yolov5 log
yolov5 log
(base) bim@bim-PowerEdge-R730:~$ nvidia-smi Fri Jun 3 16:45:39 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 470.103.01 Driver Version: 470.103.01 CUDA Version: 11.4 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 Tesla P100-PCIE... Off | 00000000:04:00.0 Off | 0 | | N/A 78C P0 150W / 250W | 8808MiB / 12198MiB | 82% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ | 1 Tesla P100-PCIE... Off | 00000000:82:00.0 Off | 0 | | N/A 59C P0 132W / 250W | 4220MiB / 12198MiB | 80% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | 0 N/A N/A 1141 G /usr/lib/xorg/Xorg 4MiB | | 0 N/A N/A 1880 G /usr/lib/xorg/Xorg 4MiB | | 0 N/A N/A 2519939 C python 8797MiB | | 1 N/A N/A 1141 G /usr/lib/xorg/Xorg 4MiB | | 1 N/A N/A 1880 G /usr/lib/xorg/Xorg 4MiB | | 1 N/A N/A 2519939 C python 4209MiB | +-----------------------------------------------------------------------------+ (base) bim@bim-PowerEdge-R730:~$ (base) bim@bim-PowerEdge-R730:~$
(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$ python train_20220602.py --batch-size 2 --epochs 300 --data ./data/myvoc.yaml --cfg ./models/yolov5m.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/yolov5m.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/exp15', single_cls=False, sync_bn=False, total_batch_size=2, weights='yolov5s.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 5280 models.common.Focus [3, 48, 3]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 1 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 1 629760 models.common.C3 [192, 192, 6]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 1 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 1 1476864 models.common.SPP [768, 768, [5, 9, 13]]
9 -1 1 4134912 models.common.C3 [768, 768, 2, False]
10 -1 1 295680 models.common.Conv [768, 384, 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 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 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 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 24246 models.yolo.Detect [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
Model Summary: 391 layers, 21056406 parameters, 21056406 gradients, 50.4 GFLOPS
Transferred 59/506 items from yolov5s.pt
Scaled weight_decay = 0.0005
Optimizer groups: 86 .bias, 86 conv.weight, 83 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, 3109.81it/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, 3176.91it/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/exp15
Starting training for 300 epochs...
Epoch gpu_mem box obj cls total targets img_size
0/299 8.37G 0.08478 0.06197 0 0.1468 5 1920: 100%|█████████████████████████████| 530/530 [08:13<00:00, 1.07it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.29it/s]
all 188 284 0 0 0.000242 3.68e-05
Epoch gpu_mem box obj cls total targets img_size
1/299 8.35G 0.07041 0.04009 0 0.1105 3 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.60it/s]
all 188 284 0 0 0.0117 0.00214
Epoch gpu_mem box obj cls total targets img_size
2/299 8.35G 0.06579 0.03589 0 0.1017 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.59it/s]
all 188 284 0 0 0.0381 0.00724
Epoch gpu_mem box obj cls total targets img_size
3/299 8.35G 0.06386 0.03305 0 0.09692 12 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.59it/s]
all 188 284 1 0.00352 0.106 0.0254
Epoch gpu_mem box obj cls total targets img_size
4/299 8.35G 0.05622 0.03221 0 0.08843 10 1920: 100%|█████████████████████████████| 530/530 [08:02<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.59it/s]
all 188 284 0.428 0.379 0.357 0.0972
Epoch gpu_mem box obj cls total targets img_size
5/299 8.35G 0.05106 0.02934 0 0.08039 2 1920: 100%|█████████████████████████████| 530/530 [08:02<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.348 0.546 0.4 0.164
Epoch gpu_mem box obj cls total targets img_size
6/299 8.35G 0.04713 0.03289 0 0.08003 10 1920: 15%|████▌ 6/299 8.35G 0.04674 0.0326 0 0.07934 2 1920: 15%|████▌ 6/299 8.35G 0.04674 0.0326 0 0.07934 2 1920: 15%|████▋ 6/299 8.35G 0.04656 0.03251 0 0.07907 4 1920: 15%|████▋ 6/299 8.35G 0.04656 0.03251 0 0.07907 4 1920: 16%|████▋ 6/299 8.35G 0.04618 0.03222 0 0.0784 2 1920: 16%|████▋ 6/299 8.35G 0.04618 0.03222 0 0.0784 2 1920: 16%|████▊ 6/299 8.35G 0.04598 0.03207 0 0.07805 4 1920: 16%|████▊ 6/299 8.35G 0.04598 0.03207 0 0.07805 4 1920: 16%|████▊ 6/299 8.35G 0.04591 0.03193 0 0.07784 4 1920: 16%|████▊ 6/299 8.35G 0.04591 0.03193 0 0.07784 4 1920: 16%|████▊ 6/299 8.35G 0.04605 0.03189 0 0.07794 6 1920: 16%|████▊ 6/299 8.35G 0.04605 0.03189 0 0.07794 6 1920: 16%|████▉ 6/299 8.35G 0.04617 0.03172 0 0.07789 3 1920: 16%|████▉ 6/299 8.35G 0.04617 0.03172 0 0.07789 3 1920: 17%|████▉ 6/299 8.35G 0.04605 0.0315 0 0.07755 3 1920: 17%|████▉ 6/299 8.35G 0.04605 0.0315 0 0.07755 3 1920: 17%|█████ 6/299 8.35G 0.04582 0.03129 0 0.07711 3 1920: 17%|█████ 6/299 8.35G 0.04582 0.03129 0 0.07711 3 1920: 17%|█████ 6/299 