yolov5 train log
yolov5
python train_20220602.py --batch-size 2 --epochs 300 --data ./data/myvoc.yaml --cfg ./models/yolov5x.yaml --workers 0 --device 0,1
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$ python train_20220602.py --batch-size 2 --epochs 300 --data ./data/myvoc.yaml --cfg ./models/yolov5x.yaml --workers 0 --device 0,1
Using torch 1.7.1 CUDA:0 (Tesla P100-PCIE-12GB, 12198.375MB)
CUDA:1 (Tesla P100-PCIE-12GB, 12198.375MB)
Namespace(adam=False, batch_size=2, bucket='', cache_images=False, cfg='./models/yolov5x.yaml', data='./data/myvoc.yaml', device='0,1', epochs=300, evolve=False, exist_ok=False, global_rank=-1, hyp='data/hyp.scratch.yaml', image_weights=False, img_size=[1920, 1080], local_rank=-1, log_artifacts=False, log_imgs=16, multi_scale=False, name='exp', noautoanchor=False, nosave=False, notest=False, project='runs/train', quad=False, rect=False, resume=False, save_dir='runs/train/exp21', single_cls=False, sync_bn=False, total_batch_size=2, weights='models/yolov5x.pt', workers=0, world_size=1)
Start Tensorboard with "tensorboard --logdir runs/train", view at http://localhost:6006/
Hyperparameters {'lr0': 0.01, 'lrf': 0.2, '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}
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 8800 models.common.Focus [3, 80, 3]
1 -1 1 115520 models.common.Conv [80, 160, 3, 2]
2 -1 1 309120 models.common.C3 [160, 160, 4]
3 -1 1 461440 models.common.Conv [160, 320, 3, 2]
4 -1 1 3285760 models.common.C3 [320, 320, 12]
5 -1 1 1844480 models.common.Conv [320, 640, 3, 2]
6 -1 1 13125120 models.common.C3 [640, 640, 12]
7 -1 1 7375360 models.common.Conv [640, 1280, 3, 2]
8 -1 1 4099840 models.common.SPP [1280, 1280, [5, 9, 13]]
9 -1 1 19676160 models.common.C3 [1280, 1280, 4, False]
10 -1 1 820480 models.common.Conv [1280, 640, 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 5332480 models.common.C3 [1280, 640, 4, False]
14 -1 1 205440 models.common.Conv [640, 320, 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 1335040 models.common.C3 [640, 320, 4, False]
18 -1 1 922240 models.common.Conv [320, 320, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 4922880 models.common.C3 [640, 640, 4, False]
21 -1 1 3687680 models.common.Conv [640, 640, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 19676160 models.common.C3 [1280, 1280, 4, False]
24 [17, 20, 23] 1 40374 models.yolo.Detect [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [320, 640, 1280]]
Model Summary: 607 layers, 87244374 parameters, 87244374 gradients, 217.3 GFLOPS
Transferred 668/794 items from models/yolov5x.pt
Scaled weight_decay = 0.0005
Optimizer groups: 134 .bias, 134 conv.weight, 131 other
WARNING: --img-size 1080 must be multiple of max stride 32, updating to 1088
Scanning 'VOC_2022060101/labels' for images and labels... 1060 found, 0 missing, 0 empty, 0 corrupted: 100%|████| 1060/1060 [00:00<00:00, 2649.30it/s]
New cache created: VOC_2022060101/labels.cache
Scanning 'VOC_2022060101/labels.cache' for images and labels... 1060 found, 0 missing, 0 empty, 0 corrupted: 100%|████████| 1060/1060 [00:00<?, ?it/s]
Scanning 'VOC_2022060101/labels' for images and labels... 188 found, 0 missing, 0 empty, 0 corrupted: 100%|███████| 188/188 [00:00<00:00, 3116.35it/s]
New cache created: VOC_2022060101/labels.cache
Scanning 'VOC_2022060101/labels.cache' for images and labels... 188 found, 0 missing, 0 empty, 0 corrupted: 100%|███████████| 188/188 [00:00<?, ?it/s]
Plotting labels...
Analyzing anchors... anchors/target = 4.54, Best Possible Recall (BPR) = 1.0000
Image sizes 1920 train, 1088 test
Using 0 dataloader workers
Logging results to runs/train/exp21
Starting training for 300 epochs...
Epoch gpu_mem box obj cls total targets img_size
0/299 8.64G 0.1046 0.1417 0 0.2462 8 1920: 5%|█▎ | 24/530 [00:47<13:41, 1.62s/it] 0/299 8.64G 0.06172 0.05402 0 0.1157 5 1920: 100%|█████████████████████████████| 530/530 [15:14<00:00, 1.72s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 3.93it/s]
all 188 284 0.384 0.496 0.411 0.118
Epoch gpu_mem box obj cls total targets img_size
1/299 8.64G 0.04945 0.02024 0 0.0697 3 1920: 100%|█████████████████████████████| 530/530 [15:26<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.12it/s]
all 188 284 0.293 0.849 0.448 0.18
Epoch gpu_mem box obj cls total targets img_size
2/299 8.64G 0.04444 0.01491 0 0.05935 4 1920: 100%|█████████████████████████████| 530/530 [15:31<00:00, 1.76s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.08it/s]
all 188 284 0.379 0.937 0.646 0.296
Epoch gpu_mem box obj cls total targets img_size
3/299 8.65G 0.0451 0.01752 0 0.06262 12 1920: 100%|█████████████████████████████| 530/530 [15:39<00:00, 1.77s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.349 0.961 0.878 0.513
Epoch gpu_mem box obj cls total targets img_size
4/299 8.65G 0.03782 0.01305 0 0.05087 10 1920: 100%|█████████████████████████████| 530/530 [15:44<00:00, 1.78s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.399 0.972 0.816 0.445
Epoch gpu_mem box obj cls total targets img_size
5/299 8.65G 0.03266 0.01169 0 0.04434 2 1920: 100%|█████████████████████████████| 530/530 [15:46<00:00, 1.79s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.17it/s]
all 188 284 0.481 1 0.914 0.485
Epoch gpu_mem box obj cls total targets img_size
6/299 8.65G 0.02893 0.01074 0 0.03968 6 1920: 100%|█████████████████████████████| 530/530 [15:54<00:00, 1.80s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.731 1 0.961 0.626
Epoch gpu_mem box obj cls total targets img_size
7/299 8.65G 0.02502 0.01028 0 0.0353 4 1920: 100%|█████████████████████████████| 530/530 [15:56<00:00, 1.80s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 3.99it/s]
all 188 284 0.762 1 0.986 0.711
Epoch gpu_mem box obj cls total targets img_size
8/299 8.65G 0.02518 0.009702 0 0.03488 4 1920: 100%|█████████████████████████████| 530/530 [15:55<00:00, 1.80s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.04it/s]
all 188 284 0.902 1 0.993 0.731
Epoch gpu_mem box obj cls total targets img_size
9/299 8.65G 0.0224 0.009234 0 0.03164 8 1920: 100%|█████████████████████████████| 530/530 [15:48<00:00, 1.79s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.04it/s]
all 188 284 0.796 0.996 0.987 0.672
Epoch gpu_mem box obj cls total targets img_size
10/299 8.65G 0.02285 0.00953 0 0.03238 11 1920: 100%|█████████████████████████████| 530/530 [15:49<00:00, 1.79s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.926 1 0.991 0.722
Epoch gpu_mem box obj cls total targets img_size
11/299 8.65G 0.02037 0.008798 0 0.02917 12 1920: 100%|█████████████████████████████| 530/530 [15:46<00:00, 1.79s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.02it/s]
all 188 284 0.853 0.997 0.991 0.708
Epoch gpu_mem box obj cls total targets img_size
12/299 8.65G 0.0206 0.009187 0 0.02979 8 1920: 100%|█████████████████████████████| 530/530 [15:49<00:00, 1.79s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.858 1 0.995 0.727
Epoch gpu_mem box obj cls total targets img_size
13/299 8.65G 0.01953 0.008493 0 0.02802 6 1920: 100%|█████████████████████████████| 530/530 [15:49<00:00, 1.79s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.07it/s]
all 188 284 0.934 1 0.994 0.775
Epoch gpu_mem box obj cls total targets img_size
14/299 8.65G 0.01915 0.008344 0 0.0275 8 1920: 100%|█████████████████████████████| 530/530 [15:43<00:00, 1.78s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.01it/s]
all 188 284 0.971 0.996 0.996 0.822
Epoch gpu_mem box obj cls total targets img_size
15/299 8.65G 0.01904 0.007929 0 0.02697 8 1920: 100%|█████████████████████████████| 530/530 [15:27<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.986 0.999 0.995 0.776
Epoch gpu_mem box obj cls total targets img_size
16/299 8.65G 0.01764 0.008104 0 0.02575 1 1920: 100%|█████████████████████████████| 530/530 [15:08<00:00, 1.71s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.06it/s]
all 188 284 0.955 1 0.994 0.818
Epoch gpu_mem box obj cls total targets img_size
17/299 8.65G 0.01713 0.007768 0 0.0249 3 1920: 100%|█████████████████████████████| 530/530 [15:01<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.12it/s]
all 188 284 0.892 1 0.993 0.821
Epoch gpu_mem box obj cls total targets img_size
