.003642 41 320: 0%| | 0/4 [00:00<?, ?it/s] 369/499 1.13G 0.01222 0.006641 0.003642 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 369/499 1.13G 0.01243 0.006381 0.006286 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 369/499 1.13G 0.01243 0.006381 0.006286 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 369/499 1.13G 0.01264 0.005748 0.004977 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 369/499 1.13G 0.01264 0.005748 0.004977 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 369/499 1.13G 0.01267 0.005864 0.004265 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 369/499 1.13G 0.01267 0.005864 0.004265 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.926 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 370/499 1.13G 0.01672 0.006298 0.005744 40 320: 0%| | 0/4 [00:00<?, ?it/s] 370/499 1.13G 0.01672 0.006298 0.005744 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 370/499 1.13G 0.01642 0.005772 0.006704 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 370/499 1.13G 0.01642 0.005772 0.006704 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 370/499 1.13G 0.0167 0.005256 0.006819 27 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 370/499 1.13G 0.0167 0.005256 0.006819 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 370/499 1.13G 0.016 0.005306 0.006244 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 370/499 1.13G 0.016 0.005306 0.006244 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] all 60 60 0.998 1 0.995 0.881 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 371/499 1.13G 0.01441 0.006068 0.008606 36 320: 0%| | 0/4 [00:00<?, ?it/s] 371/499 1.13G 0.01441 0.006068 0.008606 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 371/499 1.13G 0.0149 0.006914 0.006832 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 371/499 1.13G 0.0149 0.006914 0.006832 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 371/499 1.13G 0.01565 0.006792 0.005978 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 371/499 1.13G 0.01565 0.006792 0.005978 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 371/499 1.13G 0.01594 0.006907 0.00538 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 371/499 1.13G 0.01594 0.006907 0.00538 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.84it/s] 371/499 1.13G 0.01594 0.006907 0.00538 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] all 60 60 0.998 1 0.995 0.92 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 372/499 1.13G 0.01416 0.005966 0.003764 38 320: 0%| | 0/4 [00:00<?, ?it/s] 372/499 1.13G 0.01416 0.005966 0.003764 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 372/499 1.13G 0.01445 0.005641 0.006696 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 372/499 1.13G 0.01445 0.005641 0.006696 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 372/499 1.13G 0.01467 0.005873 0.006678 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 372/499 1.13G 0.01467 0.005873 0.006678 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 372/499 1.13G 0.01548 0.005818 0.006672 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 372/499 1.13G 0.01548 0.005818 0.006672 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.91 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 373/499 1.13G 0.01292 0.005888 0.009577 40 320: 0%| | 0/4 [00:00<?, ?it/s] 373/499 1.13G 0.01292 0.005888 0.009577 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 373/499 1.13G 0.01458 0.006252 0.008597 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 373/499 1.13G 0.01458 0.006252 0.008597 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 373/499 1.13G 0.01447 0.006275 0.006897 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 373/499 1.13G 0.01447 0.006275 0.006897 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 373/499 1.13G 0.0135 0.006175 0.005692 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 373/499 1.13G 0.0135 0.006175 0.005692 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.32it/s] all 60 60 0.998 1 0.995 0.921 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 374/499 1.13G 0.01395 0.005707 0.006978 36 320: 0%| | 0/4 [00:00<?, ?it/s] 374/499 1.13G 0.01395 0.005707 0.006978 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 374/499 1.13G 0.01427 0.005411 0.006221 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 374/499 1.13G 0.01427 0.005411 0.006221 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 374/499 1.13G 0.0142 0.005699 0.00544 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 374/499 1.13G 0.0142 0.005699 0.00544 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 374/499 1.13G 0.01395 0.005655 0.005271 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 374/499 1.13G 0.01395 0.005655 0.005271 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.913 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 375/499 1.13G 0.01486 0.006152 0.005335 39 320: 0%| | 0/4 [00:00<?, ?it/s] 375/499 1.13G 0.01486 0.006152 0.005335 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 375/499 1.13G 0.01429 0.005969 0.006969 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 375/499 1.13G 0.01429 0.005969 0.006969 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 375/499 1.13G 0.01374 0.005627 0.006635 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 375/499 1.13G 0.01374 0.005627 0.006635 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 375/499 1.13G 0.01365 0.005695 0.00632 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 375/499 1.13G 0.01365 0.005695 0.00632 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.997 1 0.995 0.919 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 376/499 1.13G 0.0139 0.00671 0.004428 37 320: 0%| | 0/4 [00:00<?, ?it/s] 376/499 1.13G 0.0139 0.00671 0.004428 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 376/499 1.13G 0.01496 0.006167 0.004444 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 376/499 1.13G 0.01496 0.006167 0.004444 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 376/499 1.13G 0.01403 0.006267 0.004758 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 376/499 1.13G 0.01403 0.006267 0.004758 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 376/499 1.13G 0.01406 0.006016 0.005875 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 376/499 1.13G 0.01406 0.006016 0.005875 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.18it/s] all 60 60 0.997 1 0.995 0.92 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 377/499 1.13G 0.01339 0.005416 0.006143 37 320: 0%| | 0/4 [00:00<?, ?it/s] 377/499 1.13G 0.01339 0.005416 0.006143 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 377/499 1.13G 0.01326 0.005816 0.005132 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 377/499 1.13G 0.01326 0.005816 0.005132 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 377/499 1.13G 0.013 0.005915 0.004448 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 377/499 1.13G 0.013 0.005915 0.004448 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 377/499 1.13G 0.01267 0.005788 0.004163 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 377/499 1.13G 0.01267 0.005788 0.004163 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.924 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 378/499 1.13G 0.01304 0.004804 0.007937 36 320: 0%| | 0/4 [00:00<?, ?it/s] 378/499 1.13G 0.01304 0.004804 0.007937 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 378/499 1.13G 0.01287 0.005336 0.006892 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 378/499 1.13G 0.01287 0.005336 0.006892 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 378/499 1.13G 0.01237 0.005332 0.005632 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 378/499 1.13G 0.01237 0.005332 0.005632 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 378/499 1.13G 0.01278 0.005384 0.005001 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 378/499 1.13G 0.01278 0.005384 0.005001 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.86it/s] 378/499 1.13G 0.01278 0.005384 0.005001 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.92 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 379/499 1.13G 0.01402 0.006004 0.005705 40 320: 0%| | 0/4 [00:00<?, ?it/s] 379/499 1.13G 0.01402 0.006004 0.005705 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 379/499 1.13G 0.01313 0.005034 0.004375 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 379/499 1.13G 0.01313 0.005034 0.004375 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 379/499 1.13G 0.0128 0.005162 0.004985 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 379/499 1.13G 0.0128 0.005162 0.004985 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.18it/s] 379/499 1.13G 0.01314 0.004723 0.004508 19 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.18it/s] 379/499 1.13G 0.01314 0.004723 0.004508 19 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.997 1 0.995 0.917 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 380/499 1.13G 0.01197 0.005526 0.01063 35 320: 0%| | 0/4 [00:00<?, ?it/s] 380/499 1.13G 0.01197 0.005526 0.01063 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 380/499 1.13G 0.01292 0.005863 0.007841 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 380/499 1.13G 0.01292 0.005863 0.007841 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 380/499 1.13G 0.01347 0.005505 0.007494 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 380/499 1.13G 0.01347 0.005505 0.007494 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 380/499 1.13G 0.01425 0.00522 0.00677 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 380/499 1.13G 0.01425 0.00522 0.00677 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.997 1 0.995 0.918 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 381/499 1.13G 0.01527 0.008307 0.006909 49 320: 0%| | 0/4 [00:00<?, ?it/s] 381/499 1.13G 0.01527 0.008307 0.006909 49 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 381/499 1.13G 0.01531 0.006669 0.008804 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 381/499 1.13G 0.01531 0.006669 0.008804 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 381/499 1.13G 0.01504 0.006135 0.007557 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 381/499 1.13G 0.01504 0.006135 0.007557 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 381/499 1.13G 0.01436 0.005827 0.006505 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 381/499 1.13G 0.01436 0.005827 0.006505 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.911 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 382/499 1.13G 0.01598 0.005636 0.01067 32 320: 0%| | 0/4 [00:00<?, ?it/s] 382/499 1.13G 0.01598 0.005636 0.01067 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 382/499 1.13G 0.01437 0.004956 0.006773 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 382/499 1.13G 0.01437 0.004956 0.006773 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 382/499 1.13G 0.01365 0.005169 0.008066 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 382/499 1.13G 0.01365 0.005169 0.008066 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.19it/s] 382/499 1.13G 0.01338 0.005218 0.006835 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.19it/s] 382/499 1.13G 0.01338 0.005218 0.006835 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.924 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 383/499 1.13G 0.01432 0.005901 0.009344 37 320: 0%| | 0/4 [00:00<?, ?it/s] 383/499 1.13G 0.01432 0.005901 0.009344 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 383/499 1.13G 0.0135 0.006335 0.007386 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 383/499 1.13G 0.0135 0.006335 0.007386 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 383/499 1.13G 0.01326 0.005919 0.005728 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 383/499 1.13G 0.01326 0.005919 0.005728 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 383/499 1.13G 0.01342 0.005685 0.005164 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 383/499 1.13G 0.01342 0.005685 0.005164 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.83it/s] 383/499 1.13G 0.01342 0.005685 0.005164 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.96it/s] all 60 60 0.997 1 0.995 0.897 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 384/499 1.13G 0.01455 0.006393 0.006532 37 320: 0%| | 0/4 [00:00<?, ?it/s] 384/499 1.13G 0.01455 0.006393 0.006532 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 384/499 1.13G 0.01452 0.006653 0.005113 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 384/499 1.13G 0.01452 0.006653 0.005113 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 384/499 1.13G 0.01435 0.00661 0.004449 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 384/499 1.13G 0.01435 0.00661 0.004449 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 384/499 1.13G 0.01409 0.006273 0.003895 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 384/499 1.13G 0.01409 0.006273 0.003895 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.997 1 0.995 0.936 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 385/499 1.13G 0.01223 0.005936 0.006072 37 320: 0%| | 0/4 [00:00<?, ?it/s] 385/499 1.13G 0.01223 0.005936 0.006072 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 385/499 1.13G 0.01253 0.005612 0.009884 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 385/499 1.13G 0.01253 0.005612 0.009884 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.18it/s] 385/499 1.13G 0.01273 0.005603 0.008158 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.18it/s] 385/499 1.13G 0.01273 0.005603 0.008158 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 385/499 1.13G 0.01327 0.005769 0.009292 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 385/499 1.13G 0.01327 0.005769 0.009292 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] all 