8.35G 0.04556 0.03106 0 0.07662 3 1920: 17%|█████ 6/299 8.35G 0.04556 0.03106 0 0.07662 3 1920: 17%|█████▏ 6/299 8.35G 0.04554 0.03106 0 0.07659 7 1920: 17%|█████▏ 6/299 8.35G 0.04554 0.03106 0 0.07659 7 1920: 17%|█████▏ 6/299 8.35G 0.04553 0.03113 0 0.07666 8 1920: 17%|█████▏ 6/299 8.35G 0.04553 0.03113 0 0.07666 8 1920: 18%|█████▎ 6/299 8.35G 0.04552 0.03106 0 0.07658 6 1920: 18%|█████▎ 6/299 8.35G 0.04552 0.03106 0 0.07658 6 1920: 18%|█████▎ 6/299 8.35G 0.0453 0.03094 0 0.07624 4 1920: 18%|█████▎ 6/299 8.35G 0.0453 0.03094 0 0.07624 4 1920: 18%|█████▍ 6/299 8.35G 0.04537 0.03112 0 0.0765 11 1920: 18%|█████▍ 6/299 8.35G 0.04537 0.03112 0 0.0765 11 1920: 18%|█████▍ 6/299 8.35G 0.04538 0.03099 0 0.07637 5 1920: 18%|█████▍ 6/299 8.35G 0.04538 0.03099 0 0.07637 5 1920: 18%|█████▍ 6/299 8.35G 0.04535 0.0309 0 0.07625 3 1920: 18%|█████▍ 6/299 8.35G 0.04535 0.0309 0 0.07625 3 1920: 18%|█████▌ 6/299 8.35G 0.04528 0.03079 0 0.07607 5 1920: 18%|█████▌ 6/299 8.35G 0.04528 0.03079 0 0.07607 5 1920: 19%|█████▌ 6/299 8.35G 0.04537 0.03102 0 0.07639 13 1920: 19%|█████▌ 6/299 8.35G 0.04537 0.03102 0 0.07639 13 1920: 19%|█████▍ 6/299 8.35G 0.04579 0.03086 0 0.07664 4 1920: 19%|█████▍ 6/299 8.35G 0.04579 0.03086 0 0.07664 4 1920: 19%|█████▌ 6/299 8.35G 0.04562 0.03073 0 0.07634 3 1920: 19%|█████▌ 6/299 8.35G 0.04562 0.03073 0 0.07634 3 1920: 19%|█████▌ 6/299 8.35G 0.0456 0.031 0 0.0766 11 1920: 19%|█████▌ 6/299 8.35G 0.0456 0.031 0 0.0766 11 1920: 19%|█████▋ 6/299 8.35G 0.04553 0.03115 0 0.07669 10 1920: 19%|█████▋ 6/299 8.35G 0.04553 0.03115 0 0.07669 10 1920: 20%|█████▋ 6/299 8.35G 0.04557 0.0313 0 0.07686 9 1920: 20%|█████▋ 6/299 8.35G 0.04557 0.0313 0 0.07686 9 1920: 20%|█████▋ 6/299 8.35G 0.04549 0.03124 0 0.07673 7 1920: 20%|█████▋ 6/299 8.35G 0.04549 0.03124 0 0.07673 7 1920: 20%|█████▊ 6/299 8.35G 0.0455 0.03108 0 0.07658 3 1920: 20%|█████▊ 6/299 8.35G 0.0455 0.03108 0 0.07658 3 1920: 20%|█████▊ 6/299 8.35G 0.04536 0.03097 0 0.07633 4 1920: 20%|█████▊ 6/299 8.35G 0.04536 0.03097 0 0.07633 4 1920: 20%|█████▉ 6/299 8.35G 0.04523 0.0308 0 0.07603 2 1920: 20%|█████▉ 6/299 8.35G 0.04523 0.0308 0 0.07603 2 1920: 21%|█████▉ 6/299 8.35G 0.04505 0.03062 0 0.07567 2 1920: 21%|█████▉ 6/299 8.35G 0.04505 0.03062 0 0.07567 2 1920: 21%|██████ 6/299 8.35G 0.0451 0.03051 0 0.07562 3 1920: 21%|██████ 6/299 8.35G 0.0451 0.03051 0 0.07562 3 1920: 21%|██████ 6/299 8.35G 0.0452 0.0307 0 0.0759 11 1920: 21%|██████ 6/299 8.35G 0.0452 0.0307 0 0.0759 11 1920: 21%|██████▏ 6/299 8.35G 0.04535 0.03076 0 0.07611 10 1920: 21%|██████▏ 6/299 8.35G 0.04535 0.03076 0 0.07611 10 1920: 21%|██████▏ 6/299 8.35G 0.04539 0.03109 0 0.07648 14 1920: 21%|██████▏ 6/299 8.35G 0.04539 0.03109 0 0.07648 14 1920: 22%|██████▏ 6/299 8.35G 0.04526 0.03103 0 0.07629 5 1920: 22%|██████▏ 6/299 8.35G 0.04526 0.03103 0 0.07629 5 1920: 22%|██████▎ 6/299 8.35G 0.04531 0.03114 0 0.07646 9 1920: 22%|██████▎ 6/299 8.35G 0.04531 0.03114 0 0.07646 9 1920: 22%|██████▎ 6/299 8.35G 0.04543 0.03128 0 0.07671 9 1920: 22%|██████▎ 6/299 8.35G 0.04543 0.03128 0 0.07671 9 1920: 22%|██████▍ 6/299 8.35G 0.04554 0.03146 0 0.07701 11 1920: 22%|██████▍ 6/299 8.35G 0.04554 0.03146 0 0.07701 11 1920: 22%|██████▍ 6/299 8.35G 0.04555 0.03153 0 0.07708 8 1920: 22%|██████▍ 6/299 8.35G 0.04555 0.03153 0 0.07708 8 1920: 22%|██████▌ 6/299 8.35G 0.04559 0.03168 0 0.07727 10 1920: 22%|██████▌ 6/299 8.35G 0.04559 0.03168 0 0.07727 10 1920: 23%|██████▌ 6/299 8.35G 0.0457 0.03178 0 0.07748 11 1920: 23%|██████▌ 6/299 8.35G 0.0457 0.03178 0 0.07748 11 1920: 23%|██████▌ 6/299 8.35G 0.04577 0.03195 0 0.07771 11 1920: 23%|██████▌ 6/299 8.35G 0.04577 0.03195 0 0.07771 11 1920: 23%|██████▋ 6/299 8.35G 0.04586 0.03196 0 0.07782 8 1920: 23%|██████▋ 6/299 8.35G 0.04586 0.03196 0 0.07782 8 1920: 23%|██████▋ 6/299 8.35G 0.04589 0.03195 0 0.07784 7 1920: 23%|██████▋ 6/299 8.35G 0.04589 0.03195 0 0.07784 7 1920: 23%|██████▊ 6/299 8.35G 0.04576 0.03177 0 0.07753 2 1920: 23%|██████▊ 6/299 8.35G 0.04576 0.03177 0 0.07753 2 1920: 24%|██████▊ 6/299 8.35G 0.04587 0.03172 0 0.07759 6 1920: 24%|██████▊ 6/299 8.35G 0.04587 0.03172 0 0.07759 6 1920: 24%|██████▉ 6/299 8.35G 0.04601 0.03176 0 0.07778 8 1920: 24%|██████▉ 6/299 8.35G 0.04601 0.03176 0 0.07778 8 1920: 24%|██████▉ 6/299 8.35G 0.04609 0.03186 0 0.07795 9 1920: 24%|██████▉ 6/299 8.35G 0.04609 0.03186 0 0.07795 9 1920: 24%|███████ 6/299 8.35G 0.0461 0.03171 0 0.0778 2 1920: 24%|███████ 6/299 8.35G 0.0461 0.03171 0 0.0778 2 1920: 24%|███████ 6/299 8.35G 0.04616 0.0316 0 0.07776 3 1920: 24%|███████ 6/299 8.35G 0.04616 0.0316 0 0.07776 3 1920: 25%|███████ 6/299 8.35G 0.04618 0.03156 0 0.07775 6 1920: 25%|███████ 6/299 8.35G 0.04618 0.03156 0 0.07775 6 1920: 25%|███████▏ 6/299 8.35G 0.04605 0.0314 0 0.07745 2 1920: 25%|███████▏ 6/299 8.35G 0.04605 0.0314 0 0.07745 2 1920: 25%|███████▏ 6/299 8.35G 0.04605 0.03124 0 0.07729 2 1920: 25%|███████▏ 6/299 8.35G 0.04605 0.03124 0 0.07729 2 1920: 