18/299 8.65G 0.01807 0.007903 0 0.02597 3 1920: 100%|█████████████████████████████| 530/530 [14:56<00:00, 1.69s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.11it/s]
all 188 284 0.939 1 0.995 0.81
Epoch gpu_mem box obj cls total targets img_size
19/299 8.65G 0.01768 0.008126 0 0.02581 3 1920: 100%|█████████████████████████████| 530/530 [14:51<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.911 0.996 0.996 0.758
Epoch gpu_mem box obj cls total targets img_size
20/299 8.65G 0.0171 0.007831 0 0.02493 2 1920: 100%|█████████████████████████████| 530/530 [14:50<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.08it/s]
all 188 284 0.916 0.996 0.995 0.803
Epoch gpu_mem box obj cls total targets img_size
21/299 8.65G 0.01715 0.007932 0 0.02509 2 1920: 100%|█████████████████████████████| 530/530 [14:50<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.908 1 0.993 0.791
Epoch gpu_mem box obj cls total targets img_size
22/299 8.65G 0.01574 0.007532 0 0.02327 5 1920: 100%|█████████████████████████████| 530/530 [14:48<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.954 1 0.994 0.813
Epoch gpu_mem box obj cls total targets img_size
23/299 8.65G 0.01619 0.007417 0 0.02361 6 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.13it/s]
all 188 284 0.98 0.996 0.996 0.817
Epoch gpu_mem box obj cls total targets img_size
24/299 8.65G 0.01721 0.007457 0 0.02467 9 1920: 100%|█████████████████████████████| 530/530 [14:49<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.979 1 0.996 0.839
Epoch gpu_mem box obj cls total targets img_size
25/299 8.65G 0.01601 0.007643 0 0.02366 6 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.09it/s]
all 188 284 0.975 0.996 0.997 0.774
Epoch gpu_mem box obj cls total targets img_size
26/299 8.65G 0.01611 0.007751 0 0.02387 7 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.36it/s]
all 188 284 0.951 0.996 0.997 0.776
Epoch gpu_mem box obj cls total targets img_size
27/299 8.65G 0.01565 0.007338 0 0.02299 7 1920: 100%|█████████████████████████████| 530/530 [14:55<00:00, 1.69s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.974 0.996 0.997 0.829
Epoch gpu_mem box obj cls total targets img_size
28/299 8.65G 0.0158 0.007744 0 0.02354 9 1920: 100%|█████████████████████████████| 530/530 [14:56<00:00, 1.69s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.34it/s]
all 188 284 0.956 0.996 0.995 0.799
Epoch gpu_mem box obj cls total targets img_size
29/299 8.65G 0.01483 0.007032 0 0.02186 7 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.979 1 0.995 0.819
Epoch gpu_mem box obj cls total targets img_size
30/299 8.65G 0.01524 0.007033 0 0.02227 6 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.969 0.999 0.996 0.835
Epoch gpu_mem box obj cls total targets img_size
31/299 8.65G 0.01468 0.007175 0 0.02186 5 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.92 1 0.996 0.708
Epoch gpu_mem box obj cls total targets img_size
32/299 8.65G 0.01709 0.007223 0 0.02432 5 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.975 1 0.994 0.815
Epoch gpu_mem box obj cls total targets img_size
33/299 8.65G 0.01475 0.007222 0 0.02198 4 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.987 1 0.996 0.835
Epoch gpu_mem box obj cls total targets img_size
34/299 8.65G 0.01513 0.007253 0 0.02238 4 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.965 1 0.996 0.837
Epoch gpu_mem box obj cls total targets img_size
35/299 8.65G 0.01448 0.007013 0 0.02149 5 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.98 1 0.996 0.844
Epoch gpu_mem box obj cls total targets img_size
36/299 8.65G 0.0148 0.006891 0 0.02169 3 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.974 1 0.995 0.777
Epoch gpu_mem box obj cls total targets img_size
37/299 8.65G 0.0154 0.00727 0 0.02267 5 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.35it/s]
all 188 284 0.977 0.996 0.997 0.825
Epoch gpu_mem box obj cls total targets img_size
38/299 8.65G 0.01373 0.006923 0 0.02066 7 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.945 0.996 0.996 0.818
Epoch gpu_mem box obj cls total targets img_size
39/299 8.65G 0.01492 0.006996 0 0.02191 10 1920: 100%|█████████████████████████████| 530/530 [14:34<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.33it/s]
all 188 284 0.966 0.997 0.997 0.835
Epoch gpu_mem box obj cls total targets img_size
40/299 8.65G 0.01335 0.006759 0 0.02011 5 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.12it/s]
all 188 284 0.98 1 0.996 0.852
Epoch gpu_mem box obj cls total targets img_size
41/299 8.65G 0.01378 0.006706 0 0.02048 3 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.971 1 0.996 0.844
Epoch gpu_mem box obj cls total targets img_size
42/299 8.65G 0.01397 0.007154 0 0.02112 3 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.97 1 0.997 0.823
Epoch gpu_mem box obj cls total targets img_size
43/299 8.65G 0.01448 0.007041 0 0.02152 5 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.977 1 0.997 0.819
Epoch gpu_mem box obj cls total targets img_size
44/299 8.65G 0.0144 0.006835 0 0.02123 8 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.967 1 0.997 0.826
Epoch gpu_mem box obj cls total targets img_size
45/299 8.65G 0.0133 0.006713 0 0.02002 7 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.986 0.994 0.997 0.841
Epoch gpu_mem box obj cls total targets img_size
46/299 8.65G 0.01394 0.006785 0 0.02072 6 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.986 0.995 0.997 0.848
Epoch gpu_mem box obj cls total targets img_size
47/299 8.65G 0.01374 0.006654 0 0.02039 8 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.979 0.997 0.997 0.826
Epoch gpu_mem box obj cls total targets img_size
48/299 8.65G 0.01447 0.007035 0 0.02151 6 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.34it/s]
all 188 284 0.984 0.993 0.996 0.854
Epoch gpu_mem box obj cls total targets img_size
49/299 8.65G 0.01315 0.006385 0 0.01953 7 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.984 0.996 0.996 0.824
Epoch gpu_mem box obj cls total targets img_size
50/299 8.65G 0.01291 0.006835 0 0.01974 3 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.26it/s]
all 188 284 0.984 0.989 0.993 0.801
Epoch gpu_mem box obj cls total targets img_size
51/299 8.65G 0.01206 0.006594 0 0.01866 4 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.40it/s]
all 188 284 0.984 0.989 0.994 0.84
Epoch gpu_mem box obj cls total targets img_size
52/299 8.65G 0.01281 0.006763 0 0.01957 5 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.36it/s]
all 188 284 0.983 0.993 0.996 0.836
Epoch gpu_mem box obj cls total targets img_size
53/299 8.65G 0.01346 0.006599 0 0.02005 5 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.982 0.996 0.997 0.858
Epoch gpu_mem box obj cls total targets img_size
54/299 8.65G 0.01243 0.006465 0 0.01889 4 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.986 0.996 0.997 0.844
Epoch gpu_mem box obj cls total targets img_size
55/299 8.65G 0.01264 0.006416 0 0.01906 6 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.993 0.993 0.996 0.857
Epoch gpu_mem box obj cls total targets img_size
56/299 8.65G 0.01254 0.006488 0 0.01902 3 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.04it/s]
all 188 284 0.983 0.993 0.997 0.848
Epoch gpu_mem box obj cls total targets img_size
57/299 8.65G 0.01331 0.006773 0 0.02008 5 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.44it/s]
all 188 284 0.99 0.986 0.991 0.84
Epoch gpu_mem box obj cls total targets img_size
58/299 8.65G 0.01281 0.006787 0 0.0196 8 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.97 0.993 0.996 0.847
Epoch gpu_mem box obj cls total targets img_size
59/299 8.65G 0.0128 0.006607 0 0.01941 4 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.971 0.993 0.996 0.855
Epoch gpu_mem box obj cls total targets img_size
60/299 8.65G 0.01251 0.006664 0 0.01918 5 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.985 0.993 0.997 0.856
Epoch gpu_mem box obj cls total targets img_size
61/299 8.65G 0.01201 0.006502 0 0.01851 5 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.982 0.993 0.996 0.816
Epoch gpu_mem box obj cls total targets img_size
62/299 8.65G 0.01327 0.00685 0 0.02012 6 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.977 0.996 0.997 0.857
Epoch gpu_mem box obj cls total targets img_size