60 60 0.997 1 0.995 0.907 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 386/499 1.13G 0.01292 0.004533 0.003902 34 320: 0%| | 0/4 [00:00<?, ?it/s] 386/499 1.13G 0.01292 0.004533 0.003902 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 386/499 1.13G 0.01421 0.005782 0.005022 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 386/499 1.13G 0.01421 0.005782 0.005022 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 386/499 1.13G 0.01436 0.00588 0.00553 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 386/499 1.13G 0.01436 0.00588 0.00553 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.37it/s] 386/499 1.13G 0.0145 0.006407 0.006032 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.37it/s] 386/499 1.13G 0.0145 0.006407 0.006032 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.997 1 0.995 0.923 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 387/499 1.13G 0.01475 0.005593 0.00533 35 320: 0%| | 0/4 [00:00<?, ?it/s] 387/499 1.13G 0.01475 0.005593 0.00533 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 387/499 1.13G 0.01377 0.005555 0.004736 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 387/499 1.13G 0.01377 0.005555 0.004736 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 387/499 1.13G 0.01349 0.006061 0.004995 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 387/499 1.13G 0.01349 0.006061 0.004995 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 387/499 1.13G 0.01296 0.005824 0.005581 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 387/499 1.13G 0.01296 0.005824 0.005581 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.908 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 388/499 1.13G 0.01156 0.006185 0.002148 33 320: 0%| | 0/4 [00:00<?, ?it/s] 388/499 1.13G 0.01156 0.006185 0.002148 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 388/499 1.13G 0.01249 0.005406 0.006011 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 388/499 1.13G 0.01249 0.005406 0.006011 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.35it/s] 388/499 1.13G 0.01186 0.006055 0.005148 45 320: 50%|█████ | 2/4 [00:00<00:00, 8.35it/s] 388/499 1.13G 0.01186 0.006055 0.005148 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.34it/s] 388/499 1.13G 0.0128 0.006177 0.006001 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.34it/s] 388/499 1.13G 0.0128 0.006177 0.006001 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.996 1 0.995 0.927 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 389/499 1.13G 0.0167 0.006278 0.004609 40 320: 0%| | 0/4 [00:00<?, ?it/s] 389/499 1.13G 0.0167 0.006278 0.004609 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 389/499 1.13G 0.01632 0.007045 0.004578 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 389/499 1.13G 0.01632 0.007045 0.004578 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.18it/s] 389/499 1.13G 0.01517 0.006521 0.004457 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.18it/s] 389/499 1.13G 0.01517 0.006521 0.004457 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 389/499 1.13G 0.01435 0.006348 0.00393 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 389/499 1.13G 0.01435 0.006348 0.00393 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.925 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 390/499 1.13G 0.01517 0.004863 0.008969 35 320: 0%| | 0/4 [00:00<?, ?it/s] 390/499 1.13G 0.01517 0.004863 0.008969 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 390/499 1.13G 0.01423 0.00484 0.008141 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 390/499 1.13G 0.01423 0.00484 0.008141 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 390/499 1.13G 0.01343 0.00499 0.006148 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 390/499 1.13G 0.01343 0.00499 0.006148 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 390/499 1.13G 0.0135 0.004872 0.006574 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 390/499 1.13G 0.0135 0.004872 0.006574 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.91 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 391/499 1.13G 0.01485 0.006343 0.003424 37 320: 0%| | 0/4 [00:00<?, ?it/s] 391/499 1.13G 0.01485 0.006343 0.003424 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 391/499 1.13G 0.01342 0.006167 0.003302 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 391/499 1.13G 0.01342 0.006167 0.003302 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 391/499 1.13G 0.01324 0.005621 0.004023 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 391/499 1.13G 0.01324 0.005621 0.004023 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 391/499 1.13G 0.01419 0.006279 0.004263 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 391/499 1.13G 0.01419 0.006279 0.004263 35 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.934 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 392/499 1.13G 0.01441 0.005381 0.006573 30 320: 0%| | 0/4 [00:00<?, ?it/s] 392/499 1.13G 0.01441 0.005381 0.006573 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 392/499 1.13G 0.01371 0.005352 0.006921 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 392/499 1.13G 0.01371 0.005352 0.006921 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 392/499 1.13G 0.01364 0.005533 0.005652 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 392/499 1.13G 0.01364 0.005533 0.005652 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.37it/s] 392/499 1.13G 0.01323 0.005608 0.005137 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.37it/s] 392/499 1.13G 0.01323 0.005608 0.005137 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.96it/s] all 60 60 0.997 1 0.995 0.911 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 393/499 1.13G 0.01311 0.006599 0.008153 45 320: 0%| | 0/4 [00:00<?, ?it/s] 393/499 1.13G 0.01311 0.006599 0.008153 45 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 393/499 1.13G 0.01285 0.006553 0.005926 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 393/499 1.13G 0.01285 0.006553 0.005926 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 393/499 1.13G 0.01345 0.006264 0.006843 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 393/499 1.13G 0.01345 0.006264 0.006843 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 393/499 1.13G 0.01308 0.006096 0.006395 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 393/499 1.13G 0.01308 0.006096 0.006395 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.923 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 394/499 1.13G 0.01167 0.006586 0.005068 38 320: 0%| | 0/4 [00:00<?, ?it/s] 394/499 1.13G 0.01167 0.006586 0.005068 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 394/499 1.13G 0.0117 0.006181 0.00533 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 394/499 1.13G 0.0117 0.006181 0.00533 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 394/499 1.13G 0.01276 0.006389 0.005989 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 394/499 1.13G 0.01276 0.006389 0.005989 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 394/499 1.13G 0.01222 0.006276 0.005441 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 394/499 1.13G 0.01222 0.006276 0.005441 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.36it/s] all 60 60 0.997 1 0.995 0.926 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 395/499 1.13G 0.01202 0.00459 0.003599 33 320: 0%| | 0/4 [00:00<?, ?it/s] 395/499 1.13G 0.01202 0.00459 0.003599 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 395/499 1.13G 0.01338 0.005838 0.005708 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 395/499 1.13G 0.01338 0.005838 0.005708 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 395/499 1.13G 0.01345 0.006058 0.005869 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 395/499 1.13G 0.01345 0.006058 0.005869 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 395/499 1.13G 0.01335 0.006322 0.006135 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 395/499 1.13G 0.01335 0.006322 0.006135 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] 395/499 1.13G 0.01335 0.006322 0.006135 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.915 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 396/499 1.13G 0.01206 0.004299 0.002489 29 320: 0%| | 0/4 [00:00<?, ?it/s] 396/499 1.13G 0.01206 0.004299 0.002489 29 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 396/499 1.13G 0.01206 0.004492 0.002502 29 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 396/499 1.13G 0.01206 0.004492 0.002502 29 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 396/499 1.13G 0.01228 0.004965 0.003684 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 396/499 1.13G 0.01228 0.004965 0.003684 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 396/499 1.13G 0.01244 0.005785 0.004842 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 396/499 1.13G 0.01244 0.005785 0.004842 39 320: 100%|██████████| 4/4 [00:00<00:00, 8.81it/s] 396/499 1.13G 0.01244 0.005785 0.004842 39 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.932 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 397/499 1.13G 0.0124 0.005228 0.003458 35 320: 0%| | 0/4 [00:00<?, ?it/s] 397/499 1.13G 0.0124 0.005228 0.003458 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 397/499 1.13G 0.01285 0.005866 0.005252 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 397/499 1.13G 0.01285 0.005866 0.005252 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 397/499 1.13G 0.01334 0.006349 0.004995 45 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 397/499 1.13G 0.01334 0.006349 0.004995 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 397/499 1.13G 0.01462 0.006276 0.006237 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 397/499 1.13G 0.01462 0.006276 0.006237 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.911 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 398/499 1.13G 0.01379 0.005304 0.004263 38 320: 0%| | 0/4 [00:00<?, ?it/s] 398/499 1.13G 0.01379 0.005304 0.004263 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 398/499 1.13G 0.01524 0.005489 0.005561 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 398/499 1.13G 0.01524 0.005489 0.005561 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 398/499 1.13G 0.01469 0.005344 0.004918 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 398/499 1.13G 0.01469 0.005344 0.004918 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 398/499 1.13G 0.01422 0.005559 0.005217 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 398/499 1.13G 0.01422 0.005559 0.005217 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.914 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 399/499 1.13G 0.01313 0.005757 0.01618 37 320: 0%| | 0/4 [00:00<?, ?it/s] 399/499 1.13G 0.01313 0.005757 0.01618 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 399/499 1.13G 0.01313 0.005113 0.01277 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 399/499 1.13G 0.01313 0.005113 0.01277 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 399/499 1.13G 0.0131 0.005941 0.009988 46 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 399/499 1.13G 0.0131 0.005941 0.009988 46 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 399/499 1.13G 0.01262 0.005687 0.008411 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 399/499 1.13G 0.01262 0.005687 0.008411 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.82it/s] 399/499 1.13G 0.01262 0.005687 0.008411 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.18it/s] all 60 60 0.997 1 0.995 0.91 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 400/499 1.13G 0.01387 0.006739 0.004847 45 320: 0%| | 0/4 [00:00<?, ?it/s] 400/499 1.13G 0.01387 0.006739 0.004847 45 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 400/499 1.13G 0.01276 0.00601 0.007338 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 400/499 1.13G 0.01276 0.00601 0.007338 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.32it/s] 400/499 1.13G 0.01293 0.006323 0.006932 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.32it/s] 400/499 1.13G 0.01293 0.006323 0.006932 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 400/499 1.13G 0.01243 0.005741 0.006739 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 400/499 1.13G 0.01243 0.005741 0.006739 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.905 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 401/499 1.13G 0.0153 0.006362 0.009226 37 320: 0%| | 0/4 [00:00<?, ?it/s] 401/499 1.13G 0.0153 0.006362 0.009226 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 401/499 1.13G 0.01403 0.006015 0.009376 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 401/499 1.13G 0.01403 0.006015 0.009376 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 401/499 1.13G 0.0134 0.005708 0.008408 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 401/499 1.13G 0.0134 0.005708 0.008408 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 401/499 1.13G 0.01242 0.005582 0.006675 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 401/499 1.13G 0.01242 0.005582 0.006675 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 402/499 1.13G 0.0124 0.004843 0.002595 32 320: 0%| | 0/4 [00:00<?, ?it/s] 402/499 1.13G 0.0124 0.004843 0.002595 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 402/499 1.13G 0.01628 0.004982 0.004063 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 402/499 1.13G 0.01628 0.004982 0.004063 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 402/499 1.13G 0.01522 0.005393 0.003533 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 402/499 1.13G 0.01522 0.005393 0.003533 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 402/499 1.13G 0.01461 0.005713 0.003413 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 402/499 1.13G 0.01461 0.005713 0.003413 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.03it/s] all 