25%|███████▎ 6/299 8.35G 0.04596 0.03122 0 0.07718 6 1920: 25%|███████▎ 6/299 8.35G 0.04596 0.03122 0 0.07718 6 1920: 25%|███████▎ 6/299 8.35G 0.04592 0.03123 0 0.07716 7 1920: 25%|███████▎ 6/299 8.35G 0.04592 0.03123 0 0.07716 7 1920: 25%|███████▍ 6/299 8.35G 0.04594 0.03121 0 0.07715 6 1920: 25%|███████▍ 6/299 8.35G 0.04594 0.03121 0 0.07715 6 1920: 26%|███████▍ 6/299 8.35G 0.04584 0.03105 0 0.07689 2 1920: 26%|███████▍ 6/299 8.35G 0.04584 0.03105 0 0.07689 2 1920: 26%|███████▍ 6/299 8.35G 0.04571 0.03092 0 0.07663 3 1920: 26%|███████▍ 6/299 8.35G 0.04571 0.03092 0 0.07663 3 1920: 26%|███████▌ 6/299 8.35G 0.04574 0.03087 0 0.07661 6 1920: 26%|███████▌ 6/299 8.35G 0.04574 0.03087 0 0.07661 6 1920: 26%|███████▌ 6/299 8.35G 0.04556 0.03073 0 0.07629 3 1920: 26%|███████▌ 6/299 8.35G 0.04556 0.03073 0 0.07629 3 1920: 26%|███████▋ 6/299 8.35G 0.04546 0.0306 0 0.07606 2 1920: 26%|███████▋ 6/299 8.35G 0.04546 0.0306 0 0.07606 2 1920: 27%|███████▋ 6/299 8.35G 0.04555 0.03049 0 0.07604 4 1920: 27%|███████▋ 6/299 8.35G 0.04555 0.03049 0 0.07604 4 1920: 27%|███████▊ 6/299 8.35G 0.04544 0.03051 0 0.07595 8 1920: 27%|███████▊ 6/299 8.35G 0.04544 0.03051 0 0.07595 8 1920: 27%|███████▊ 6/299 8.35G 0.04533 0.03047 0 0.07581 6 1920: 27%|███████▊ 6/299 8.35G 0.04533 0.03047 0 0.07581 6 1920: 27%|███████▉ 6/299 8.35G 0.04541 0.03049 0 0.0759 6 1920: 27%|███████▉ 6/299 8.35G 0.04541 0.03049 0 0.0759 6 1920: 27%|███████▉ 6/299 8.35G 0.04534 0.03042 0 0.07576 5 1920: 27%|███████▉ 6/299 8.35G 0.04534 0.03042 0 0.07576 5 1920: 28%|███████▉ 6/299 8.35G 0.04528 0.03044 0 0.07572 6 1920: 28%|███████▉ 6/299 8.35G 0.04528 0.03044 0 0.07572 6 1920: 28%|████████ 6/299 8.35G 0.04519 0.03034 0 0.07554 4 1920: 28%|████████ 6/299 8.35G 0.04519 0.03034 0 0.07554 4 1920: 28%|████████ 6/299 8.35G 0.04515 0.03021 0 0.07536 2 1920: 28%|████████ 6/299 8.35G 0.04515 0.03021 0 0.07536 2 1920: 28%|████████▏ 6/299 8.35G 0.04517 0.03016 0 0.07533 5 1920: 28%|████████▏ 6/299 8.35G 0.04517 0.03016 0 0.07533 5 1920: 28%|████████▏ 6/299 8.35G 0.04504 0.03008 0 0.07512 4 1920: 28%|████████▏ 6/299 8.35G 0.04504 0.03008 0 0.07512 4 1920: 28%|████████▎ 6/299 8.35G 0.0452 0.03003 0 0.07523 5 1920: 28%|████████▎ 6/299 8.35G 0.0452 0.03003 0 0.07523 5 1920: 29%|████████▎ 6/299 8.35G 0.0454 0.03005 0 0.07545 6 1920: 29%|████████▎ 6/299 8.35G 0.0454 0.03005 0 0.07545 6 1920: 29%|████████▎ 6/299 8.35G 0.04548 0.02994 0 0.07542 3 1920: 29%|████████▎ 6/299 8.35G 0.04548 0.02994 0 0.07542 3 1920: 29%|████████▍ 6/299 8.35G 0.04562 0.02999 0 0.07561 8 1920: 29%|████████▍ 6/299 8.35G 0.04562 0.02999 0 0.07561 8 1920: 29%|████████▍ 6/299 8.35G 0.04545 0.02994 0 0.07539 4 1920: 29%|████████▍ 6/299 8.35G 0.04545 0.02994 0 0.07539 4 1920: 29%|████████▌ 6/299 8.35G 0.04562 0.02991 0 0.07553 6 1920: 29%|████████▌ 6/299 8.35G 0.04562 0.02991 0 0.07553 6 1920: 30%|████████▌ 6/299 8.35G 0.04564 0.02985 0 0.07549 3 1920: 30%|████████▌ 6/299 8.35G 0.04564 6/299 8.35G 0.04587 0.02704 0 0.0729 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.35it/s]
all 188 284 0.255 0.827 0.601 0.237
Epoch gpu_mem box obj cls total targets img_size
7/299 8.35G 0.04501 0.02415 0 0.06915 4 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.206 0.75 0.588 0.232
Epoch gpu_mem box obj cls total targets img_size
8/299 8.35G 0.04435 0.02262 0 0.06697 4 1920: 100%|█████████████████████████████| 530/530 [08:02<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.58it/s]
all 188 284 0.312 0.722 0.653 0.252
Epoch gpu_mem box obj cls total targets img_size
9/299 8.35G 0.03946 0.01931 0 0.05876 8 1920: 100%|█████████████████████████████| 530/530 [08:02<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.39it/s]
all 188 284 0.383 0.915 0.823 0.336
Epoch gpu_mem box obj cls total targets img_size
10/299 8.35G 0.0386 0.01765 0 0.05625 11 1920: 100%|█████████████████████████████| 530/530 [08:02<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.59it/s]
all 188 284 0.42 0.986 0.918 0.486
Epoch gpu_mem box obj cls total targets img_size
11/299 8.35G 0.03639 0.01674 0 0.05313 12 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.579 0.872 0.831 0.352
Epoch gpu_mem box obj cls total targets img_size
12/299 8.35G 0.03329 0.01656 0 0.04985 8 1920: 100%|█████████████████████████████| 530/530 [08:00<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.60it/s]
all 188 284 0.563 0.975 0.972 0.603
Epoch gpu_mem box obj cls total targets img_size
13/299 8.35G 0.0308 0.0144 0 0.0452 6 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.567 0.996 0.982 0.512
Epoch gpu_mem box obj cls total targets img_size
14/299 8.35G 0.03064 0.01382 0 0.04447 8 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.49it/s]
all 188 284 0.629 0.993 0.96 0.567
Epoch gpu_mem box obj cls total targets img_size
15/299 8.35G 0.03009 0.01294 0 0.04302 8 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.58it/s]
all 188 284 0.574 0.996 0.933 0.55