63/299 8.65G 0.01243 0.006655 0 0.01908 8 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.981 0.989 0.995 0.86
Epoch gpu_mem box obj cls total targets img_size
64/299 8.65G 0.01235 0.006314 0 0.01866 10 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.983 0.993 0.996 0.858
Epoch gpu_mem box obj cls total targets img_size
65/299 8.65G 0.01184 0.006318 0 0.01815 5 1920: 100%|█████████████████████████████| 530/530 [14:53<00:00, 1.69s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.26it/s]
all 188 284 0.98 0.986 0.996 0.846
Epoch gpu_mem box obj cls total targets img_size
66/299 8.65G 0.01217 0.006384 0 0.01855 10 1920: 100%|█████████████████████████████| 530/530 [14:47<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.976 0.997 0.997 0.855
Epoch gpu_mem box obj cls total targets img_size
67/299 8.65G 0.01206 0.00624 0 0.0183 6 1920: 100%|█████████████████████████████| 530/530 [14:48<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.13it/s]
all 188 284 0.978 0.996 0.997 0.861
Epoch gpu_mem box obj cls total targets img_size
68/299 8.65G 0.01168 0.006012 0 0.01769 11 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.98 1 0.997 0.857
Epoch gpu_mem box obj cls total targets img_size
69/299 8.65G 0.01186 0.006299 0 0.01816 2 1920: 100%|█████████████████████████████| 530/530 [14:47<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.09it/s]
all 188 284 0.984 0.993 0.997 0.871
Epoch gpu_mem box obj cls total targets img_size
70/299 8.65G 0.0115 0.006372 0 0.01787 6 1920: 100%|█████████████████████████████| 530/530 [14:49<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.39it/s]
all 188 284 0.974 1 0.997 0.847
Epoch gpu_mem box obj cls total targets img_size
71/299 8.65G 0.0119 0.006401 0 0.0183 7 1920: 100%|█████████████████████████████| 530/530 [14:48<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.974 1 0.997 0.876
Epoch gpu_mem box obj cls total targets img_size
72/299 8.65G 0.01138 0.00619 0 0.01757 6 1920: 100%|█████████████████████████████| 530/530 [14:48<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.05it/s]
all 188 284 0.976 0.996 0.997 0.865
Epoch gpu_mem box obj cls total targets img_size
73/299 8.65G 0.01225 0.006433 0 0.01868 4 1920: 100%|█████████████████████████████| 530/530 [14:48<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.974 0.993 0.996 0.846
Epoch gpu_mem box obj cls total targets img_size
74/299 8.65G 0.01221 0.00644 0 0.01865 2 1920: 100%|█████████████████████████████| 530/530 [14:48<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.972 0.99 0.995 0.86
Epoch gpu_mem box obj cls total targets img_size
75/299 8.65G 0.01138 0.006216 0 0.01759 7 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.979 0.993 0.996 0.869
Epoch gpu_mem box obj cls total targets img_size
76/299 8.65G 0.0111 0.006044 0 0.01715 5 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.978 0.993 0.996 0.864
Epoch gpu_mem box obj cls total targets img_size
77/299 8.65G 0.01161 0.005782 0 0.0174 7 1920: 100%|█████████████████████████████| 530/530 [14:47<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.962 0.993 0.997 0.873
Epoch gpu_mem box obj cls total targets img_size
78/299 8.65G 0.01106 0.006206 0 0.01727 9 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.976 0.996 0.997 0.855
Epoch gpu_mem box obj cls total targets img_size
79/299 8.65G 0.01061 0.005789 0 0.0164 8 1920: 100%|█████████████████████████████| 530/530 [14:45<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.969 0.993 0.995 0.863
Epoch gpu_mem box obj cls total targets img_size
80/299 8.65G 0.01155 0.006115 0 0.01766 7 1920: 100%|█████████████████████████████| 530/530 [14:43<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.39it/s]
all 188 284 0.984 0.993 0.995 0.872
Epoch gpu_mem box obj cls total targets img_size
81/299 8.65G 0.01128 0.005974 0 0.01726 10 1920: 100%|█████████████████████████████| 530/530 [14:50<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.06it/s]
all 188 284 0.984 0.996 0.995 0.86
Epoch gpu_mem box obj cls total targets img_size
82/299 8.65G 0.01099 0.006184 0 0.01717 5 1920: 100%|█████████████████████████████| 530/530 [15:14<00:00, 1.73s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.986 0.992 0.995 0.871
Epoch gpu_mem box obj cls total targets img_size
83/299 8.65G 0.01048 0.006111 0 0.01659 5 1920: 100%|█████████████████████████████| 530/530 [15:25<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.11it/s]
all 188 284 0.984 0.993 0.997 0.859
Epoch gpu_mem box obj cls total targets img_size
84/299 8.65G 0.01086 0.00583 0 0.01669 10 1920: 100%|█████████████████████████████| 530/530 [15:20<00:00, 1.74s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.02it/s]
all 188 284 0.982 0.993 0.997 0.874
Epoch gpu_mem box obj cls total targets img_size
85/299 8.65G 0.01101 0.005999 0 0.01701 6 1920: 100%|█████████████████████████████| 530/530 [15:19<00:00, 1.73s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.09it/s]
all 188 284 0.976 0.993 0.996 0.864
Epoch gpu_mem box obj cls total targets img_size
86/299 8.65G 0.01097 0.005946 0 0.01691 7 1920: 100%|█████████████████████████████| 530/530 [15:20<00:00, 1.74s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.17it/s]
all 188 284 0.981 0.993 0.996 0.874
Epoch gpu_mem box obj cls total targets img_size
87/299 8.65G 0.01091 0.00598 0 0.01689 9 1920: 100%|█████████████████████████████| 530/530 [15:19<00:00, 1.74s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.05it/s]
all 188 284 0.981 0.993 0.995 0.868
Epoch gpu_mem box obj cls total targets img_size
88/299 8.65G 0.0118 0.006104 0 0.0179 4 1920: 100%|█████████████████████████████| 530/530 [15:21<00:00, 1.74s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.983 0.989 0.995 0.858
Epoch gpu_mem box obj cls total targets img_size
89/299 8.65G 0.01101 0.005685 0 0.01669 4 1920: 100%|█████████████████████████████| 530/530 [15:24<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.01it/s]
all 188 284 0.981 0.996 0.996 0.873
Epoch gpu_mem box obj cls total targets img_size
90/299 8.65G 0.01096 0.006116 0 0.01708 4 1920: 100%|█████████████████████████████| 530/530 [15:27<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.983 0.992 0.997 0.864
Epoch gpu_mem box obj cls total targets img_size
91/299 8.65G 0.01071 0.00576 0 0.01647 7 1920: 100%|█████████████████████████████| 530/530 [15:23<00:00, 1.74s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.976 0.996 0.997 0.866
Epoch gpu_mem box obj cls total targets img_size
92/299 8.65G 0.01029 0.00567 0 0.01596 5 1920: 100%|█████████████████████████████| 530/530 [15:25<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.06it/s]
all 188 284 0.988 0.989 0.994 0.863
Epoch gpu_mem box obj cls total targets img_size
93/299 8.65G 0.01045 0.005721 0 0.01617 4 1920: 100%|█████████████████████████████| 530/530 [15:26<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.13it/s]
all 188 284 0.979 0.989 0.996 0.865
Epoch gpu_mem box obj cls total targets img_size
94/299 8.65G 0.01142 0.006124 0 0.01755 4 1920: 100%|█████████████████████████████| 530/530 [15:15<00:00, 1.73s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.10it/s]
all 188 284 0.984 0.989 0.996 0.877
Epoch gpu_mem box obj cls total targets img_size
95/299 8.65G 0.01053 0.006148 0 0.01668 4 1920: 100%|█████████████████████████████| 530/530 [15:03<00:00, 1.71s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.09it/s]
all 188 284 0.981 0.989 0.996 0.87
Epoch gpu_mem box obj cls total targets img_size
96/299 8.65G 0.01088 0.006054 0 0.01694 4 1920: 100%|█████████████████████████████| 530/530 [14:59<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.981 0.989 0.994 0.864
Epoch gpu_mem box obj cls total targets img_size
97/299 8.65G 0.01064 0.005796 0 0.01643 4 1920: 100%|█████████████████████████████| 530/530 [15:00<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.11it/s]
all 188 284 0.986 0.992 0.996 0.871
Epoch gpu_mem box obj cls total targets img_size
98/299 8.65G 0.01107 0.006058 0 0.01713 5 1920: 100%|█████████████████████████████| 530/530 [14:58<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.983 0.992 0.997 0.876
Epoch gpu_mem box obj cls total targets img_size