60 60 0.997 1 0.995 0.926 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 403/499 1.13G 0.01538 0.004989 0.002779 32 320: 0%| | 0/4 [00:00<?, ?it/s] 403/499 1.13G 0.01538 0.004989 0.002779 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 403/499 1.13G 0.01445 0.004597 0.006881 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 403/499 1.13G 0.01445 0.004597 0.006881 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 403/499 1.13G 0.01439 0.005664 0.006891 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 403/499 1.13G 0.01439 0.005664 0.006891 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 403/499 1.13G 0.01364 0.005544 0.006095 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 403/499 1.13G 0.01364 0.005544 0.006095 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.923 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 404/499 1.13G 0.01169 0.006171 0.009827 39 320: 0%| | 0/4 [00:00<?, ?it/s] 404/499 1.13G 0.01169 0.006171 0.009827 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 404/499 1.13G 0.01183 0.005654 0.008591 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 404/499 1.13G 0.01183 0.005654 0.008591 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 404/499 1.13G 0.01225 0.005339 0.009007 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 404/499 1.13G 0.01225 0.005339 0.009007 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 404/499 1.13G 0.01246 0.005489 0.009033 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 404/499 1.13G 0.01246 0.005489 0.009033 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.912 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 405/499 1.13G 0.01424 0.005642 0.01109 34 320: 0%| | 0/4 [00:00<?, ?it/s] 405/499 1.13G 0.01424 0.005642 0.01109 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 405/499 1.13G 0.01425 0.005989 0.01373 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 405/499 1.13G 0.01425 0.005989 0.01373 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 405/499 1.13G 0.01365 0.005763 0.01061 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 405/499 1.13G 0.01365 0.005763 0.01061 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 405/499 1.13G 0.01309 0.005726 0.008482 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 405/499 1.13G 0.01309 0.005726 0.008482 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.93it/s] 405/499 1.13G 0.01309 0.005726 0.008482 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.15it/s] all 60 60 0.997 1 0.995 0.929 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 406/499 1.13G 0.01566 0.007568 0.003998 37 320: 0%| | 0/4 [00:00<?, ?it/s] 406/499 1.13G 0.01566 0.007568 0.003998 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 406/499 1.13G 0.01421 0.007536 0.003468 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 406/499 1.13G 0.01421 0.007536 0.003468 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 406/499 1.13G 0.01456 0.007462 0.005769 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 406/499 1.13G 0.01456 0.007462 0.005769 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 406/499 1.13G 0.01493 0.007499 0.007007 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 406/499 1.13G 0.01493 0.007499 0.007007 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.935 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 407/499 1.13G 0.01209 0.004942 0.007797 33 320: 0%| | 0/4 [00:00<?, ?it/s] 407/499 1.13G 0.01209 0.004942 0.007797 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 407/499 1.13G 0.0127 0.005927 0.007607 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 407/499 1.13G 0.0127 0.005927 0.007607 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 407/499 1.13G 0.01211 0.005795 0.007352 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 407/499 1.13G 0.01211 0.005795 0.007352 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 407/499 1.13G 0.01209 0.005912 0.006171 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 407/499 1.13G 0.01209 0.005912 0.006171 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.28it/s] all 60 60 0.997 1 0.995 0.919 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 408/499 1.13G 0.01138 0.005308 0.005022 41 320: 0%| | 0/4 [00:00<?, ?it/s] 408/499 1.13G 0.01138 0.005308 0.005022 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 408/499 1.13G 0.01098 0.005182 0.003392 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 408/499 1.13G 0.01098 0.005182 0.003392 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 408/499 1.13G 0.0114 0.005337 0.00336 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 408/499 1.13G 0.0114 0.005337 0.00336 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.38it/s] 408/499 1.13G 0.01136 0.00527 0.003222 22 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.38it/s] 408/499 1.13G 0.01136 0.00527 0.003222 22 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.913 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 409/499 1.13G 0.01347 0.005759 0.01136 38 320: 0%| | 0/4 [00:00<?, ?it/s] 409/499 1.13G 0.01347 0.005759 0.01136 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 409/499 1.13G 0.01295 0.005923 0.008506 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 409/499 1.13G 0.01295 0.005923 0.008506 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 409/499 1.13G 0.01315 0.005884 0.007088 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 409/499 1.13G 0.01315 0.005884 0.007088 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 409/499 1.13G 0.01358 0.005855 0.006171 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 409/499 1.13G 0.01358 0.005855 0.006171 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.21it/s] all 60 60 0.997 1 0.995 0.934 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 410/499 1.13G 0.01317 0.005677 0.005288 35 320: 0%| | 0/4 [00:00<?, ?it/s] 410/499 1.13G 0.01317 0.005677 0.005288 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 410/499 1.13G 0.01249 0.005023 0.003834 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 410/499 1.13G 0.01249 0.005023 0.003834 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 410/499 1.13G 0.01224 0.005657 0.005616 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 410/499 1.13G 0.01224 0.005657 0.005616 44 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 410/499 1.13G 0.01298 0.006245 0.004929 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 410/499 1.13G 0.01298 0.006245 0.004929 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.937 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 411/499 1.13G 0.01065 0.005095 0.002636 30 320: 0%| | 0/4 [00:00<?, ?it/s] 411/499 1.13G 0.01065 0.005095 0.002636 30 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 411/499 1.13G 0.0117 0.005794 0.002281 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 411/499 1.13G 0.0117 0.005794 0.002281 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 411/499 1.13G 0.01216 0.005979 0.005024 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 411/499 1.13G 0.01216 0.005979 0.005024 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 411/499 1.13G 0.01177 0.005788 0.007066 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 411/499 1.13G 0.01177 0.005788 0.007066 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.88it/s] 411/499 1.13G 0.01177 0.005788 0.007066 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.26it/s] all 60 60 0.997 1 0.995 0.934 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 412/499 1.13G 0.01207 0.003693 0.01025 28 320: 0%| | 0/4 [00:00<?, ?it/s] 412/499 1.13G 0.01207 0.003693 0.01025 28 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 412/499 1.13G 0.01179 0.004806 0.007331 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 412/499 1.13G 0.01179 0.004806 0.007331 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 412/499 1.13G 0.01214 0.005241 0.008516 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 412/499 1.13G 0.01214 0.005241 0.008516 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 412/499 1.13G 0.01163 0.005267 0.00698 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 412/499 1.13G 0.01163 0.005267 0.00698 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.932 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 413/499 1.13G 0.01046 0.004505 0.00486 34 320: 0%| | 0/4 [00:00<?, ?it/s] 413/499 1.13G 0.01046 0.004505 0.00486 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 413/499 1.13G 0.01074 0.004746 0.004367 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 413/499 1.13G 0.01074 0.004746 0.004367 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 413/499 1.13G 0.01134 0.005677 0.00373 49 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 413/499 1.13G 0.01134 0.005677 0.00373 49 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 413/499 1.13G 0.01141 0.005619 0.003361 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 413/499 1.13G 0.01141 0.005619 0.003361 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.29it/s] all 60 60 0.997 1 0.995 0.927 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 414/499 1.13G 0.01202 0.006806 0.004858 39 320: 0%| | 0/4 [00:00<?, ?it/s] 414/499 1.13G 0.01202 0.006806 0.004858 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 414/499 1.13G 0.01231 0.006284 0.004152 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 414/499 1.13G 0.01231 0.006284 0.004152 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 414/499 1.13G 0.01203 0.006179 0.004451 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 414/499 1.13G 0.01203 0.006179 0.004451 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 414/499 1.13G 0.01249 0.005843 0.005234 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 414/499 1.13G 0.01249 0.005843 0.005234 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.78it/s] 414/499 1.13G 0.01249 0.005843 0.005234 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.928 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 415/499 1.13G 0.01156 0.005526 0.003328 44 320: 0%| | 0/4 [00:00<?, ?it/s] 415/499 1.13G 0.01156 0.005526 0.003328 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 415/499 1.13G 0.01237 0.005251 0.005323 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 415/499 1.13G 0.01237 0.005251 0.005323 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 415/499 1.13G 0.0135 0.00519 0.007144 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 415/499 1.13G 0.0135 0.00519 0.007144 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 415/499 1.13G 0.01306 0.004983 0.006371 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 415/499 1.13G 0.01306 0.004983 0.006371 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.92 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 416/499 1.13G 0.01363 0.006438 0.006238 37 320: 0%| | 0/4 [00:00<?, ?it/s] 416/499 1.13G 0.01363 0.006438 0.006238 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 416/499 1.13G 0.01388 0.006134 0.00494 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 416/499 1.13G 0.01388 0.006134 0.00494 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 416/499 1.13G 0.01309 0.005763 0.005968 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 416/499 1.13G 0.01309 0.005763 0.005968 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 416/499 1.13G 0.01275 0.005441 0.005796 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 416/499 1.13G 0.01275 0.005441 0.005796 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.18it/s] all 60 60 0.997 1 0.995 0.911 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 417/499 1.13G 0.01279 0.005144 0.01055 32 320: 0%| | 0/4 [00:00<?, ?it/s] 417/499 1.13G 0.01279 0.005144 0.01055 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.18it/s] 417/499 1.13G 0.01187 0.005303 0.006878 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.18it/s] 417/499 1.13G 0.01187 0.005303 0.006878 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.27it/s] 417/499 1.13G 0.01221 0.005692 0.006471 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.27it/s] 417/499 1.13G 0.01221 0.005692 0.006471 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 417/499 1.13G 0.01199 0.005547 0.005289 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 417/499 1.13G 0.01199 0.005547 0.005289 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.55it/s] 417/499 1.13G 0.01199 0.005547 0.005289 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.08it/s] all 60 60 0.997 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 418/499 1.13G 0.01228 0.00744 0.00363 46 320: 0%| | 0/4 [00:00<?, ?it/s] 418/499 1.13G 0.01228 0.00744 0.00363 46 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 418/499 1.13G 0.01205 0.006226 0.003363 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 418/499 1.13G 0.01205 0.006226 0.003363 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 418/499 1.13G 0.01164 0.005972 0.003949 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 418/499 1.13G 0.01164 0.005972 0.003949 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 418/499 1.13G 0.01131 0.005993 0.004488 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 418/499 1.13G 0.01131 0.005993 0.004488 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.927 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 419/499 1.13G 0.0116 0.006438 0.008015 39 320: 0%| | 0/4 [00:00<?, ?it/s] 419/499 1.13G 0.0116 0.006438 0.008015 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.13it/s] 419/499 1.13G 0.0123 0.005529 0.01105 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.13it/s] 419/499 1.13G 0.0123 0.005529 0.01105 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 419/499 1.13G 0.01218 0.00516 0.01224 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 