Epoch gpu_mem box obj cls total targets img_size
16/299 8.35G 0.02769 0.01296 0 0.04065 1 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.787 0.996 0.99 0.663
Epoch gpu_mem box obj cls total targets img_size
17/299 8.35G 0.02587 0.01171 0 0.03758 3 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.821 0.996 0.992 0.687
Epoch gpu_mem box obj cls total targets img_size
18/299 8.35G 0.02593 0.01163 0 0.03756 3 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.769 0.996 0.988 0.615
Epoch gpu_mem box obj cls total targets img_size
19/299 8.35G 0.0266 0.01193 0 0.03853 3 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.832 1 0.993 0.621
Epoch gpu_mem box obj cls total targets img_size
20/299 8.35G 0.02268 0.01097 0 0.03365 2 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.849 0.996 0.994 0.73
Epoch gpu_mem box obj cls total targets img_size
21/299 8.35G 0.02435 0.01114 0 0.03549 2 1920: 100%|█████████████████████████████| 530/530 [08:01<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.899 0.996 0.994 0.699
Epoch gpu_mem box obj cls total targets img_size
22/299 8.35G 0.02382 0.01088 0 0.0347 5 1920: 100%|█████████████████████████████| 530/530 [08:00<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.756 1 0.992 0.663
Epoch gpu_mem box obj cls total targets img_size
23/299 8.35G 0.02521 0.01073 0 0.03594 6 1920: 100%|█████████████████████████████| 530/530 [08:00<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.67it/s]
all 188 284 0.85 0.996 0.994 0.727
Epoch gpu_mem box obj cls total targets img_size
24/299 8.35G 0.02348 0.01049 0 0.03398 9 1920: 100%|█████████████████████████████| 530/530 [08:00<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.35it/s]
all 188 284 0.813 0.996 0.995 0.737
Epoch gpu_mem box obj cls total targets img_size
25/299 8.35G 0.02081 0.01042 0 0.03123 6 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.878 0.996 0.993 0.699
Epoch gpu_mem box obj cls total targets img_size
26/299 8.35G 0.02098 0.01068 0 0.03166 7 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.921 0.996 0.995 0.717
Epoch gpu_mem box obj cls total targets img_size
27/299 8.35G 0.02217 0.01009 0 0.03225 7 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.60it/s]
all 188 284 0.853 1 0.994 0.743
Epoch gpu_mem box obj cls total targets img_size
28/299 8.35G 0.02056 0.01058 0 0.03114 9 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.843 0.996 0.995 0.688
Epoch gpu_mem box obj cls total targets img_size
29/299 8.35G 0.01963 0.009395 0 0.02903 7 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.918 0.996 0.995 0.769
Epoch gpu_mem box obj cls total targets img_size
30/299 8.35G 0.02041 0.009354 0 0.02976 6 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.37it/s]
all 188 284 0.925 0.996 0.995 0.76
Epoch gpu_mem box obj cls total targets img_size
31/299 8.35G 0.0185 0.009559 0 0.02806 5 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.39it/s]
all 188 284 0.91 1 0.995 0.742
Epoch gpu_mem box obj cls total targets img_size
32/299 8.35G 0.0201 0.009179 0 0.02928 5 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.58it/s]
all 188 284 0.914 1 0.995 0.759
Epoch gpu_mem box obj cls total targets img_size
33/299 8.35G 0.01934 0.009506 0 0.02884 4 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.914 1 0.994 0.741
Epoch gpu_mem box obj cls total targets img_size
34/299 8.35G 0.02023 0.009591 0 0.02982 4 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.906 1 0.994 0.753
Epoch gpu_mem box obj cls total targets img_size
35/299 8.35G 0.02004 0.00929 0 0.02933 5 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.919 1 0.993 0.756
Epoch gpu_mem box obj cls total targets img_size
36/299 8.35G 0.0183 0.008848 0 0.02715 3 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.841 1 0.995 0.637
Epoch gpu_mem box obj cls total targets img_size
37/299 8.35G 0.0195 0.009401 0 0.0289 5 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.911 1 0.994 0.796
Epoch gpu_mem box obj cls total targets img_size
38/299 8.35G 0.01754 0.009049 0 0.02659 7 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.929 1 0.995 0.788
Epoch gpu_mem box obj cls total targets img_size
39/299 8.35G 0.01775 0.008887 0 0.02664 10 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.911 1 0.994 0.782
Epoch gpu_mem box obj cls total targets img_size
40/299 8.35G 0.01759 0.008895 0 0.02649 5 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.905 1 0.995 0.787
Epoch gpu_mem box obj cls total targets img_size
41/299 8.35G 0.018 0.008679 0 0.02668 3 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.48it/s]
all 188 284 0.889 1 0.995 0.782
Epoch gpu_mem box obj cls total targets img_size
42/299 8.35G 0.01786 0.00906 0 0.02692 3 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.954 0.996 0.996 0.792
Epoch gpu_mem box obj cls total targets img_size