99/299 8.65G 0.01034 0.005635 0 0.01598 4 1920: 100%|█████████████████████████████| 530/530 [15:07<00:00, 1.71s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.985 0.996 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
100/299 8.65G 0.01049 0.005569 0 0.01605 5 1920: 100%|█████████████████████████████| 530/530 [15:22<00:00, 1.74s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.986 0.996 0.997 0.874
Epoch gpu_mem box obj cls total targets img_size
101/299 8.65G 0.0104 0.005788 0 0.01619 7 1920: 100%|█████████████████████████████| 530/530 [15:25<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.986 0.995 0.997 0.875
Epoch gpu_mem box obj cls total targets img_size
102/299 8.65G 0.01067 0.005807 0 0.01648 2 1920: 100%|█████████████████████████████| 530/530 [15:29<00:00, 1.75s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.986 0.989 0.996 0.87
Epoch gpu_mem box obj cls total targets img_size
103/299 8.65G 0.01057 0.005872 0 0.01644 6 1920: 100%|█████████████████████████████| 530/530 [15:36<00:00, 1.77s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.06it/s]
all 188 284 0.984 0.989 0.992 0.864
Epoch gpu_mem box obj cls total targets img_size
104/299 8.65G 0.01012 0.005642 0 0.01577 15 1920: 100%|█████████████████████████████| 530/530 [15:41<00:00, 1.78s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.10it/s]
all 188 284 0.984 0.993 0.997 0.882
Epoch gpu_mem box obj cls total targets img_size
105/299 8.65G 0.01006 0.00544 0 0.0155 8 1920: 100%|█████████████████████████████| 530/530 [15:35<00:00, 1.76s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.979 1 0.997 0.884
Epoch gpu_mem box obj cls total targets img_size
106/299 8.65G 0.01079 0.006002 0 0.01679 7 1920: 100%|█████████████████████████████| 530/530 [15:05<00:00, 1.71s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.11it/s]
all 188 284 0.983 0.996 0.996 0.883
Epoch gpu_mem box obj cls total targets img_size
107/299 8.65G 0.01013 0.005667 0 0.0158 6 1920: 100%|█████████████████████████████| 530/530 [14:59<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.17it/s]
all 188 284 0.989 0.996 0.997 0.875
Epoch gpu_mem box obj cls total targets img_size
108/299 8.65G 0.01042 0.005592 0 0.01601 5 1920: 100%|█████████████████████████████| 530/530 [14:51<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.985 0.993 0.997 0.872
Epoch gpu_mem box obj cls total targets img_size
109/299 8.65G 0.009849 0.005797 0 0.01565 5 1920: 100%|█████████████████████████████| 530/530 [14:47<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.983 0.996 0.997 0.872
Epoch gpu_mem box obj cls total targets img_size
110/299 8.65G 0.01073 0.005636 0 0.01637 10 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.978 0.996 0.996 0.88
Epoch gpu_mem box obj cls total targets img_size
111/299 8.65G 0.01033 0.005644 0 0.01597 4 1920: 100%|█████████████████████████████| 530/530 [14:54<00:00, 1.69s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.01it/s]
all 188 284 0.986 0.993 0.997 0.867
Epoch gpu_mem box obj cls total targets img_size
112/299 8.65G 0.01088 0.005701 0 0.01658 2 1920: 100%|█████████████████████████████| 530/530 [15:10<00:00, 1.72s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.13it/s]
all 188 284 0.986 0.996 0.996 0.876
Epoch gpu_mem box obj cls total targets img_size
113/299 8.65G 0.009725 0.005501 0 0.01523 9 1920: 100%|█████████████████████████████| 530/530 [14:50<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.09it/s]
all 188 284 0.981 0.993 0.996 0.877
Epoch gpu_mem box obj cls total targets img_size
114/299 8.65G 0.009806 0.005411 0 0.01522 9 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.979 0.993 0.995 0.876
Epoch gpu_mem box obj cls total targets img_size
115/299 8.65G 0.01014 0.00562 0 0.01576 4 1920: 100%|█████████████████████████████| 530/530 [14:43<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.989 0.986 0.994 0.869
Epoch gpu_mem box obj cls total targets img_size
116/299 8.65G 0.01 0.005599 0 0.0156 8 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.988 0.993 0.996 0.88
Epoch gpu_mem box obj cls total targets img_size
117/299 8.65G 0.009865 0.005666 0 0.01553 2 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.969 0.996 0.997 0.886
Epoch gpu_mem box obj cls total targets img_size
118/299 8.65G 0.009817 0.00562 0 0.01544 4 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.34it/s]
all 188 284 0.982 0.993 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
119/299 8.65G 0.009724 0.005573 0 0.0153 1 1920: 100%|█████████████████████████████| 530/530 [14:49<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.979 0.99 0.996 0.879
Epoch gpu_mem box obj cls total targets img_size
120/299 8.65G 0.009681 0.005685 0 0.01537 3 1920: 100%|█████████████████████████████| 530/530 [15:05<00:00, 1.71s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.26it/s]
all 188 284 0.982 0.993 0.996 0.882
Epoch gpu_mem box obj cls total targets img_size
121/299 8.65G 0.009252 0.005318 0 0.01457 12 1920: 100%|█████████████████████████████| 530/530 [15:13<00:00, 1.72s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.987 0.989 0.996 0.882
Epoch gpu_mem box obj cls total targets img_size
122/299 8.65G 0.009928 0.005526 0 0.01545 3 1920: 100%|█████████████████████████████| 530/530 [15:12<00:00, 1.72s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.05it/s]
all 188 284 0.982 0.993 0.996 0.882
Epoch gpu_mem box obj cls total targets img_size
123/299 8.65G 0.009525 0.005326 0 0.01485 7 1920: 100%|█████████████████████████████| 530/530 [14:59<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.983 0.99 0.996 0.878
Epoch gpu_mem box obj cls total targets img_size
124/299 8.65G 0.009432 0.00566 0 0.01509 5 1920: 100%|█████████████████████████████| 530/530 [14:48<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.986 0.989 0.995 0.877
Epoch gpu_mem box obj cls total targets img_size
125/299 8.65G 0.00952 0.005399 0 0.01492 10 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.986 0.989 0.994 0.874
Epoch gpu_mem box obj cls total targets img_size
126/299 8.65G 0.009901 0.005697 0 0.0156 3 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.987 0.989 0.993 0.873
Epoch gpu_mem box obj cls total targets img_size
127/299 8.65G 0.009299 0.0054 0 0.0147 4 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.983 0.989 0.996 0.867
Epoch gpu_mem box obj cls total targets img_size
128/299 8.65G 0.009533 0.00529 0 0.01482 2 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.43it/s]
all 188 284 0.988 0.989 0.995 0.881
Epoch gpu_mem box obj cls total targets img_size
129/299 8.65G 0.009446 0.005344 0 0.01479 2 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.03it/s]
all 188 284 0.986 0.991 0.995 0.874
Epoch gpu_mem box obj cls total targets img_size
130/299 8.65G 0.00927 0.005287 0 0.01456 5 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.984 0.989 0.993 0.876
Epoch gpu_mem box obj cls total targets img_size
131/299 8.65G 0.009189 0.005289 0 0.01448 1 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.989 0.989 0.993 0.875
Epoch gpu_mem box obj cls total targets img_size
132/299 8.65G 0.009042 0.005114 0 0.01416 4 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.987 0.989 0.991 0.881
Epoch gpu_mem box obj cls total targets img_size
133/299 8.65G 0.009299 0.005217 0 0.01452 4 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.986 0.989 0.99 0.872
Epoch gpu_mem box obj cls total targets img_size
134/299 8.65G 0.009068 0.005166 0 0.01423 9 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.984 0.989 0.99 0.875
Epoch gpu_mem box obj cls total targets img_size
135/299 8.65G 0.009823 0.00572 0 0.01554 4 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.983 0.989 0.996 0.88
Epoch gpu_mem box obj cls total targets img_size
136/299 8.65G 0.008857 0.005317 0 0.01417 12 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.11it/s]
all 188 284 0.983 0.993 0.996 0.874
Epoch gpu_mem box obj cls total targets img_size
137/299 8.65G 0.00914 0.005546 0 0.01469 9 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.986 0.989 0.995 0.878
Epoch gpu_mem box obj cls total targets img_size
138/299 8.65G 0.0092 0.005421 0 0.01462 7 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.985 0.986 0.99 0.878
Epoch gpu_mem box obj cls total targets img_size