419/499 1.13G 0.01218 0.00516 0.01224 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 419/499 1.13G 0.0123 0.005113 0.009787 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 419/499 1.13G 0.0123 0.005113 0.009787 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] all 60 60 0.998 1 0.995 0.918 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 420/499 1.13G 0.01103 0.006124 0.004316 40 320: 0%| | 0/4 [00:00<?, ?it/s] 420/499 1.13G 0.01103 0.006124 0.004316 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.28it/s] 420/499 1.13G 0.01099 0.005688 0.004704 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.28it/s] 420/499 1.13G 0.01099 0.005688 0.004704 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.31it/s] 420/499 1.13G 0.01127 0.005739 0.004491 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.31it/s] 420/499 1.13G 0.01127 0.005739 0.004491 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 420/499 1.13G 0.01145 0.005388 0.004046 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 420/499 1.13G 0.01145 0.005388 0.004046 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.932 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 421/499 1.13G 0.01397 0.006362 0.004088 40 320: 0%| | 0/4 [00:00<?, ?it/s] 421/499 1.13G 0.01397 0.006362 0.004088 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 421/499 1.13G 0.01247 0.006616 0.003106 49 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 421/499 1.13G 0.01247 0.006616 0.003106 49 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 421/499 1.13G 0.01142 0.006002 0.002883 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 421/499 1.13G 0.01142 0.006002 0.002883 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 421/499 1.13G 0.01172 0.005968 0.004032 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 421/499 1.13G 0.01172 0.005968 0.004032 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.74it/s] 421/499 1.13G 0.01172 0.005968 0.004032 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.935 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 422/499 1.13G 0.01014 0.005449 0.002361 37 320: 0%| | 0/4 [00:00<?, ?it/s] 422/499 1.13G 0.01014 0.005449 0.002361 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.28it/s] 422/499 1.13G 0.01075 0.006584 0.002704 46 320: 25%|██▌ | 1/4 [00:00<00:00, 8.28it/s] 422/499 1.13G 0.01075 0.006584 0.002704 46 320: 50%|█████ | 2/4 [00:00<00:00, 8.31it/s] 422/499 1.13G 0.0112 0.006386 0.002696 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.31it/s] 422/499 1.13G 0.0112 0.006386 0.002696 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 422/499 1.13G 0.01054 0.006251 0.002522 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 422/499 1.13G 0.01054 0.006251 0.002522 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.926 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 423/499 1.13G 0.01209 0.005321 0.003784 33 320: 0%| | 0/4 [00:00<?, ?it/s] 423/499 1.13G 0.01209 0.005321 0.003784 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.41it/s] 423/499 1.13G 0.01203 0.005457 0.003637 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.41it/s] 423/499 1.13G 0.01203 0.005457 0.003637 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 423/499 1.13G 0.01203 0.005247 0.003191 30 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 423/499 1.13G 0.01203 0.005247 0.003191 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 423/499 1.13G 0.01156 0.005332 0.003897 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 423/499 1.13G 0.01156 0.005332 0.003897 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.03it/s] all 60 60 0.997 1 0.995 0.92 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 424/499 1.13G 0.01121 0.005223 0.007259 40 320: 0%| | 0/4 [00:00<?, ?it/s] 424/499 1.13G 0.01121 0.005223 0.007259 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 424/499 1.13G 0.01116 0.005306 0.004929 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 424/499 1.13G 0.01116 0.005306 0.004929 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 424/499 1.13G 0.0111 0.005069 0.00438 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 424/499 1.13G 0.0111 0.005069 0.00438 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 424/499 1.13G 0.01083 0.004905 0.004068 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 424/499 1.13G 0.01083 0.004905 0.004068 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.926 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 425/499 1.13G 0.01498 0.00431 0.003786 31 320: 0%| | 0/4 [00:00<?, ?it/s] 425/499 1.13G 0.01498 0.00431 0.003786 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 425/499 1.13G 0.0141 0.003961 0.007275 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 425/499 1.13G 0.0141 0.003961 0.007275 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 425/499 1.13G 0.01329 0.004919 0.008733 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 425/499 1.13G 0.01329 0.004919 0.008733 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.38it/s] 425/499 1.13G 0.01304 0.005072 0.008846 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.38it/s] 425/499 1.13G 0.01304 0.005072 0.008846 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.32it/s] all 60 60 0.997 1 0.995 0.934 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 426/499 1.13G 0.01099 0.005456 0.008748 33 320: 0%| | 0/4 [00:00<?, ?it/s] 426/499 1.13G 0.01099 0.005456 0.008748 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 426/499 1.13G 0.01214 0.004865 0.008993 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 426/499 1.13G 0.01214 0.004865 0.008993 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 426/499 1.13G 0.01175 0.00461 0.008887 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 426/499 1.13G 0.01175 0.00461 0.008887 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.38it/s] 426/499 1.13G 0.0118 0.00498 0.00825 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.38it/s] 426/499 1.13G 0.0118 0.00498 0.00825 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.80it/s] 426/499 1.13G 0.0118 0.00498 0.00825 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.28it/s] all 60 60 0.997 1 0.995 0.934 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 427/499 1.13G 0.01076 0.00427 0.01207 31 320: 0%| | 0/4 [00:00<?, ?it/s] 427/499 1.13G 0.01076 0.00427 0.01207 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 427/499 1.13G 0.01124 0.005 0.007564 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 427/499 1.13G 0.01124 0.005 0.007564 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 427/499 1.13G 0.012 0.005117 0.005954 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 427/499 1.13G 0.012 0.005117 0.005954 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 427/499 1.13G 0.01257 0.005216 0.005265 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 427/499 1.13G 0.01257 0.005216 0.005265 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.86it/s] 427/499 1.13G 0.01257 0.005216 0.005265 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.31it/s] all 60 60 0.998 1 0.995 0.929 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 428/499 1.13G 0.01171 0.005336 0.00298 40 320: 0%| | 0/4 [00:00<?, ?it/s] 428/499 1.13G 0.01171 0.005336 0.00298 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.41it/s] 428/499 1.13G 0.01123 0.005963 0.003695 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.41it/s] 428/499 1.13G 0.01123 0.005963 0.003695 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 428/499 1.13G 0.01185 0.005542 0.003716 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.36it/s] 428/499 1.13G 0.01185 0.005542 0.003716 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 428/499 1.13G 0.01216 0.005483 0.004278 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.35it/s] 428/499 1.13G 0.01216 0.005483 0.004278 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.998 1 0.995 0.939 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 429/499 1.13G 0.01213 0.005114 0.009478 41 320: 0%| | 0/4 [00:00<?, ?it/s] 429/499 1.13G 0.01213 0.005114 0.009478 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 429/499 1.13G 0.01127 0.005 0.008558 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 429/499 1.13G 0.01127 0.005 0.008558 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 429/499 1.13G 0.01152 0.005331 0.009262 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 429/499 1.13G 0.01152 0.005331 0.009262 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 429/499 1.13G 0.0116 0.005521 0.007816 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 429/499 1.13G 0.0116 0.005521 0.007816 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.84it/s] 429/499 1.13G 0.0116 0.005521 0.007816 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.928 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 430/499 1.13G 0.01044 0.00449 0.002754 40 320: 0%| | 0/4 [00:00<?, ?it/s] 430/499 1.13G 0.01044 0.00449 0.002754 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.19it/s] 430/499 1.13G 0.01124 0.004256 0.006548 26 320: 25%|██▌ | 1/4 [00:00<00:00, 8.19it/s] 430/499 1.13G 0.01124 0.004256 0.006548 26 320: 50%|█████ | 2/4 [00:00<00:00, 8.18it/s] 430/499 1.13G 0.01256 0.004832 0.006089 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.18it/s] 430/499 1.13G 0.01256 0.004832 0.006089 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.19it/s] 430/499 1.13G 0.0134 0.005598 0.006115 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.19it/s] 430/499 1.13G 0.0134 0.005598 0.006115 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] 430/499 1.13G 0.0134 0.005598 0.006115 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.32it/s] all 60 60 0.998 1 0.995 0.922 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 431/499 1.13G 0.01457 0.00693 0.005236 38 320: 0%| | 0/4 [00:00<?, ?it/s] 431/499 1.13G 0.01457 0.00693 0.005236 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 431/499 1.13G 0.01272 0.006417 0.004056 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 431/499 1.13G 0.01272 0.006417 0.004056 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 431/499 1.13G 0.01342 0.006307 0.005724 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 431/499 1.13G 0.01342 0.006307 0.005724 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 431/499 1.13G 0.01281 0.006189 0.004771 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 431/499 1.13G 0.01281 0.006189 0.004771 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.05it/s] all 60 60 0.997 1 0.995 0.933 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 432/499 1.13G 0.01216 0.004435 0.006491 32 320: 0%| | 0/4 [00:00<?, ?it/s] 432/499 1.13G 0.01216 0.004435 0.006491 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 432/499 1.13G 0.01051 0.005141 0.005789 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 432/499 1.13G 0.01051 0.005141 0.005789 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.35it/s] 432/499 1.13G 0.0107 0.005677 0.004768 48 320: 50%|█████ | 2/4 [00:00<00:00, 8.35it/s] 432/499 1.13G 0.0107 0.005677 0.004768 48 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 432/499 1.13G 0.01087 0.005436 0.004764 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 432/499 1.13G 0.01087 0.005436 0.004764 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.937 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 433/499 1.13G 0.01207 0.005806 0.006209 33 320: 0%| | 0/4 [00:00<?, ?it/s] 433/499 1.13G 0.01207 0.005806 0.006209 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 433/499 1.13G 0.01231 0.006227 0.006744 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 433/499 1.13G 0.01231 0.006227 0.006744 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 433/499 1.13G 0.01187 0.006129 0.006453 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 433/499 1.13G 0.01187 0.006129 0.006453 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 433/499 1.13G 0.01174 0.005728 0.005681 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 433/499 1.13G 0.01174 0.005728 0.005681 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.997 1 0.995 0.936 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 434/499 1.13G 0.01031 0.007153 0.002735 46 320: 0%| | 0/4 [00:00<?, ?it/s] 434/499 1.13G 0.01031 0.007153 0.002735 46 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 434/499 1.13G 0.01114 0.006504 0.005487 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 434/499 1.13G 0.01114 0.006504 0.005487 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 434/499 1.13G 0.01047 0.006082 0.004887 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 434/499 1.13G 0.01047 0.006082 0.004887 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 434/499 1.13G 0.01058 0.005861 0.006333 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.25it/s] 434/499 1.13G 0.01058 0.005861 0.006333 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.83it/s] 434/499 1.13G 0.01058 0.005861 0.006333 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.933 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 435/499 1.13G 0.01066 0.005911 0.007134 46 320: 0%| | 0/4 [00:00<?, ?it/s] 435/499 1.13G 0.01066 0.005911 0.007134 46 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 435/499 1.13G 0.01067 0.005692 0.004796 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 435/499 1.13G 0.01067 0.005692 0.004796 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 435/499 1.13G 0.01058 0.005456 0.003928 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 435/499 1.13G 0.01058 0.005456 0.003928 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 435/499 1.13G 0.01075 0.005326 0.006406 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 435/499 1.13G 0.01075 0.005326 0.006406 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.932 