43/299 8.35G 0.01827 0.009075 0 0.02734 5 1920: 100%|█████████████████████████████| 530/530 [07:59<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.873 0.993 0.995 0.742
Epoch gpu_mem box obj cls total targets img_size
44/299 8.35G 0.01828 0.008824 0 0.02711 8 1920: 100%|█████████████████████████████| 530/530 [07:57<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.892 1 0.995 0.72
Epoch gpu_mem box obj cls total targets img_size
45/299 8.35G 0.01812 0.008752 0 0.02687 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.936 0.989 0.993 0.799
Epoch gpu_mem box obj cls total targets img_size
46/299 8.35G 0.01774 0.00872 0 0.02646 6 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.919 1 0.996 0.805
Epoch gpu_mem box obj cls total targets img_size
47/299 8.35G 0.01739 0.008595 0 0.02599 8 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.942 0.996 0.996 0.783
Epoch gpu_mem box obj cls total targets img_size
48/299 8.35G 0.01873 0.009144 0 0.02788 6 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.962 0.996 0.996 0.818
Epoch gpu_mem box obj cls total targets img_size
49/299 8.35G 0.01664 0.008321 0 0.02496 7 1920: 100%|█████████████████████████████| 530/530 [08:07<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.909 1 0.995 0.795
Epoch gpu_mem box obj cls total targets img_size
50/299 8.35G 0.01626 0.00868 0 0.02494 3 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.73it/s]
all 188 284 0.931 1 0.995 0.785
Epoch gpu_mem box obj cls total targets img_size
51/299 8.35G 0.01623 0.008579 0 0.0248 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.941 1 0.996 0.801
Epoch gpu_mem box obj cls total targets img_size
52/299 8.35G 0.01682 0.008831 0 0.02565 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.954 1 0.995 0.808
Epoch gpu_mem box obj cls total targets img_size
53/299 8.35G 0.01668 0.008325 0 0.025 5 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.39it/s]
all 188 284 0.943 0.996 0.996 0.812
Epoch gpu_mem box obj cls total targets img_size
54/299 8.35G 0.01605 0.00826 0 0.02431 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.942 0.996 0.996 0.809
Epoch gpu_mem box obj cls total targets img_size
55/299 8.35G 0.01588 0.008247 0 0.02413 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.953 0.996 0.996 0.823
Epoch gpu_mem box obj cls total targets img_size
56/299 8.35G 0.0156 0.008316 0 0.02392 3 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.951 0.996 0.996 0.805
Epoch gpu_mem box obj cls total targets img_size
57/299 8.35G 0.01672 0.008451 0 0.02517 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.937 0.996 0.995 0.822
Epoch gpu_mem box obj cls total targets img_size
58/299 8.35G 0.01542 0.008283 0 0.0237 8 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.942 0.993 0.996 0.828
Epoch gpu_mem box obj cls total targets img_size
59/299 8.35G 0.01581 0.008126 0 0.02394 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.965 0.996 0.996 0.829
Epoch gpu_mem box obj cls total targets img_size
60/299 8.35G 0.01483 0.008186 0 0.02301 5 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.947 0.996 0.995 0.821
Epoch gpu_mem box obj cls total targets img_size
61/299 8.35G 0.01546 0.008081 0 0.02354 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.972 0.996 0.995 0.807
Epoch gpu_mem box obj cls total targets img_size
62/299 8.35G 0.01584 0.008275 0 0.02411 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.67it/s]
all 188 284 0.947 0.998 0.996 0.814
Epoch gpu_mem box obj cls total targets img_size
63/299 8.35G 0.01523 0.00827 0 0.0235 8 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.953 0.993 0.995 0.822
Epoch gpu_mem box obj cls total targets img_size
64/299 8.35G 0.01444 0.007777 0 0.02221 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.74it/s]
all 188 284 0.957 0.993 0.996 0.831
Epoch gpu_mem box obj cls total targets img_size
65/299 8.35G 0.01458 0.007887 0 0.02247 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.958 0.996 0.996 0.815
Epoch gpu_mem box obj cls total targets img_size
66/299 8.35G 0.01451 0.007804 0 0.02231 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.971 0.996 0.996 0.819
Epoch gpu_mem box obj cls total targets img_size
67/299 8.35G 0.01462 0.007746 0 0.02236 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.96 0.996 0.996 0.809
Epoch gpu_mem box obj cls total targets img_size
68/299 8.35G 0.01449 0.007449 0 0.02194 11 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.58it/s]
all 188 284 0.958 0.996 0.997 0.828
Epoch gpu_mem box obj cls total targets img_size
69/299 8.35G 0.01421 0.007744 0 0.02196 2 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.969 1 0.997 0.848
Epoch gpu_mem box obj cls total targets img_size
70/299 8.35G 0.01388 0.007652 0 0.02153 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.962 1 0.996 0.834
Epoch gpu_mem box obj cls total targets img_size
71/299 8.35G 0.01513 0.007911 0 0.02304 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.945 0.996 0.996 0.808