139/299 8.65G 0.009099 0.005316 0 0.01441 10 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.13it/s]
all 188 284 0.983 0.989 0.996 0.875
Epoch gpu_mem box obj cls total targets img_size
140/299 8.65G 0.009037 0.005179 0 0.01422 6 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.986 0.992 0.995 0.875
Epoch gpu_mem box obj cls total targets img_size
141/299 8.65G 0.009207 0.005078 0 0.01428 15 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.26it/s]
all 188 284 0.982 0.989 0.995 0.888
Epoch gpu_mem box obj cls total targets img_size
142/299 8.65G 0.008676 0.005242 0 0.01392 5 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.983 0.989 0.995 0.881
Epoch gpu_mem box obj cls total targets img_size
143/299 8.65G 0.009204 0.005613 0 0.01482 2 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.984 0.989 0.995 0.879
Epoch gpu_mem box obj cls total targets img_size
144/299 8.65G 0.008986 0.005041 0 0.01403 3 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.977 0.993 0.996 0.876
Epoch gpu_mem box obj cls total targets img_size
145/299 8.65G 0.009063 0.005443 0 0.01451 5 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.986 0.989 0.996 0.877
Epoch gpu_mem box obj cls total targets img_size
146/299 8.65G 0.008878 0.005122 0 0.014 3 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.07it/s]
all 188 284 0.987 0.989 0.996 0.874
Epoch gpu_mem box obj cls total targets img_size
147/299 8.65G 0.009168 0.005278 0 0.01445 7 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.981 0.993 0.996 0.876
Epoch gpu_mem box obj cls total targets img_size
148/299 8.65G 0.008508 0.005232 0 0.01374 2 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.13it/s]
all 188 284 0.981 0.989 0.995 0.871
Epoch gpu_mem box obj cls total targets img_size
149/299 8.65G 0.00865 0.005162 0 0.01381 4 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.41it/s]
all 188 284 0.981 0.989 0.995 0.877
Epoch gpu_mem box obj cls total targets img_size
150/299 8.65G 0.008418 0.005048 0 0.01347 9 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.986 0.989 0.989 0.882
Epoch gpu_mem box obj cls total targets img_size
151/299 8.65G 0.008459 0.004967 0 0.01343 13 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.986 0.989 0.99 0.875
Epoch gpu_mem box obj cls total targets img_size
152/299 8.65G 0.008537 0.00504 0 0.01358 4 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.983 0.989 0.992 0.875
Epoch gpu_mem box obj cls total targets img_size
153/299 8.65G 0.008572 0.005261 0 0.01383 2 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.98 0.989 0.991 0.876
Epoch gpu_mem box obj cls total targets img_size
154/299 8.65G 0.008315 0.005022 0 0.01334 9 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.985 0.989 0.99 0.876
Epoch gpu_mem box obj cls total targets img_size
155/299 8.65G 0.008296 0.005162 0 0.01346 6 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.976 0.996 0.996 0.88
Epoch gpu_mem box obj cls total targets img_size
156/299 8.65G 0.008225 0.004982 0 0.01321 8 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.10it/s]
all 188 284 0.979 0.993 0.996 0.884
Epoch gpu_mem box obj cls total targets img_size
157/299 8.65G 0.007954 0.00491 0 0.01286 10 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.986 0.989 0.996 0.886
Epoch gpu_mem box obj cls total targets img_size
158/299 8.65G 0.007884 0.004894 0 0.01278 8 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.33it/s]
all 188 284 0.985 0.989 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
159/299 8.65G 0.008814 0.004956 0 0.01377 5 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.984 0.989 0.994 0.882
Epoch gpu_mem box obj cls total targets img_size
160/299 8.65G 0.009105 0.005069 0 0.01417 5 1920: 100%|█████████████████████████████| 530/530 [14:45<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.986 0.989 0.989 0.884
Epoch gpu_mem box obj cls total targets img_size
161/299 8.65G 0.008356 0.005079 0 0.01343 7 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.986 0.989 0.989 0.878
Epoch gpu_mem box obj cls total targets img_size
162/299 8.65G 0.008198 0.004796 0 0.01299 2 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.979 0.989 0.994 0.885
Epoch gpu_mem box obj cls total targets img_size
163/299 8.65G 0.008483 0.005184 0 0.01367 9 1920: 100%|█████████████████████████████| 530/530 [14:47<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.08it/s]
all 188 284 0.979 0.993 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
164/299 8.65G 0.008124 0.004873 0 0.013 10 1920: 100%|█████████████████████████████| 530/530 [14:47<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.979 0.989 0.994 0.881
Epoch gpu_mem box obj cls total targets img_size
165/299 8.65G 0.008348 0.004934 0 0.01328 7 1920: 100%|█████████████████████████████| 530/530 [14:50<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:27<00:00, 3.47it/s]
all 188 284 0.975 0.993 0.995 0.878
Epoch gpu_mem box obj cls total targets img_size
166/299 8.65G 0.00802 0.004763 0 0.01278 4 1920: 100%|█████████████████████████████| 530/530 [14:47<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.98 0.989 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
167/299 8.65G 0.00839 0.00471 0 0.0131 8 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.13it/s]
all 188 284 0.983 0.989 0.992 0.885
Epoch gpu_mem box obj cls total targets img_size
168/299 8.65G 0.007782 0.004831 0 0.01261 5 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.10it/s]
all 188 284 0.977 0.989 0.994 0.878
Epoch gpu_mem box obj cls total targets img_size
169/299 8.65G 0.008132 0.00489 0 0.01302 10 1920: 100%|█████████████████████████████| 530/530 [14:54<00:00, 1.69s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.07it/s]
all 188 284 0.98 0.989 0.995 0.877
Epoch gpu_mem box obj cls total targets img_size
170/299 8.65G 0.007784 0.004637 0 0.01242 5 1920: 100%|█████████████████████████████| 530/530 [15:10<00:00, 1.72s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.10it/s]
all 188 284 0.979 0.989 0.995 0.877
Epoch gpu_mem box obj cls total targets img_size
171/299 8.65G 0.008009 0.004855 0 0.01286 11 1920: 100%|█████████████████████████████| 530/530 [15:13<00:00, 1.72s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.98 0.989 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
172/299 8.65G 0.007557 0.004518 0 0.01208 8 1920: 100%|█████████████████████████████| 530/530 [15:15<00:00, 1.73s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.978 0.993 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
173/299 8.65G 0.007803 0.004725 0 0.01253 5 1920: 100%|█████████████████████████████| 530/530 [15:19<00:00, 1.74s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.986 0.989 0.992 0.885
Epoch gpu_mem box obj cls total targets img_size
174/299 8.65G 0.007989 0.004819 0 0.01281 9 1920: 100%|█████████████████████████████| 530/530 [15:00<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.989 0.989 0.99 0.882
Epoch gpu_mem box obj cls total targets img_size
175/299 8.65G 0.00766 0.00466 0 0.01232 1 1920: 100%|█████████████████████████████| 530/530 [14:51<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.976 0.989 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
176/299 8.65G 0.008011 0.00471 0 0.01272 3 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.977 0.993 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
177/299 8.65G 0.007722 0.004953 0 0.01267 6 1920: 100%|█████████████████████████████| 530/530 [14:45<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.977 0.993 0.995 0.876
Epoch gpu_mem box obj cls total targets img_size
178/299 8.65G 0.00742 0.004548 0 0.01197 6 1920: 100%|█████████████████████████████| 530/530 [14:43<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.983 0.99 0.996 0.888
Epoch gpu_mem box obj cls total targets img_size
179/299 8.65G 0.007448 0.004602 0 0.01205 6 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.986 0.989 0.99 0.883
Epoch gpu_mem box obj cls total targets img_size
180/299 8.65G 0.007213 0.004479 0 0.01169 7 1920: 100%|█████████████████████████████| 530/530 [14:43<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.33it/s]
all 188 284 0.983 0.989 0.99 0.882
Epoch gpu_mem box obj cls total targets img_size