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 436/499 1.13G 0.01175 0.005613 0.004981 43 320: 0%| | 0/4 [00:00<?, ?it/s] 436/499 1.13G 0.01175 0.005613 0.004981 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 436/499 1.13G 0.01124 0.005186 0.003923 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 436/499 1.13G 0.01124 0.005186 0.003923 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 436/499 1.13G 0.01163 0.00511 0.004602 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 436/499 1.13G 0.01163 0.00511 0.004602 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 436/499 1.13G 0.01245 0.005214 0.004215 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 436/499 1.13G 0.01245 0.005214 0.004215 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 437/499 1.13G 0.01137 0.005875 0.00551 44 320: 0%| | 0/4 [00:00<?, ?it/s] 437/499 1.13G 0.01137 0.005875 0.00551 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 437/499 1.13G 0.012 0.005181 0.004082 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 437/499 1.13G 0.012 0.005181 0.004082 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 437/499 1.13G 0.01256 0.00526 0.00476 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 437/499 1.13G 0.01256 0.00526 0.00476 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 437/499 1.13G 0.01256 0.005015 0.004225 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 437/499 1.13G 0.01256 0.005015 0.004225 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.941 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 438/499 1.13G 0.009425 0.005052 0.002716 37 320: 0%| | 0/4 [00:00<?, ?it/s] 438/499 1.13G 0.009425 0.005052 0.002716 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 438/499 1.13G 0.01031 0.005715 0.004014 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 438/499 1.13G 0.01031 0.005715 0.004014 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 438/499 1.13G 0.01091 0.005788 0.003916 47 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 438/499 1.13G 0.01091 0.005788 0.003916 47 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 438/499 1.13G 0.01088 0.005471 0.003651 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 438/499 1.13G 0.01088 0.005471 0.003651 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.81it/s] 438/499 1.13G 0.01088 0.005471 0.003651 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.22it/s] all 60 60 0.997 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 439/499 1.13G 0.01084 0.006229 0.005582 40 320: 0%| | 0/4 [00:00<?, ?it/s] 439/499 1.13G 0.01084 0.006229 0.005582 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 439/499 1.13G 0.01112 0.006471 0.004605 48 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 439/499 1.13G 0.01112 0.006471 0.004605 48 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 439/499 1.13G 0.01109 0.006274 0.005647 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 439/499 1.13G 0.01109 0.006274 0.005647 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 439/499 1.13G 0.01127 0.006371 0.004702 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 439/499 1.13G 0.01127 0.006371 0.004702 37 320: 100%|██████████| 4/4 [00:00<00:00, 8.89it/s] 439/499 1.13G 0.01127 0.006371 0.004702 37 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.32it/s] all 60 60 0.997 1 0.995 0.927 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 440/499 1.13G 0.01287 0.006418 0.00478 44 320: 0%| | 0/4 [00:00<?, ?it/s] 440/499 1.13G 0.01287 0.006418 0.00478 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 440/499 1.13G 0.01195 0.005814 0.004554 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 440/499 1.13G 0.01195 0.005814 0.004554 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 440/499 1.13G 0.01177 0.005445 0.006548 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 440/499 1.13G 0.01177 0.005445 0.006548 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 440/499 1.13G 0.01166 0.005288 0.007283 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 440/499 1.13G 0.01166 0.005288 0.007283 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.997 1 0.995 0.934 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 441/499 1.13G 0.01423 0.007533 0.01114 42 320: 0%| | 0/4 [00:00<?, ?it/s] 441/499 1.13G 0.01423 0.007533 0.01114 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.00it/s] 441/499 1.13G 0.01349 0.006901 0.008999 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.00it/s] 441/499 1.13G 0.01349 0.006901 0.008999 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.19it/s] 441/499 1.13G 0.01237 0.006246 0.007513 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.19it/s] 441/499 1.13G 0.01237 0.006246 0.007513 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 441/499 1.13G 0.01216 0.006227 0.007191 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 441/499 1.13G 0.01216 0.006227 0.007191 38 320: 100%|██████████| 4/4 [00:00<00:00, 8.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.997 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 442/499 1.13G 0.01095 0.005469 0.006937 36 320: 0%| | 0/4 [00:00<?, ?it/s] 442/499 1.13G 0.01095 0.005469 0.006937 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 442/499 1.13G 0.01112 0.005546 0.00512 45 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 442/499 1.13G 0.01112 0.005546 0.00512 45 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 442/499 1.13G 0.01107 0.005528 0.006184 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 442/499 1.13G 0.01107 0.005528 0.006184 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 442/499 1.13G 0.01105 0.005382 0.005707 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 442/499 1.13G 0.01105 0.005382 0.005707 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.929 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 443/499 1.13G 0.01032 0.005228 0.002457 39 320: 0%| | 0/4 [00:00<?, ?it/s] 443/499 1.13G 0.01032 0.005228 0.002457 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 443/499 1.13G 0.01284 0.005449 0.006836 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 443/499 1.13G 0.01284 0.005449 0.006836 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.18it/s] 443/499 1.13G 0.01228 0.005483 0.007142 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.18it/s] 443/499 1.13G 0.01228 0.005483 0.007142 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 443/499 1.13G 0.01166 0.005369 0.006734 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 443/499 1.13G 0.01166 0.005369 0.006734 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] all 60 60 0.997 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 444/499 1.13G 0.01246 0.003586 0.002786 27 320: 0%| | 0/4 [00:00<?, ?it/s] 444/499 1.13G 0.01246 0.003586 0.002786 27 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 444/499 1.13G 0.01083 0.00412 0.008345 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 444/499 1.13G 0.01083 0.00412 0.008345 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 444/499 1.13G 0.01084 0.004395 0.006475 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 444/499 1.13G 0.01084 0.004395 0.006475 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 444/499 1.13G 0.01094 0.00469 0.005489 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 444/499 1.13G 0.01094 0.00469 0.005489 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.10it/s] all 60 60 0.997 1 0.995 0.937 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 445/499 1.13G 0.009999 0.005314 0.008179 38 320: 0%| | 0/4 [00:00<?, ?it/s] 445/499 1.13G 0.009999 0.005314 0.008179 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 445/499 1.13G 0.009297 0.005303 0.005015 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 445/499 1.13G 0.009297 0.005303 0.005015 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 445/499 1.13G 0.009761 0.005359 0.004075 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 445/499 1.13G 0.009761 0.005359 0.004075 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 445/499 1.13G 0.01064 0.005176 0.003739 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 445/499 1.13G 0.01064 0.005176 0.003739 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.26it/s] all 60 60 0.997 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 446/499 1.13G 0.009448 0.003615 0.01433 28 320: 0%| | 0/4 [00:00<?, ?it/s] 446/499 1.13G 0.009448 0.003615 0.01433 28 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 446/499 1.13G 0.01103 0.00414 0.01029 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 446/499 1.13G 0.01103 0.00414 0.01029 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 446/499 1.13G 0.01056 0.004417 0.008742 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 446/499 1.13G 0.01056 0.004417 0.008742 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 446/499 1.13G 0.0109 0.004427 0.006974 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 446/499 1.13G 0.0109 0.004427 0.006974 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.15it/s] all 60 60 0.997 1 0.995 0.92 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 447/499 1.13G 0.01202 0.005656 0.003361 42 320: 0%| | 0/4 [00:00<?, ?it/s] 447/499 1.13G 0.01202 0.005656 0.003361 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 447/499 1.13G 0.01354 0.005992 0.005228 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 447/499 1.13G 0.01354 0.005992 0.005228 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 447/499 1.13G 0.0136 0.005873 0.00618 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 447/499 1.13G 0.0136 0.005873 0.00618 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.18it/s] 447/499 1.13G 0.01348 0.005569 0.006814 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.18it/s] 447/499 1.13G 0.01348 0.005569 0.006814 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.72it/s] 447/499 1.13G 0.01348 0.005569 0.006814 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.24it/s] all 60 60 0.997 1 0.995 0.921 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 448/499 1.13G 0.01041 0.004642 0.007322 32 320: 0%| | 0/4 [00:00<?, ?it/s] 448/499 1.13G 0.01041 0.004642 0.007322 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 448/499 1.13G 0.01083 0.004805 0.006557 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 448/499 1.13G 0.01083 0.004805 0.006557 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 448/499 1.13G 0.01034 0.004946 0.005212 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 448/499 1.13G 0.01034 0.004946 0.005212 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 448/499 1.13G 0.01052 0.00507 0.005309 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 448/499 1.13G 0.01052 0.00507 0.005309 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.997 1 0.995 0.926 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 449/499 1.13G 0.01265 0.006303 0.003175 39 320: 0%| | 0/4 [00:00<?, ?it/s] 449/499 1.13G 0.01265 0.006303 0.003175 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 449/499 1.13G 0.01224 0.006072 0.00338 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 449/499 1.13G 0.01224 0.006072 0.00338 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 449/499 1.13G 0.0116 0.005498 0.003314 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 449/499 1.13G 0.0116 0.005498 0.003314 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 449/499 1.13G 0.01185 0.006153 0.005181 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 449/499 1.13G 0.01185 0.006153 0.005181 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.935 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 450/499 1.13G 0.01156 0.004499 0.007358 32 320: 0%| | 0/4 [00:00<?, ?it/s] 450/499 1.13G 0.01156 0.004499 0.007358 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 450/499 1.13G 0.01131 0.004955 0.007653 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 450/499 1.13G 0.01131 0.004955 0.007653 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 450/499 1.13G 0.01174 0.005213 0.009471 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 450/499 1.13G 0.01174 0.005213 0.009471 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 450/499 1.13G 0.01139 0.005576 0.007586 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 450/499 1.13G 0.01139 0.005576 0.007586 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.997 1 0.995 0.937 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 451/499 1.13G 0.01106 0.006663 0.002716 44 320: 0%| | 0/4 [00:00<?, ?it/s] 451/499 1.13G 0.01106 0.006663 0.002716 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 451/499 1.13G 0.01093 0.006434 0.002571 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 451/499 1.13G 0.01093 0.006434 0.002571 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 451/499 1.13G 0.01075 0.006026 0.003985 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 451/499 1.13G 0.01075 0.006026 0.003985 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 451/499 1.13G 0.01066 0.00577 0.004993 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 451/499 1.13G 0.01066 0.00577 0.004993 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.997 1 0.995 0.932 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 452/499 1.13G 0.01002 0.004418 0.002828 35 320: 0%| | 0/4 [00:00<?, ?it/s] 452/499 1.13G 0.01002 0.004418 0.002828 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 452/499 1.13G 0.01067 0.005703 0.003957 46 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 452/499 1.13G 0.01067 0.005703 0.003957 46 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 452/499 1.13G 0.01062 0.005676 0.0036 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 452/499 1.13G 0.01062 0.005676 0.0036 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 452/499 1.13G 0.01089 