Epoch gpu_mem box obj cls total targets img_size
72/299 8.35G 0.0148 0.007715 0 0.02251 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.974 1 0.996 0.832
Epoch gpu_mem box obj cls total targets img_size
73/299 8.35G 0.01498 0.007943 0 0.02292 4 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.53it/s]
all 188 284 0.958 1 0.996 0.824
Epoch gpu_mem box obj cls total targets img_size
74/299 8.35G 0.01505 0.007974 0 0.02302 2 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.963 1 0.996 0.831
Epoch gpu_mem box obj cls total targets img_size
75/299 8.35G 0.01399 0.007795 0 0.02178 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.943 0.996 0.995 0.816
Epoch gpu_mem box obj cls total targets img_size
76/299 8.35G 0.01325 0.007475 0 0.02073 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.979 0.996 0.996 0.844
Epoch gpu_mem box obj cls total targets img_size
77/299 8.35G 0.01348 0.007125 0 0.0206 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.97 0.996 0.996 0.838
Epoch gpu_mem box obj cls total targets img_size
78/299 8.35G 0.01394 0.007714 0 0.02165 9 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.958 0.996 0.996 0.817
Epoch gpu_mem box obj cls total targets img_size
79/299 8.35G 0.01306 0.007313 0 0.02037 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.963 1 0.996 0.819
Epoch gpu_mem box obj cls total targets img_size
80/299 8.35G 0.01434 0.007776 0 0.02212 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.97 0.996 0.997 0.834
Epoch gpu_mem box obj cls total targets img_size
81/299 8.35G 0.01358 0.00745 0 0.02103 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.72it/s]
all 188 284 0.963 0.996 0.995 0.846
Epoch gpu_mem box obj cls total targets img_size
82/299 8.35G 0.01367 0.00756 0 0.02123 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.97 1 0.996 0.839
Epoch gpu_mem box obj cls total targets img_size
83/299 8.35G 0.01384 0.007701 0 0.02154 5 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.964 0.989 0.996 0.827
Epoch gpu_mem box obj cls total targets img_size
84/299 8.35G 0.01296 0.007248 0 0.02021 10 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.978 0.996 0.996 0.841
Epoch gpu_mem box obj cls total targets img_size
85/299 8.35G 0.01332 0.007422 0 0.02074 6 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.976 1 0.996 0.844
Epoch gpu_mem box obj cls total targets img_size
86/299 8.35G 0.0139 0.007466 0 0.02137 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.927 1 0.996 0.827
Epoch gpu_mem box obj cls total targets img_size
87/299 8.35G 0.01382 0.007493 0 0.02132 9 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.71it/s]
all 188 284 0.975 1 0.996 0.851
Epoch gpu_mem box obj cls total targets img_size
88/299 8.35G 0.01299 0.007425 0 0.02041 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.39it/s]
all 188 284 0.967 0.996 0.997 0.844
Epoch gpu_mem box obj cls total targets img_size
89/299 8.35G 0.01339 0.007027 0 0.02042 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.963 0.996 0.996 0.839
Epoch gpu_mem box obj cls total targets img_size
90/299 8.35G 0.01335 0.00743 0 0.02078 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.967 0.996 0.997 0.84
Epoch gpu_mem box obj cls total targets img_size
91/299 8.35G 0.01313 0.007069 0 0.0202 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.50it/s]
all 188 284 0.97 1 0.997 0.834
Epoch gpu_mem box obj cls total targets img_size
92/299 8.35G 0.01302 0.007073 0 0.02009 5 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.969 1 0.997 0.853
Epoch gpu_mem box obj cls total targets img_size
93/299 8.35G 0.01294 0.007081 0 0.02002 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.98 0.996 0.996 0.85
Epoch gpu_mem box obj cls total targets img_size
94/299 8.35G 0.01315 0.007425 0 0.02058 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.969 1 0.996 0.849
Epoch gpu_mem box obj cls total targets img_size
95/299 8.35G 0.01323 0.007526 0 0.02076 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.972 0.996 0.997 0.854
Epoch gpu_mem box obj cls total targets img_size
96/299 8.35G 0.01432 0.00767 0 0.02199 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.968 1 0.996 0.861
Epoch gpu_mem box obj cls total targets img_size
97/299 8.35G 0.01292 0.00714 0 0.02007 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.67it/s]
all 188 284 0.979 0.996 0.997 0.847
Epoch gpu_mem box obj cls total targets img_size
98/299 8.35G 0.01332 0.00734 0 0.02066 5 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.968 1 0.995 0.855
Epoch gpu_mem box obj cls total targets img_size
99/299 8.35G 0.01296 0.007016 0 0.01998 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.51it/s]
all 188 284 0.976 1 0.997 0.855
Epoch gpu_mem box obj cls total targets img_size
100/299 8.35G 0.01244 0.006894 0 0.01933 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.976 0.999 0.996 0.853