181/299 8.65G 0.007453 0.004479 0 0.01193 8 1920: 100%|█████████████████████████████| 530/530 [14:43<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.978 0.993 0.996 0.885
Epoch gpu_mem box obj cls total targets img_size
182/299 8.65G 0.007084 0.004387 0 0.01147 9 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.983 0.989 0.992 0.881
Epoch gpu_mem box obj cls total targets img_size
183/299 8.65G 0.007485 0.004487 0 0.01197 5 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.41it/s]
all 188 284 0.983 0.989 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
184/299 8.65G 0.007538 0.004337 0 0.01188 3 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.986 0.992 0.995 0.891
Epoch gpu_mem box obj cls total targets img_size
185/299 8.65G 0.00732 0.004453 0 0.01177 4 1920: 100%|█████████████████████████████| 530/530 [14:59<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.986 0.989 0.991 0.883
Epoch gpu_mem box obj cls total targets img_size
186/299 8.65G 0.007413 0.004685 0 0.0121 8 1920: 100%|█████████████████████████████| 530/530 [14:58<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.26it/s]
all 188 284 0.983 0.989 0.991 0.877
Epoch gpu_mem box obj cls total targets img_size
187/299 8.65G 0.00702 0.004523 0 0.01154 9 1920: 100%|█████████████████████████████| 530/530 [15:00<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.983 0.989 0.992 0.88
Epoch gpu_mem box obj cls total targets img_size
188/299 8.65G 0.007209 0.004611 0 0.01182 10 1920: 100%|█████████████████████████████| 530/530 [15:03<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.985 0.989 0.994 0.878
Epoch gpu_mem box obj cls total targets img_size
189/299 8.65G 0.007276 0.004531 0 0.01181 14 1920: 100%|█████████████████████████████| 530/530 [14:57<00:00, 1.69s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.986 0.989 0.99 0.88
Epoch gpu_mem box obj cls total targets img_size
190/299 8.65G 0.007217 0.004566 0 0.01178 4 1920: 100%|█████████████████████████████| 530/530 [14:59<00:00, 1.70s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.987 0.989 0.99 0.884
Epoch gpu_mem box obj cls total targets img_size
191/299 8.65G 0.007331 0.004465 0 0.0118 4 1920: 100%|█████████████████████████████| 530/530 [14:51<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.14it/s]
all 188 284 0.986 0.989 0.989 0.885
Epoch gpu_mem box obj cls total targets img_size
192/299 8.65G 0.007534 0.004487 0 0.01202 3 1920: 100%|█████████████████████████████| 530/530 [14:46<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.33it/s]
all 188 284 0.984 0.989 0.992 0.88
Epoch gpu_mem box obj cls total targets img_size
193/299 8.65G 0.007251 0.004469 0 0.01172 10 1920: 100%|█████████████████████████████| 530/530 [14:43<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:23<00:00, 4.01it/s]
all 188 284 0.985 0.989 0.99 0.884
Epoch gpu_mem box obj cls total targets img_size
194/299 8.65G 0.007313 0.004526 0 0.01184 8 1920: 100%|█████████████████████████████| 530/530 [14:52<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.983 0.989 0.992 0.881
Epoch gpu_mem box obj cls total targets img_size
195/299 8.65G 0.007052 0.004279 0 0.01133 6 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.98 0.989 0.993 0.879
Epoch gpu_mem box obj cls total targets img_size
196/299 8.65G 0.007111 0.004498 0 0.01161 4 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.26it/s]
all 188 284 0.981 0.989 0.991 0.878
Epoch gpu_mem box obj cls total targets img_size
197/299 8.65G 0.007142 0.004498 0 0.01164 9 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.982 0.989 0.992 0.876
Epoch gpu_mem box obj cls total targets img_size
198/299 8.65G 0.006792 0.004117 0 0.01091 4 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.979 0.989 0.993 0.881
Epoch gpu_mem box obj cls total targets img_size
199/299 8.65G 0.007092 0.00432 0 0.01141 2 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.98 0.989 0.993 0.883
Epoch gpu_mem box obj cls total targets img_size
200/299 8.65G 0.006993 0.004401 0 0.01139 4 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.986 0.989 0.99 0.882
Epoch gpu_mem box obj cls total targets img_size
201/299 8.65G 0.006701 0.004349 0 0.01105 5 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.33it/s]
all 188 284 0.986 0.989 0.991 0.883
Epoch gpu_mem box obj cls total targets img_size
202/299 8.65G 0.007073 0.00431 0 0.01138 3 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.986 0.989 0.992 0.878
Epoch gpu_mem box obj cls total targets img_size
203/299 8.65G 0.006973 0.004249 0 0.01122 5 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.36it/s]
all 188 284 0.984 0.989 0.991 0.879
Epoch gpu_mem box obj cls total targets img_size
204/299 8.65G 0.006609 0.004415 0 0.01102 7 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.979 0.989 0.991 0.881
Epoch gpu_mem box obj cls total targets img_size
205/299 8.65G 0.006939 0.004201 0 0.01114 4 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.35it/s]
all 188 284 0.979 0.989 0.992 0.88
Epoch gpu_mem box obj cls total targets img_size
206/299 8.65G 0.006873 0.004144 0 0.01102 5 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.46it/s]
all 188 284 0.978 0.989 0.993 0.878
Epoch gpu_mem box obj cls total targets img_size
207/299 8.65G 0.006613 0.004272 0 0.01089 4 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.976 0.989 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
208/299 8.65G 0.006835 0.004444 0 0.01128 4 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.45it/s]
all 188 284 0.98 0.989 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
209/299 8.65G 0.0064 0.004279 0 0.01068 4 1920: 100%|█████████████████████████████| 530/530 [14:33<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.12it/s]
all 188 284 0.987 0.989 0.99 0.88
Epoch gpu_mem box obj cls total targets img_size
210/299 8.65G 0.006609 0.004013 0 0.01062 9 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.41it/s]
all 188 284 0.986 0.989 0.989 0.878
Epoch gpu_mem box obj cls total targets img_size
211/299 8.65G 0.006504 0.004192 0 0.0107 2 1920: 100%|█████████████████████████████| 530/530 [14:33<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.43it/s]
all 188 284 0.984 0.989 0.992 0.883
Epoch gpu_mem box obj cls total targets img_size
212/299 8.65G 0.006515 0.004046 0 0.01056 8 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.984 0.989 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
213/299 8.65G 0.006182 0.003926 0 0.01011 4 1920: 100%|█████████████████████████████| 530/530 [14:34<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.20it/s]
all 188 284 0.985 0.989 0.992 0.88
Epoch gpu_mem box obj cls total targets img_size
214/299 8.65G 0.006273 0.003973 0 0.01025 6 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.985 0.989 0.99 0.881
Epoch gpu_mem box obj cls total targets img_size
215/299 8.65G 0.006479 0.004247 0 0.01073 14 1920: 100%|█████████████████████████████| 530/530 [14:33<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.985 0.989 0.99 0.883
Epoch gpu_mem box obj cls total targets img_size
216/299 8.65G 0.006314 0.004032 0 0.01035 6 1920: 100%|█████████████████████████████| 530/530 [14:33<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.40it/s]
all 188 284 0.985 0.989 0.99 0.879
Epoch gpu_mem box obj cls total targets img_size
217/299 8.65G 0.006434 0.004161 0 0.01059 5 1920: 100%|█████████████████████████████| 530/530 [14:34<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.10it/s]
all 188 284 0.986 0.989 0.99 0.879
Epoch gpu_mem box obj cls total targets img_size
218/299 8.65G 0.00644 0.004039 0 0.01048 8 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.986 0.989 0.99 0.88
Epoch gpu_mem box obj cls total targets img_size
219/299 8.65G 0.006318 0.00394 0 0.01026 6 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.984 0.989 0.99 0.881
Epoch gpu_mem box obj cls total targets img_size
220/299 8.65G 0.006352 0.004124 0 0.01048 9 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.984 0.989 0.989 0.88
Epoch gpu_mem box obj cls total targets img_size
221/299 8.65G 0.006149 0.003785 0 0.009934 7 1920: 100%|█████████████████████████████| 530/530 [14:34<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.38it/s]