0.005896 0.004104 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 452/499 1.13G 0.01089 0.005896 0.004104 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.13it/s] all 60 60 0.997 1 0.995 0.927 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 453/499 1.13G 0.008709 0.004429 0.001606 32 320: 0%| | 0/4 [00:00<?, ?it/s] 453/499 1.13G 0.008709 0.004429 0.001606 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 453/499 1.13G 0.009689 0.004769 0.003624 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 453/499 1.13G 0.009689 0.004769 0.003624 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 453/499 1.13G 0.009762 0.005183 0.004606 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 453/499 1.13G 0.009762 0.005183 0.004606 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 453/499 1.13G 0.01002 0.005233 0.00539 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 453/499 1.13G 0.01002 0.005233 0.00539 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.997 1 0.995 0.939 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 454/499 1.13G 0.01008 0.006036 0.007819 39 320: 0%| | 0/4 [00:00<?, ?it/s] 454/499 1.13G 0.01008 0.006036 0.007819 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 454/499 1.13G 0.01199 0.005735 0.005527 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 454/499 1.13G 0.01199 0.005735 0.005527 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 454/499 1.13G 0.01205 0.006383 0.007172 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 454/499 1.13G 0.01205 0.006383 0.007172 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.18it/s] 454/499 1.13G 0.0117 0.005948 0.005871 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.18it/s] 454/499 1.13G 0.0117 0.005948 0.005871 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.99it/s] all 60 60 0.997 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 455/499 1.13G 0.01183 0.00622 0.003356 49 320: 0%| | 0/4 [00:00<?, ?it/s] 455/499 1.13G 0.01183 0.00622 0.003356 49 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 455/499 1.13G 0.0111 0.005504 0.006854 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 455/499 1.13G 0.0111 0.005504 0.006854 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 455/499 1.13G 0.01116 0.005806 0.005451 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 455/499 1.13G 0.01116 0.005806 0.005451 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 455/499 1.13G 0.01116 0.005646 0.006394 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 455/499 1.13G 0.01116 0.005646 0.006394 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.60it/s] 455/499 1.13G 0.01116 0.005646 0.006394 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.998 1 0.995 0.933 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 456/499 1.13G 0.01116 0.005678 0.005168 39 320: 0%| | 0/4 [00:00<?, ?it/s] 456/499 1.13G 0.01116 0.005678 0.005168 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 456/499 1.13G 0.01023 0.005428 0.005095 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 456/499 1.13G 0.01023 0.005428 0.005095 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 456/499 1.13G 0.01027 0.005274 0.006932 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 456/499 1.13G 0.01027 0.005274 0.006932 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 456/499 1.13G 0.009875 0.00522 0.006129 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 456/499 1.13G 0.009875 0.00522 0.006129 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.12it/s] all 60 60 0.998 1 0.995 0.928 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 457/499 1.13G 0.01001 0.005749 0.002982 39 320: 0%| | 0/4 [00:00<?, ?it/s] 457/499 1.13G 0.01001 0.005749 0.002982 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 457/499 1.13G 0.01037 0.00541 0.002852 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 457/499 1.13G 0.01037 0.00541 0.002852 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.13it/s] 457/499 1.13G 0.01148 0.005471 0.003662 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.13it/s] 457/499 1.13G 0.01148 0.005471 0.003662 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 457/499 1.13G 0.01164 0.005842 0.004901 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 457/499 1.13G 0.01164 0.005842 0.004901 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.998 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 458/499 1.13G 0.01164 0.004794 0.001851 38 320: 0%| | 0/4 [00:00<?, ?it/s] 458/499 1.13G 0.01164 0.004794 0.001851 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 458/499 1.13G 0.01096 0.00512 0.002055 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 458/499 1.13G 0.01096 0.00512 0.002055 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.17it/s] 458/499 1.13G 0.01122 0.005167 0.002923 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.17it/s] 458/499 1.13G 0.01122 0.005167 0.002923 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 458/499 1.13G 0.01115 0.005533 0.002798 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 458/499 1.13G 0.01115 0.005533 0.002798 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.29it/s] all 60 60 0.998 1 0.995 0.928 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 459/499 1.13G 0.01113 0.006731 0.003632 42 320: 0%| | 0/4 [00:00<?, ?it/s] 459/499 1.13G 0.01113 0.006731 0.003632 42 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 459/499 1.13G 0.01154 0.005914 0.004966 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 459/499 1.13G 0.01154 0.005914 0.004966 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 459/499 1.13G 0.01221 0.005994 0.006285 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 459/499 1.13G 0.01221 0.005994 0.006285 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 459/499 1.13G 0.01168 0.005706 0.005369 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 459/499 1.13G 0.01168 0.005706 0.005369 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.998 1 0.995 0.938 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 460/499 1.13G 0.01082 0.00539 0.004922 29 320: 0%| | 0/4 [00:00<?, ?it/s] 460/499 1.13G 0.01082 0.00539 0.004922 29 320: 25%|██▌ | 1/4 [00:00<00:00, 8.23it/s] 460/499 1.13G 0.009943 0.004771 0.006286 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.23it/s] 460/499 1.13G 0.009943 0.004771 0.006286 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 460/499 1.13G 0.0107 0.005316 0.005984 45 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 460/499 1.13G 0.0107 0.005316 0.005984 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 460/499 1.13G 0.01113 0.004885 0.006333 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 460/499 1.13G 0.01113 0.004885 0.006333 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.28it/s] all 60 60 0.998 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 461/499 1.13G 0.01046 0.004771 0.002585 38 320: 0%| | 0/4 [00:00<?, ?it/s] 461/499 1.13G 0.01046 0.004771 0.002585 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 461/499 1.13G 0.01021 0.004749 0.002396 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 461/499 1.13G 0.01021 0.004749 0.002396 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 461/499 1.13G 0.01035 0.005334 0.003592 46 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 461/499 1.13G 0.01035 0.005334 0.003592 46 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.14it/s] 461/499 1.13G 0.01073 0.005249 0.005036 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.14it/s] 461/499 1.13G 0.01073 0.005249 0.005036 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.63it/s] 461/499 1.13G 0.01073 0.005249 0.005036 31 320: 100%|██████████| 4/4 [00:00<00:00, 8.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.28it/s] all 60 60 0.998 1 0.995 0.936 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 462/499 1.13G 0.01243 0.00493 0.003763 33 320: 0%| | 0/4 [00:00<?, ?it/s] 462/499 1.13G 0.01243 0.00493 0.003763 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 462/499 1.13G 0.01123 0.005135 0.00386 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 462/499 1.13G 0.01123 0.005135 0.00386 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 462/499 1.13G 0.01141 0.005252 0.003596 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 462/499 1.13G 0.01141 0.005252 0.003596 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 462/499 1.13G 0.01066 0.005098 0.003162 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 462/499 1.13G 0.01066 0.005098 0.003162 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.998 1 0.995 0.929 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 463/499 1.13G 0.009598 0.005819 0.002564 44 320: 0%| | 0/4 [00:00<?, ?it/s] 463/499 1.13G 0.009598 0.005819 0.002564 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 463/499 1.13G 0.009473 0.005806 0.002429 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 463/499 1.13G 0.009473 0.005806 0.002429 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 463/499 1.13G 0.01015 0.006515 0.003063 45 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 463/499 1.13G 0.01015 0.006515 0.003063 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 463/499 1.13G 0.01041 0.006066 0.003045 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 463/499 1.13G 0.01041 0.006066 0.003045 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.84it/s] 463/499 1.13G 0.01041 0.006066 0.003045 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.929 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 464/499 1.13G 0.01105 0.005593 0.002467 39 320: 0%| | 0/4 [00:00<?, ?it/s] 464/499 1.13G 0.01105 0.005593 0.002467 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 464/499 1.13G 0.01181 0.005567 0.005708 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 464/499 1.13G 0.01181 0.005567 0.005708 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 464/499 1.13G 0.01111 0.005466 0.005139 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 464/499 1.13G 0.01111 0.005466 0.005139 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 464/499 1.13G 0.01132 0.005341 0.004644 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 464/499 1.13G 0.01132 0.005341 0.004644 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] 464/499 1.13G 0.01132 0.005341 0.004644 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.998 1 0.995 0.929 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 465/499 1.13G 0.01017 0.005144 0.003159 34 320: 0%| | 0/4 [00:00<?, ?it/s] 465/499 1.13G 0.01017 0.005144 0.003159 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 465/499 1.13G 0.009994 0.005057 0.005865 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 465/499 1.13G 0.009994 0.005057 0.005865 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 465/499 1.13G 0.01004 0.004984 0.005128 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 465/499 1.13G 0.01004 0.004984 0.005128 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 465/499 1.13G 0.00969 0.00495 0.005617 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 465/499 1.13G 0.00969 0.00495 0.005617 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.929 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 466/499 1.13G 0.009731 0.006269 0.006446 44 320: 0%| | 0/4 [00:00<?, ?it/s] 466/499 1.13G 0.009731 0.006269 0.006446 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 466/499 1.13G 0.009872 0.00647 0.005131 46 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 466/499 1.13G 0.009872 0.00647 0.005131 46 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 466/499 1.13G 0.009638 0.00609 0.004676 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 466/499 1.13G 0.009638 0.00609 0.004676 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 466/499 1.13G 0.009506 0.005686 0.005944 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 466/499 1.13G 0.009506 0.005686 0.005944 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.934 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 467/499 1.13G 0.009043 0.004918 0.004974 37 320: 0%| | 0/4 [00:00<?, ?it/s] 467/499 1.13G 0.009043 0.004918 0.004974 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 467/499 1.13G 0.01059 0.00534 0.004499 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 467/499 1.13G 0.01059 0.00534 0.004499 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 467/499 1.13G 0.01026 0.005158 0.00682 32 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 467/499 1.13G 0.01026 0.005158 0.00682 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 467/499 1.13G 0.01105 0.004962 0.006983 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 467/499 1.13G 0.01105 0.004962 0.006983 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.15it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 468/499 1.13G 0.01131 0.006022 0.006142 39 320: 0%| | 0/4 [00:00<?, ?it/s] 468/499 1.13G 0.01131 0.006022 0.006142 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 468/499 1.13G 0.01028 0.005504 0.004794 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 468/499 1.13G 0.01028 0.005504 0.004794 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 468/499 1.13G 0.009776 0.005285 0.00543 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 468/499 1.13G 0.009776 0.005285 0.00543 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 468/499 1.13G 0.009781 0.005124 0.005958 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 468/499 1.13G 0.009781 0.005124 0.005958 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.933 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 469/499 1.13G 0.01144 0.004907 0.005891 36 320: 0%| | 0/4 [00:00<?, ?it/s] 469/499 1.13G 0.01144 0.004907 0.005891 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 469/499 1.13G 0.01006 0.004988 0.004972 