Epoch gpu_mem box obj cls total targets img_size
101/299 8.35G 0.01278 0.0071 0 0.01988 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.974 0.996 0.997 0.844
Epoch gpu_mem box obj cls total targets img_size
102/299 8.35G 0.013 0.007109 0 0.02011 2 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.73it/s]
all 188 284 0.956 1 0.996 0.85
Epoch gpu_mem box obj cls total targets img_size
103/299 8.35G 0.01233 0.006954 0 0.01928 6 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.74it/s]
all 188 284 0.966 0.998 0.995 0.847
Epoch gpu_mem box obj cls total targets img_size
104/299 8.35G 0.01285 0.006966 0 0.01982 15 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.977 1 0.997 0.842
Epoch gpu_mem box obj cls total targets img_size
105/299 8.35G 0.0126 0.006796 0 0.01939 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.955 1 0.996 0.842
Epoch gpu_mem box obj cls total targets img_size
106/299 8.35G 0.0131 0.00737 0 0.02047 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.976 0.996 0.996 0.846
Epoch gpu_mem box obj cls total targets img_size
107/299 8.35G 0.01198 0.006983 0 0.01896 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.72it/s]
all 188 284 0.968 0.996 0.997 0.85
Epoch gpu_mem box obj cls total targets img_size
108/299 8.35G 0.01236 0.006882 0 0.01925 5 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.969 0.994 0.997 0.855
Epoch gpu_mem box obj cls total targets img_size
109/299 8.35G 0.01164 0.007039 0 0.01868 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.976 0.989 0.996 0.854
Epoch gpu_mem box obj cls total targets img_size
110/299 8.35G 0.01157 0.006631 0 0.0182 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.969 0.993 0.996 0.86
Epoch gpu_mem box obj cls total targets img_size
111/299 8.35G 0.01259 0.007004 0 0.0196 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.974 0.993 0.997 0.852
Epoch gpu_mem box obj cls total targets img_size
112/299 8.35G 0.01348 0.006942 0 0.02043 2 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.97 1 0.995 0.856
Epoch gpu_mem box obj cls total targets img_size
113/299 8.35G 0.0116 0.006789 0 0.01839 9 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.39it/s]
all 188 284 0.976 0.996 0.996 0.858
Epoch gpu_mem box obj cls total targets img_size
114/299 8.35G 0.01264 0.006763 0 0.0194 9 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.43it/s]
all 188 284 0.97 1 0.996 0.847
Epoch gpu_mem box obj cls total targets img_size
115/299 8.35G 0.01191 0.006817 0 0.01872 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.962 1 0.997 0.858
Epoch gpu_mem box obj cls total targets img_size
116/299 8.35G 0.01212 0.00683 0 0.01896 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.963 0.996 0.997 0.849
Epoch gpu_mem box obj cls total targets img_size
117/299 8.35G 0.01176 0.006772 0 0.01853 2 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.976 1 0.997 0.859
Epoch gpu_mem box obj cls total targets img_size
118/299 8.35G 0.01185 0.006827 0 0.01868 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.72it/s]
all 188 284 0.98 1 0.997 0.864
Epoch gpu_mem box obj cls total targets img_size
119/299 8.35G 0.01181 0.006736 0 0.01854 1 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.973 0.996 0.996 0.861
Epoch gpu_mem box obj cls total targets img_size
120/299 8.35G 0.01192 0.006947 0 0.01887 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.958 0.993 0.996 0.85
Epoch gpu_mem box obj cls total targets img_size
121/299 8.35G 0.01129 0.006579 0 0.01787 12 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.969 1 0.996 0.863
Epoch gpu_mem box obj cls total targets img_size
122/299 8.35G 0.01192 0.006789 0 0.01871 3 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.976 0.996 0.996 0.857
Epoch gpu_mem box obj cls total targets img_size
123/299 8.35G 0.01153 0.006585 0 0.01812 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.967 0.996 0.996 0.855
Epoch gpu_mem box obj cls total targets img_size
124/299 8.35G 0.01225 0.007091 0 0.01935 5 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.973 0.993 0.996 0.853
Epoch gpu_mem box obj cls total targets img_size
125/299 8.35G 0.01236 0.006809 0 0.01917 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.975 0.993 0.996 0.846
Epoch gpu_mem box obj cls total targets img_size
126/299 8.35G 0.01217 0.007045 0 0.01921 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.975 0.996 0.996 0.863
Epoch gpu_mem box obj cls total targets img_size
127/299 8.35G 0.01127 0.006555 0 0.01782 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.967 0.996 0.996 0.866
Epoch gpu_mem box obj cls total targets img_size
128/299 8.35G 0.0119 0.006542 0 0.01844 2 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.97 0.996 0.996 0.858
Epoch gpu_mem box obj cls total targets img_size
129/299 8.35G 0.01165 0.006657 0 0.01831 2 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.972 0.996 0.995 0.858