all 188 284 0.984 0.989 0.993 0.887
Epoch gpu_mem box obj cls total targets img_size
222/299 8.65G 0.006359 0.004098 0 0.01046 5 1920: 100%|█████████████████████████████| 530/530 [14:34<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.984 0.989 0.993 0.884
Epoch gpu_mem box obj cls total targets img_size
223/299 8.65G 0.006028 0.004013 0 0.01004 6 1920: 100%|█████████████████████████████| 530/530 [14:34<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.985 0.989 0.991 0.888
Epoch gpu_mem box obj cls total targets img_size
224/299 8.65G 0.006209 0.003919 0 0.01013 4 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.42it/s]
all 188 284 0.983 0.989 0.989 0.883
Epoch gpu_mem box obj cls total targets img_size
225/299 8.65G 0.006009 0.004036 0 0.01004 2 1920: 100%|█████████████████████████████| 530/530 [14:33<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.39it/s]
all 188 284 0.982 0.989 0.993 0.882
Epoch gpu_mem box obj cls total targets img_size
226/299 8.65G 0.006052 0.003987 0 0.01004 5 1920: 100%|█████████████████████████████| 530/530 [14:33<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.44it/s]
all 188 284 0.985 0.989 0.99 0.882
Epoch gpu_mem box obj cls total targets img_size
227/299 8.65G 0.00608 0.003867 0 0.009947 6 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.985 0.989 0.99 0.885
Epoch gpu_mem box obj cls total targets img_size
228/299 8.65G 0.005997 0.004005 0 0.01 2 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.983 0.989 0.991 0.883
Epoch gpu_mem box obj cls total targets img_size
229/299 8.65G 0.006087 0.00398 0 0.01007 6 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.986 0.989 0.991 0.878
Epoch gpu_mem box obj cls total targets img_size
230/299 8.65G 0.005966 0.003836 0 0.009802 7 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.986 0.989 0.992 0.881
Epoch gpu_mem box obj cls total targets img_size
231/299 8.65G 0.006108 0.003798 0 0.009906 6 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.986 0.989 0.989 0.885
Epoch gpu_mem box obj cls total targets img_size
232/299 8.65G 0.006009 0.003811 0 0.00982 1 1920: 100%|█████████████████████████████| 530/530 [14:30<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.986 0.989 0.992 0.887
Epoch gpu_mem box obj cls total targets img_size
233/299 8.65G 0.00599 0.003997 0 0.009987 4 1920: 100%|█████████████████████████████| 530/530 [14:30<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.987 0.989 0.99 0.882
Epoch gpu_mem box obj cls total targets img_size
234/299 8.65G 0.005693 0.003979 0 0.009671 5 1920: 100%|█████████████████████████████| 530/530 [14:30<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.986 0.989 0.99 0.885
Epoch gpu_mem box obj cls total targets img_size
235/299 8.65G 0.005778 0.003804 0 0.009583 4 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.27it/s]
all 188 284 0.986 0.989 0.99 0.886
Epoch gpu_mem box obj cls total targets img_size
236/299 8.65G 0.005793 0.003951 0 0.009744 8 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.986 0.989 0.989 0.878
Epoch gpu_mem box obj cls total targets img_size
237/299 8.65G 0.005659 0.003742 0 0.009401 3 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.25it/s]
all 188 284 0.986 0.989 0.994 0.885
Epoch gpu_mem box obj cls total targets img_size
238/299 8.65G 0.006118 0.004034 0 0.01015 4 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.45it/s]
all 188 284 0.986 0.989 0.992 0.884
Epoch gpu_mem box obj cls total targets img_size
239/299 8.65G 0.005624 0.003646 0 0.00927 3 1920: 100%|█████████████████████████████| 530/530 [14:30<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.986 0.989 0.993 0.881
Epoch gpu_mem box obj cls total targets img_size
240/299 8.65G 0.00573 0.003811 0 0.009541 6 1920: 100%|█████████████████████████████| 530/530 [14:30<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.986 0.989 0.994 0.881
Epoch gpu_mem box obj cls total targets img_size
241/299 8.65G 0.005766 0.003794 0 0.00956 7 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.989 0.992 0.994 0.882
Epoch gpu_mem box obj cls total targets img_size
242/299 8.65G 0.005926 0.004089 0 0.01002 3 1920: 100%|█████████████████████████████| 530/530 [14:30<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.988 0.989 0.992 0.884
Epoch gpu_mem box obj cls total targets img_size
243/299 8.65G 0.005971 0.003647 0 0.009619 6 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.36it/s]
all 188 284 0.986 0.989 0.991 0.883
Epoch gpu_mem box obj cls total targets img_size
244/299 8.65G 0.005606 0.003632 0 0.009239 3 1920: 100%|█████████████████████████████| 530/530 [14:33<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.986 0.989 0.991 0.88
Epoch gpu_mem box obj cls total targets img_size
245/299 8.65G 0.005656 0.003771 0 0.009427 7 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.986 0.989 0.991 0.884
Epoch gpu_mem box obj cls total targets img_size
246/299 8.65G 0.005524 0.003715 0 0.009239 4 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.44it/s]
all 188 284 0.986 0.989 0.993 0.881
Epoch gpu_mem box obj cls total targets img_size
247/299 8.65G 0.005658 0.003858 0 0.009516 7 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.38it/s]
all 188 284 0.986 0.989 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
248/299 8.65G 0.005559 0.003642 0 0.009201 3 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.986 0.989 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
249/299 8.65G 0.005659 0.003471 0 0.00913 3 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.64s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.986 0.989 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
250/299 8.65G 0.005743 0.00371 0 0.009453 8 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.39it/s]
all 188 284 0.986 0.989 0.994 0.881
Epoch gpu_mem box obj cls total targets img_size
251/299 8.65G 0.005645 0.003646 0 0.009291 6 1920: 100%|█████████████████████████████| 530/530 [14:31<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.33it/s]
all 188 284 0.986 0.989 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
252/299 8.65G 0.005464 0.003592 0 0.009056 6 1920: 100%|█████████████████████████████| 530/530 [14:32<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.986 0.989 0.994 0.881
Epoch gpu_mem box obj cls total targets img_size
253/299 8.65G 0.005393 0.003521 0 0.008914 10 1920: 100%|█████████████████████████████| 530/530 [14:34<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.986 0.989 0.995 0.881
Epoch gpu_mem box obj cls total targets img_size
254/299 8.65G 0.005746 0.003521 0 0.009267 3 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.986 0.989 0.995 0.881
Epoch gpu_mem box obj cls total targets img_size
255/299 8.65G 0.005453 0.003611 0 0.009064 9 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.35it/s]
all 188 284 0.986 0.989 0.993 0.88
Epoch gpu_mem box obj cls total targets img_size
256/299 8.65G 0.005401 0.003631 0 0.009032 6 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.33it/s]
all 188 284 0.986 0.989 0.994 0.88
Epoch gpu_mem box obj cls total targets img_size
257/299 8.65G 0.005374 0.003642 0 0.009016 2 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.34it/s]
all 188 284 0.984 0.989 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
258/299 8.65G 0.005498 0.003592 0 0.00909 4 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.983 0.989 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
259/299 8.65G 0.005434 0.003441 0 0.008875 8 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.34it/s]
all 188 284 0.983 0.989 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
260/299 8.65G 0.005276 0.003495 0 0.008771 9 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.985 0.989 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
261/299 8.65G 0.00528 0.003436 0 0.008716 9 1920: 100%|█████████████████████████████| 530/530 [14:34<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.11it/s]
all 188 284 0.986 0.989 0.994 0.882
Epoch gpu_mem box obj cls total targets img_size
262/299 8.65G 0.005509 0.003687 0 0.009196 3 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.984 0.989 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