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 469/499 1.13G 0.01006 0.004988 0.004972 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 469/499 1.13G 0.009818 0.004628 0.004 27 320: 50%|█████ | 2/4 [00:00<00:00, 8.37it/s] 469/499 1.13G 0.009818 0.004628 0.004 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 469/499 1.13G 0.009761 0.004718 0.003746 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 469/499 1.13G 0.009761 0.004718 0.003746 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.87it/s] 469/499 1.13G 0.009761 0.004718 0.003746 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 470/499 1.13G 0.01028 0.004291 0.003097 28 320: 0%| | 0/4 [00:00<?, ?it/s] 470/499 1.13G 0.01028 0.004291 0.003097 28 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 470/499 1.13G 0.01049 0.004074 0.007249 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 470/499 1.13G 0.01049 0.004074 0.007249 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 470/499 1.13G 0.011 0.00485 0.00565 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 470/499 1.13G 0.011 0.00485 0.00565 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 470/499 1.13G 0.01167 0.00491 0.005205 23 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 470/499 1.13G 0.01167 0.00491 0.005205 23 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.25it/s] all 60 60 0.998 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 471/499 1.13G 0.01127 0.006067 0.004233 38 320: 0%| | 0/4 [00:00<?, ?it/s] 471/499 1.13G 0.01127 0.006067 0.004233 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 471/499 1.13G 0.01217 0.005575 0.003604 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 471/499 1.13G 0.01217 0.005575 0.003604 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 471/499 1.13G 0.01134 0.005524 0.003061 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 471/499 1.13G 0.01134 0.005524 0.003061 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 471/499 1.13G 0.01118 0.005466 0.002745 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.23it/s] 471/499 1.13G 0.01118 0.005466 0.002745 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] 471/499 1.13G 0.01118 0.005466 0.002745 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 472/499 1.13G 0.01048 0.005089 0.003437 32 320: 0%| | 0/4 [00:00<?, ?it/s] 472/499 1.13G 0.01048 0.005089 0.003437 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 472/499 1.13G 0.01077 0.005466 0.00529 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 472/499 1.13G 0.01077 0.005466 0.00529 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 472/499 1.13G 0.01163 0.004926 0.005701 28 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 472/499 1.13G 0.01163 0.004926 0.005701 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 472/499 1.13G 0.01141 0.00465 0.004908 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 472/499 1.13G 0.01141 0.00465 0.004908 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 473/499 1.13G 0.008313 0.005741 0.002233 37 320: 0%| | 0/4 [00:00<?, ?it/s] 473/499 1.13G 0.008313 0.005741 0.002233 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 473/499 1.13G 0.01044 0.005699 0.00354 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 473/499 1.13G 0.01044 0.005699 0.00354 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 473/499 1.13G 0.009993 0.005855 0.003162 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 473/499 1.13G 0.009993 0.005855 0.003162 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 473/499 1.13G 0.01 0.0058 0.004259 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 473/499 1.13G 0.01 0.0058 0.004259 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.998 1 0.995 0.928 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 474/499 1.13G 0.01091 0.005455 0.00416 40 320: 0%| | 0/4 [00:00<?, ?it/s] 474/499 1.13G 0.01091 0.005455 0.00416 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 474/499 1.13G 0.0105 0.00598 0.003177 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 474/499 1.13G 0.0105 0.00598 0.003177 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 474/499 1.13G 0.01141 0.005955 0.005423 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 474/499 1.13G 0.01141 0.005955 0.005423 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 474/499 1.13G 0.01124 0.005609 0.00469 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 474/499 1.13G 0.01124 0.005609 0.00469 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.937 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 475/499 1.13G 0.01049 0.005674 0.003073 38 320: 0%| | 0/4 [00:00<?, ?it/s] 475/499 1.13G 0.01049 0.005674 0.003073 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 475/499 1.13G 0.01091 0.005707 0.004822 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 475/499 1.13G 0.01091 0.005707 0.004822 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 475/499 1.13G 0.01044 0.004988 0.004779 29 320: 50%|█████ | 2/4 [00:00<00:00, 8.25it/s] 475/499 1.13G 0.01044 0.004988 0.004779 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 475/499 1.13G 0.01047 0.005375 0.004795 37 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 475/499 1.13G 0.01047 0.005375 0.004795 37 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.998 1 0.995 0.936 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 476/499 1.13G 0.008762 0.004641 0.003034 35 320: 0%| | 0/4 [00:00<?, ?it/s] 476/499 1.13G 0.008762 0.004641 0.003034 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 476/499 1.13G 0.009455 0.004627 0.004079 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 476/499 1.13G 0.009455 0.004627 0.004079 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 476/499 1.13G 0.009212 0.004942 0.003333 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 476/499 1.13G 0.009212 0.004942 0.003333 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 476/499 1.13G 0.009564 0.005165 0.003145 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.29it/s] 476/499 1.13G 0.009564 0.005165 0.003145 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.35it/s] all 60 60 0.998 1 0.995 0.937 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 477/499 1.13G 0.01124 0.006537 0.006474 43 320: 0%| | 0/4 [00:00<?, ?it/s] 477/499 1.13G 0.01124 0.006537 0.006474 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 477/499 1.13G 0.01036 0.006067 0.004448 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 477/499 1.13G 0.01036 0.006067 0.004448 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 477/499 1.13G 0.01032 0.005967 0.007179 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 477/499 1.13G 0.01032 0.005967 0.007179 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 477/499 1.13G 0.01036 0.006264 0.006306 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 477/499 1.13G 0.01036 0.006264 0.006306 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.10it/s] all 60 60 0.998 1 0.995 0.924 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 478/499 1.13G 0.009738 0.004993 0.002783 34 320: 0%| | 0/4 [00:00<?, ?it/s] 478/499 1.13G 0.009738 0.004993 0.002783 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 478/499 1.13G 0.009236 0.004824 0.002123 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 478/499 1.13G 0.009236 0.004824 0.002123 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 478/499 1.13G 0.009577 0.004929 0.00337 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 478/499 1.13G 0.009577 0.004929 0.00337 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 478/499 1.13G 0.009532 0.004955 0.00457 32 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 478/499 1.13G 0.009532 0.004955 0.00457 32 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.998 1 0.995 0.933 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 479/499 1.13G 0.01045 0.003992 0.007005 29 320: 0%| | 0/4 [00:00<?, ?it/s] 479/499 1.13G 0.01045 0.003992 0.007005 29 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 479/499 1.13G 0.009939 0.005077 0.005053 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 479/499 1.13G 0.009939 0.005077 0.005053 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 479/499 1.13G 0.01111 0.005528 0.005834 46 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 479/499 1.13G 0.01111 0.005528 0.005834 46 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 479/499 1.13G 0.01052 0.005588 0.00493 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 479/499 1.13G 0.01052 0.005588 0.00493 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.81it/s] 479/499 1.13G 0.01052 0.005588 0.00493 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.935 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 480/499 1.13G 0.01192 0.005868 0.006202 39 320: 0%| | 0/4 [00:00<?, ?it/s] 480/499 1.13G 0.01192 0.005868 0.006202 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 480/499 1.13G 0.01162 0.006009 0.006876 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 480/499 1.13G 0.01162 0.006009 0.006876 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 480/499 1.13G 0.011 0.005888 0.005351 42 320: 50%|█████ | 2/4 [00:00<00:00, 8.26it/s] 480/499 1.13G 0.011 0.005888 0.005351 42 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 480/499 1.13G 0.01087 0.005994 0.006022 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 480/499 1.13G 0.01087 0.005994 0.006022 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.998 1 0.995 0.935 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 481/499 1.13G 0.01036 0.006159 0.009012 40 320: 0%| | 0/4 [00:00<?, ?it/s] 481/499 1.13G 0.01036 0.006159 0.009012 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 481/499 1.13G 0.01077 0.00605 0.006384 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 481/499 1.13G 0.01077 0.00605 0.006384 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 481/499 1.13G 0.01092 0.005981 0.005286 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 481/499 1.13G 0.01092 0.005981 0.005286 41 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 481/499 1.13G 0.01115 0.006002 0.006098 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 481/499 1.13G 0.01115 0.006002 0.006098 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.933 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 482/499 1.13G 0.009142 0.004549 0.00492 37 320: 0%| | 0/4 [00:00<?, ?it/s] 482/499 1.13G 0.009142 0.004549 0.00492 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 482/499 1.13G 0.009577 0.004886 0.003799 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 482/499 1.13G 0.009577 0.004886 0.003799 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 482/499 1.13G 0.009554 0.005042 0.004284 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.24it/s] 482/499 1.13G 0.009554 0.005042 0.004284 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 482/499 1.13G 0.01005 0.005007 0.005698 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 482/499 1.13G 0.01005 0.005007 0.005698 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.78it/s] 482/499 1.13G 0.01005 0.005007 0.005698 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.998 1 0.995 0.929 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 483/499 1.13G 0.01106 0.004082 0.006471 32 320: 0%| | 0/4 [00:00<?, ?it/s] 483/499 1.13G 0.01106 0.004082 0.006471 32 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 483/499 1.13G 0.0102 0.004319 0.006282 36 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 483/499 1.13G 0.0102 0.004319 0.006282 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 483/499 1.13G 0.01049 0.004568 0.004955 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 483/499 1.13G 0.01049 0.004568 0.004955 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 483/499 1.13G 0.01068 0.005068 0.004731 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 483/499 1.13G 0.01068 0.005068 0.004731 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.22it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 484/499 1.13G 0.00959 0.004055 0.002699 33 320: 0%| | 0/4 [00:00<?, ?it/s] 484/499 1.13G 0.00959 0.004055 0.002699 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 484/499 1.13G 0.01084 0.00453 0.003078 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 484/499 1.13G 0.01084 0.00453 0.003078 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 484/499 1.13G 0.01027 0.004438 0.002694 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 484/499 1.13G 0.01027 0.004438 0.002694 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 484/499 1.13G 0.01162 0.004702 0.003735 24 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 484/499 1.13G 0.01162 0.004702 0.003735 24 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.00it/s] all 60 60 0.998 1 0.995 0.933 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 485/499 1.13G 0.008667 0.004251 0.004965 38 320: 0%| | 0/4 [00:00<?, ?it/s] 485/499 1.13G 0.008667 0.004251 0.004965 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 485/499 1.13G 0.009733 0.005121 0.004681 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 485/499 1.13G 0.009733 0.005121 0.004681 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 485/499 1.13G 0.009266 0.004921 0.004454 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 485/499 1.13G 0.009266 0.004921 0.004454 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 485/499 1.13G 0.009507 0.004931 0.004621 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.31it/s] 485/499 1.13G 0.009507 0.004931 0.004621 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.38it/s] all 60 60 0.998 1 0.995 0.935 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 486/499 1.13G 0.009611 0.004304 0.002637 38 320: 0%| | 0/4 [00:00<?, ?it/s] 486/499 1.13G 0.009611 0.004304 0.002637 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 486/499 1.13G 0.009517 0.004885 0.002862 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 486/499 1.13G 0.009517 0.004885 0.002862 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 486/499 1.13G 0.009831 0.004939 0.002863 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 486/499 1.13G 0.009831 0.004939 0.002863 31 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 486/499 1.13G 0.01009 0.005078 0.002819 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.21it/s] 486/499 1.13G 0.01009 0.005078 0.002819 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.05it/s] all 60 60 0.998 1 0.995 0.928 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 487/499 1.13G 0.01163 0.004437 0.006063 31 320: 0%| | 0/4 [00:00<?, ?it/s] 487/499 1.13G 0.01163 0.004437 0.006063 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 487/499 1.13G 0.01166 0.005581 0.004854 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 487/499 1.13G 0.01166 0.005581 0.004854 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 487/499 1.13G 0.01093 0.005735 0.004879 45 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 487/499 1.13G 0.01093 0.005735 0.004879 45 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 487/499 1.13G 0.01186 0.0056 0.006348 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.30it/s] 487/499 1.13G 0.01186 0.0056 0.006348 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.78it/s] 487/499 1.13G 0.01186 0.0056 0.006348 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 488/499 1.13G 0.008328 0.005043 0.00404 40 320: 0%| | 0/4 [00:00<?, ?it/s] 488/499 1.13G 0.008328 0.005043 0.00404 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 488/499 1.13G 0.008756 0.005277 0.002811 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 488/499 1.13G 0.008756 0.005277 0.002811 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 488/499 1.13G 0.0091 0.005701 0.003543 49 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 488/499 1.13G 0.0091 0.005701 0.003543 49 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 488/499 1.13G 0.009187 0.005496 0.003193 29 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 488/499 1.13G 0.009187 0.005496 0.003193 29 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.36it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 489/499 1.13G 0.009039 0.00496 0.002689 40 320: 0%| | 0/4 [00:00<?, ?it/s] 489/499 1.13G 0.009039 0.00496 0.002689 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 489/499 1.13G 0.009438 0.004923 0.008484 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 489/499 1.13G 0.009438 0.004923 0.008484 35 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 489/499 1.13G 0.0109 0.004932 0.00732 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.28it/s] 489/499 1.13G 0.0109 0.004932 0.00732 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 489/499 1.13G 0.01076 0.005135 0.007644 35 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.27it/s] 489/499 1.13G 0.01076 0.005135 0.007644 35 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] all 60 60 0.998 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 490/499 1.13G 0.009743 0.005432 0.007555 37 320: 0%| | 0/4 [00:00<?, ?it/s] 490/499 1.13G 0.009743 0.005432 0.007555 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 490/499 1.13G 0.01106 0.005511 0.01157 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 490/499 1.13G 0.01106 0.005511 0.01157 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 490/499 1.13G 0.01099 0.005365 0.01049 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 490/499 1.13G 0.01099 0.005365 0.01049 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 490/499 1.13G 0.01089 0.005248 0.01065 34 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.32it/s] 490/499 1.13G 0.01089 0.005248 0.01065 34 320: 100%|██████████| 4/4 [00:00<00:00, 8.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 491/499 1.13G 0.009532 0.004508 0.002626 37 320: 0%| | 0/4 [00:00<?, ?it/s] 491/499 1.13G 0.009532 0.004508 0.002626 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 491/499 1.13G 0.008633 0.004567 0.002391 34 320: 25%|██▌ | 1/4 [00:00<00:00, 8.20it/s] 491/499 1.13G 0.008633 0.004567 0.002391 34 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 491/499 1.13G 0.009879 0.004997 0.003724 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.20it/s] 491/499 1.13G 0.009879 0.004997 0.003724 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 491/499 1.13G 0.009895 0.004936 0.004334 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 491/499 1.13G 0.009895 0.004936 0.004334 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.75it/s] 491/499 1.13G 0.009895 0.004936 0.004334 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.22it/s] all 60 60 0.998 1 0.995 0.932 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 492/499 1.13G 0.009331 0.006129 0.002469 43 320: 0%| | 0/4 [00:00<?, ?it/s] 492/499 1.13G 0.009331 0.006129 0.002469 43 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 492/499 1.13G 0.009505 0.005527 0.002163 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 492/499 1.13G 0.009505 0.005527 0.002163 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 492/499 1.13G 0.009596 0.005183 0.002606 40 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 492/499 1.13G 0.009596 0.005183 0.002606 40 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.19it/s] 492/499 1.13G 0.0103 0.005612 0.003765 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.19it/s] 492/499 1.13G 0.0103 0.005612 0.003765 33 320: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.33it/s] all 60 60 0.998 1 0.995 0.928 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 493/499 1.13G 0.01291 0.004804 0.003157 35 320: 0%| | 0/4 [00:00<?, ?it/s] 493/499 1.13G 0.01291 0.004804 0.003157 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 493/499 1.13G 0.01101 0.004816 0.002848 38 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 493/499 1.13G 0.01101 0.004816 0.002848 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 493/499 1.13G 0.0105 0.0045 0.002953 33 320: 50%|█████ | 2/4 [00:00<00:00, 8.33it/s] 493/499 1.13G 0.0105 0.0045 0.002953 33 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 493/499 1.13G 0.01014 0.0052 0.002603 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.33it/s] 493/499 1.13G 0.01014 0.0052 0.002603 36 320: 100%|██████████| 4/4 [00:00<00:00, 8.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.39it/s] all 60 60 0.998 1 0.995 0.932 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 494/499 1.13G 0.01038 0.004828 0.005731 29 320: 0%| | 0/4 [00:00<?, ?it/s] 494/499 1.13G 0.01038 0.004828 0.005731 29 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 494/499 1.13G 0.009517 0.004848 0.003688 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 494/499 1.13G 0.009517 0.004848 0.003688 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 494/499 1.13G 0.009287 0.004741 0.005243 38 320: 50%|█████ | 2/4 [00:00<00:00, 8.22it/s] 494/499 1.13G 0.009287 0.004741 0.005243 38 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 494/499 1.13G 0.009861 0.004753 0.00609 21 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.24it/s] 494/499 1.13G 0.009861 0.004753 0.00609 21 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.32it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 495/499 1.13G 0.009618 0.005297 0.002488 35 320: 0%| | 0/4 [00:00<?, ?it/s] 495/499 1.13G 0.009618 0.005297 0.002488 35 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 495/499 1.13G 0.01103 0.005393 0.002247 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 495/499 1.13G 0.01103 0.005393 0.002247 37 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 495/499 1.13G 0.01067 0.005043 0.002426 36 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 495/499 1.13G 0.01067 0.005043 0.002426 36 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 495/499 1.13G 0.01053 0.005712 0.00263 26 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 495/499 1.13G 0.01053 0.005712 0.00263 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.83it/s] 495/499 1.13G 0.01053 0.005712 0.00263 26 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.05it/s] all 60 60 0.998 1 0.995 0.933 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 496/499 1.13G 0.01079 0.005469 0.004441 37 320: 0%| | 0/4 [00:00<?, ?it/s] 496/499 1.13G 0.01079 0.005469 0.004441 37 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 496/499 1.13G 0.01168 0.005703 0.006344 41 320: 25%|██▌ | 1/4 [00:00<00:00, 8.33it/s] 496/499 1.13G 0.01168 0.005703 0.006344 41 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 496/499 1.13G 0.0115 0.006069 0.007945 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.29it/s] 496/499 1.13G 0.0115 0.006069 0.007945 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 496/499 1.13G 0.01166 0.006096 0.007767 27 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.22it/s] 496/499 1.13G 0.01166 0.006096 0.007767 27 320: 100%|██████████| 4/4 [00:00<00:00, 8.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.93 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 497/499 1.13G 0.009385 0.00528 0.002247 39 320: 0%| | 0/4 [00:00<?, ?it/s] 497/499 1.13G 0.009385 0.00528 0.002247 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 497/499 1.13G 0.009647 0.005719 0.003836 44 320: 25%|██▌ | 1/4 [00:00<00:00, 8.40it/s] 497/499 1.13G 0.009647 0.005719 0.003836 44 320: 50%|█████ | 2/4 [00:00<00:00, 8.32it/s] 497/499 1.13G 0.009139 0.005018 0.003341 28 320: 50%|█████ | 2/4 [00:00<00:00, 8.32it/s] 497/499 1.13G 0.009139 0.005018 0.003341 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 497/499 1.13G 0.009053 0.005162 0.003026 25 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.36it/s] 497/499 1.13G 0.009053 0.005162 0.003026 25 320: 100%|██████████| 4/4 [00:00<00:00, 8.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 498/499 1.13G 0.008507 0.003622 0.004666 33 320: 0%| | 0/4 [00:00<?, ?it/s] 498/499 1.13G 0.008507 0.003622 0.004666 33 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 498/499 1.13G 0.0106 0.004225 0.004194 31 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 498/499 1.13G 0.0106 0.004225 0.004194 31 320: 50%|█████ | 2/4 [00:00<00:00, 8.35it/s] 498/499 1.13G 0.01022 0.004381 0.003792 43 320: 50%|█████ | 2/4 [00:00<00:00, 8.35it/s] 498/499 1.13G 0.01022 0.004381 0.003792 43 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 498/499 1.13G 0.01001 0.004518 0.003995 30 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.28it/s] 498/499 1.13G 0.01001 0.004518 0.003995 30 320: 100%|██████████| 4/4 [00:00<00:00, 8.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.43it/s] all 60 60 0.998 1 0.995 0.931 Epoch gpu_mem box obj cls labels img_size 0%| | 0/4 [00:00<?, ?it/s] 499/499 1.13G 0.01344 0.005155 0.004141 40 320: 0%| | 0/4 [00:00<?, ?it/s] 499/499 1.13G 0.01344 0.005155 0.004141 40 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 499/499 1.13G 0.01245 0.00569 0.007182 39 320: 25%|██▌ | 1/4 [00:00<00:00, 8.26it/s] 499/499 1.13G 0.01245 0.00569 0.007182 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 499/499 1.13G 0.0117 0.006133 0.005823 39 320: 50%|█████ | 2/4 [00:00<00:00, 8.30it/s] 499/499 1.13G 0.0117 0.006133 0.005823 39 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 499/499 1.13G 0.01146 0.005883 0.004983 28 320: 75%|███████▌ | 3/4 [00:00<00:00, 8.26it/s] 499/499 1.13G 0.01146 0.005883 0.004983 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.83it/s] 499/499 1.13G 0.01146 0.005883 0.004983 28 320: 100%|██████████| 4/4 [00:00<00:00, 8.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 5.41it/s] all 60 60 0.998 1 0.995 0.932 500 epochs completed in 0.263 hours. Optimizer stripped from runs\train\exp\weights\last.pt, 14.4MB Optimizer stripped from runs\train\exp\weights\best.pt, 14.4MB Validating runs\train\exp\weights\best.pt... Fusing layers... Model summary: 213 layers, 7055974 parameters, 0 gradients, 15.9 GFLOPs Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.71it/s] all 60 60 0.997 1 0.995 0.941 awake 60 31 0.998 1 0.995 0.95 drowsy 60 29 0.996 1 0.995 0.932 Results saved to runs\train\exp
model = torch.hub.load('ultralytics/yolov5', 'custom', path='yolov5/runs/train/exp/weights/last.pt', force_reload=True)
Downloading: "https://github.com/ultralytics/yolov5/archive/master.zip" to C:\Users\DIPESH/.cache\torch\hub\master.zip YOLOv5 2022-7-1 Python-3.7.13 torch-1.11.0 CUDA:0 (NVIDIA GeForce RTX 3050 Laptop GPU, 4096MiB) Fusing layers... Model summary: 213 layers, 7055974 parameters, 0 gradients, 15.9 GFLOPs Adding AutoShape...
Create image for prediction and pass it to our model.
- Creating awake image to predict and draw it.
a_img = os.path.join('./data', 'images', 'awake.d18e0db6-f912-11ec-a266-088fc3196cde.jpg')
a_results = model(a_img)
a_results.print()
image 1/1: 480x640 1 awake Speed: 8.0ms pre-process, 91.0ms inference, 4.0ms NMS per image at shape (1, 3, 480, 640)
%matplotlib inline
plt.figure(figsize = (7,7))
plt.imshow(np.squeeze(a_results.render()))
plt.show()
- Here creating image for drowning detection and passing it to our model.
d_img = os.path.join('./data', 'images', 'drowsy.f8f74474-f912-11ec-81da-088fc3196cde.jpg')
d_results = model(d_img)
d_results.print()
image 1/1: 480x640 1 drowsy Speed: 7.0ms pre-process, 90.5ms inference, 4.0ms NMS per image at shape (1, 3, 480, 640)
%matplotlib inline
plt.figure(figsize = (7,7))
plt.imshow(np.squeeze(results.render()))
plt.show()
To detect a live detection run following code block.
cap = cv2.VideoCapture(0)
while cap.isOpened():
ret, frame = cap.read()
# Make detections
results = model(frame)
results.print()
cv2.imshow('YOLO', np.squeeze(results.render()))
if cv2.waitKey(10) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()