263/299 8.65G 0.005325 0.003487 0 0.008813 6 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.986 0.989 0.994 0.884
Epoch gpu_mem box obj cls total targets img_size
264/299 8.65G 0.005313 0.003616 0 0.008929 10 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.12it/s]
all 188 284 0.986 0.989 0.994 0.887
Epoch gpu_mem box obj cls total targets img_size
265/299 8.65G 0.00532 0.003622 0 0.008941 5 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.986 0.989 0.992 0.884
Epoch gpu_mem box obj cls total targets img_size
266/299 8.65G 0.005047 0.003416 0 0.008463 10 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.986 0.989 0.994 0.882
Epoch gpu_mem box obj cls total targets img_size
267/299 8.65G 0.005223 0.003489 0 0.008712 8 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.986 0.989 0.994 0.884
Epoch gpu_mem box obj cls total targets img_size
268/299 8.65G 0.005253 0.003463 0 0.008716 10 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.22it/s]
all 188 284 0.986 0.989 0.994 0.882
Epoch gpu_mem box obj cls total targets img_size
269/299 8.65G 0.00519 0.003517 0 0.008707 8 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.23it/s]
all 188 284 0.986 0.989 0.993 0.88
Epoch gpu_mem box obj cls total targets img_size
270/299 8.65G 0.005278 0.003467 0 0.008745 3 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.40it/s]
all 188 284 0.987 0.989 0.99 0.88
Epoch gpu_mem box obj cls total targets img_size
271/299 8.65G 0.005306 0.003509 0 0.008815 5 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.38it/s]
all 188 284 0.986 0.989 0.992 0.881
Epoch gpu_mem box obj cls total targets img_size
272/299 8.65G 0.005177 0.003511 0 0.008688 13 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.44it/s]
all 188 284 0.986 0.989 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
273/299 8.65G 0.005106 0.003346 0 0.008453 6 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.32it/s]
all 188 284 0.986 0.989 0.994 0.883
Epoch gpu_mem box obj cls total targets img_size
274/299 8.65G 0.005076 0.003503 0 0.008579 5 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.986 0.989 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
275/299 8.65G 0.005125 0.003427 0 0.008552 5 1920: 100%|█████████████████████████████| 530/530 [14:37<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.27it/s]
all 188 284 0.986 0.989 0.994 0.886
Epoch gpu_mem box obj cls total targets img_size
276/299 8.65G 0.005065 0.003531 0 0.008596 3 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.30it/s]
all 188 284 0.986 0.989 0.994 0.887
Epoch gpu_mem box obj cls total targets img_size
277/299 8.65G 0.005203 0.003644 0 0.008847 5 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.987 0.989 0.99 0.884
Epoch gpu_mem box obj cls total targets img_size
278/299 8.65G 0.005044 0.003299 0 0.008343 4 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.21it/s]
all 188 284 0.987 0.989 0.991 0.885
Epoch gpu_mem box obj cls total targets img_size
279/299 8.65G 0.004965 0.003342 0 0.008307 10 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.986 0.989 0.991 0.887
Epoch gpu_mem box obj cls total targets img_size
280/299 8.65G 0.004861 0.003338 0 0.008199 9 1920: 95%|█████████████████ 280/299 8.65G 0.004862 0.003337 0 0.008199 4 1920: 95%|█████████████████ 280/299 8.65G 0.004862 0.003337 0 0.008199 4 1920: 95%|█████ 280/299 8.65G 0.004881 0.003315 0 0.008196 4 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.986 0.989 0.991 0.887
Epoch gpu_mem box obj cls total targets img_size
281/299 8.65G 0.005108 0.003378 0 0.008485 5 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.28it/s]
all 188 284 0.986 0.989 0.99 0.88
Epoch gpu_mem box obj cls total targets img_size
282/299 8.65G 0.004949 0.003465 0 0.008414 3 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.34it/s]
all 188 284 0.987 0.989 0.99 0.887
Epoch gpu_mem box obj cls total targets img_size
283/299 8.65G 0.005097 0.003603 0 0.008701 7 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.37it/s]
all 188 284 0.987 0.989 0.99 0.886
Epoch gpu_mem box obj cls total targets img_size
284/299 8.65G 0.004996 0.003331 0 0.008327 4 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.10it/s]
all 188 284 0.987 0.989 0.99 0.886
Epoch gpu_mem box obj cls total targets img_size
285/299 8.65G 0.004815 0.003374 0 0.008189 3 1920: 100%|█████████████████████████████| 530/530 [14:38<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.16it/s]
all 188 284 0.987 0.989 0.99 0.885
Epoch gpu_mem box obj cls total targets img_size
286/299 8.65G 0.004872 0.003265 0 0.008137 6 1920: 100%|█████████████████████████████| 530/530 [14:40<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.27it/s]
all 188 284 0.989 0.989 0.99 0.88
Epoch gpu_mem box obj cls total targets img_size
287/299 8.65G 0.005028 0.003457 0 0.008485 7 1920: 100%|█████████████████████████████| 530/530 [14:44<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.18it/s]
all 188 284 0.987 0.989 0.99 0.882
Epoch gpu_mem box obj cls total targets img_size
288/299 8.65G 0.004997 0.003354 0 0.008351 6 1920: 100%|█████████████████████████████| 530/530 [14:49<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.987 0.989 0.99 0.88
Epoch gpu_mem box obj cls total targets img_size
289/299 8.65G 0.004776 0.003326 0 0.008103 8 1920: 100%|█████████████████████████████| 530/530 [14:54<00:00, 1.69s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.29it/s]
all 188 284 0.986 0.989 0.991 0.878
Epoch gpu_mem box obj cls total targets img_size
290/299 8.65G 0.005032 0.003487 0 0.008519 4 1920: 100%|█████████████████████████████| 530/530 [14:45<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.15it/s]
all 188 284 0.986 0.989 0.992 0.883
Epoch gpu_mem box obj cls total targets img_size
291/299 8.65G 0.00495 0.003447 0 0.008398 3 1920: 100%|█████████████████████████████| 530/530 [14:43<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.39it/s]
all 188 284 0.987 0.989 0.991 0.884
Epoch gpu_mem box obj cls total targets img_size
292/299 8.65G 0.004968 0.0033 0 0.008267 8 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.987 0.989 0.991 0.881
Epoch gpu_mem box obj cls total targets img_size
293/299 8.65G 0.004901 0.003302 0 0.008203 9 1920: 100%|█████████████████████████████| 530/530 [14:42<00:00, 1.67s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.986 0.989 0.991 0.883
Epoch gpu_mem box obj cls total targets img_size
294/299 8.65G 0.004836 0.003103 0 0.007939 11 1920: 100%|█████████████████████████████| 530/530 [14:47<00:00, 1.68s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.38it/s]
all 188 284 0.986 0.989 0.993 0.882
Epoch gpu_mem box obj cls total targets img_size
295/299 8.65G 0.004883 0.003167 0 0.00805 5 1920: 100%|█████████████████████████████| 530/530 [14:41<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.19it/s]
all 188 284 0.986 0.989 0.992 0.881
Epoch gpu_mem box obj cls total targets img_size
296/299 8.65G 0.004784 0.003179 0 0.007963 11 1920: 100%|█████████████████████████████| 530/530 [14:39<00:00, 1.66s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.37it/s]
all 188 284 0.986 0.989 0.992 0.886
Epoch gpu_mem box obj cls total targets img_size
297/299 8.65G 0.004812 0.003337 0 0.008149 8 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.985 0.989 0.991 0.88
Epoch gpu_mem box obj cls total targets img_size
298/299 8.65G 0.004949 0.00341 0 0.008358 3 1920: 100%|█████████████████████████████| 530/530 [14:36<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:21<00:00, 4.31it/s]
all 188 284 0.985 0.989 0.991 0.884
Epoch gpu_mem box obj cls total targets img_size
299/299 8.65G 0.00475 0.003384 0 0.008133 9 1920: 100%|█████████████████████████████| 530/530 [14:35<00:00, 1.65s/it]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:22<00:00, 4.24it/s]
all 188 284 0.984 0.989 0.991 0.885
Optimizer stripped from runs/train/exp21/weights/last.pt, 175.1MB
Optimizer stripped from runs/train/exp21/weights/best.pt, 175.1MB
300 epochs completed in 76.223 hours.
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$ ~
bash: /home/bim: Is a directory
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
(wind_torch_2022) bim@bim-PowerEdge-R730:~/Pytorch_Project/yolov5_train_warning$
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QQ 3087438119