Epoch gpu_mem box obj cls total targets img_size
130/299 8.35G 0.01131 0.006583 0 0.0179 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.979 1 0.996 0.869
Epoch gpu_mem box obj cls total targets img_size
131/299 8.35G 0.01108 0.006494 0 0.01757 1 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.963 0.998 0.995 0.86
Epoch gpu_mem box obj cls total targets img_size
132/299 8.35G 0.01065 0.006214 0 0.01686 4 1920: 100%|█████████████████████████████| 530/530 [08:06<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.979 0.993 0.996 0.87
Epoch gpu_mem box obj cls total targets img_size
133/299 8.35G 0.0109 0.006331 0 0.01723 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.983 0.993 0.996 0.863
Epoch gpu_mem box obj cls total targets img_size
134/299 8.35G 0.01095 0.006386 0 0.01734 9 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.979 0.989 0.996 0.863
Epoch gpu_mem box obj cls total targets img_size
135/299 8.35G 0.01184 0.00692 0 0.01876 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.74it/s]
all 188 284 0.971 0.996 0.997 0.862
Epoch gpu_mem box obj cls total targets img_size
136/299 8.35G 0.0106 0.006564 0 0.01716 12 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.974 0.996 0.997 0.864
Epoch gpu_mem box obj cls total targets img_size
137/299 8.35G 0.01135 0.006787 0 0.01813 9 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.979 0.993 0.996 0.865
Epoch gpu_mem box obj cls total targets img_size
138/299 8.35G 0.01102 0.006746 0 0.01776 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.976 0.989 0.996 0.866
Epoch gpu_mem box obj cls total targets img_size
139/299 8.35G 0.01105 0.006536 0 0.01759 10 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.72it/s]
all 188 284 0.973 0.996 0.997 0.875
Epoch gpu_mem box obj cls total targets img_size
140/299 8.35G 0.01114 0.006463 0 0.0176 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.974 0.996 0.996 0.864
Epoch gpu_mem box obj cls total targets img_size
141/299 8.35G 0.01122 0.006312 0 0.01753 15 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.974 0.993 0.997 0.87
Epoch gpu_mem box obj cls total targets img_size
142/299 8.35G 0.0106 0.00653 0 0.01713 5 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.983 0.993 0.997 0.862
Epoch gpu_mem box obj cls total targets img_size
143/299 8.35G 0.01163 0.007075 0 0.0187 2 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.97 0.993 0.996 0.856
Epoch gpu_mem box obj cls total targets img_size
144/299 8.35G 0.01095 0.006308 0 0.01726 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.973 0.993 0.997 0.871
Epoch gpu_mem box obj cls total targets img_size
145/299 8.35G 0.01094 0.006702 0 0.01765 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.979 0.993 0.997 0.86
Epoch gpu_mem box obj cls total targets img_size
146/299 8.35G 0.01064 0.00634 0 0.01698 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.979 0.989 0.995 0.869
Epoch gpu_mem box obj cls total targets img_size
147/299 8.35G 0.01087 0.006539 0 0.01741 7 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.976 0.993 0.996 0.864
Epoch gpu_mem box obj cls total targets img_size
148/299 8.35G 0.01064 0.006502 0 0.01714 2 1920: 100%|█████████████████████████████| 530/530 [07:58<00:00, 1.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.968 0.993 0.997 0.869
Epoch gpu_mem box obj cls total targets img_size
149/299 8.35G 0.01081 0.006499 0 0.01731 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.57it/s]
all 188 284 0.979 0.993 0.996 0.864
Epoch gpu_mem box obj cls total targets img_size
150/299 8.35G 0.01039 0.006374 0 0.01676 9 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.75it/s]
all 188 284 0.971 0.993 0.997 0.867
Epoch gpu_mem box obj cls total targets img_size
151/299 8.35G 0.01038 0.00632 0 0.0167 13 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.51it/s]
all 188 284 0.976 0.992 0.997 0.873
Epoch gpu_mem box obj cls total targets img_size
152/299 8.35G 0.01051 0.006323 0 0.01683 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.976 0.989 0.994 0.862
Epoch gpu_mem box obj cls total targets img_size
153/299 8.35G 0.01065 0.00666 0 0.01731 2 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.972 0.993 0.997 0.863
Epoch gpu_mem box obj cls total targets img_size
154/299 8.35G 0.0104 0.00637 0 0.01677 9 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.39it/s]
all 188 284 0.973 0.993 0.997 0.875
Epoch gpu_mem box obj cls total targets img_size
155/299 8.35G 0.0107 0.00641 0 0.01711 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.52it/s]
all 188 284 0.976 0.993 0.997 0.869
Epoch gpu_mem box obj cls total targets img_size
156/299 8.35G 0.01018 0.006177 0 0.01635 8 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.981 0.993 0.997 0.877
Epoch gpu_mem box obj cls total targets img_size
157/299 8.35G 0.0104 0.006176 0 0.01658 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.37it/s]
all 188 284 0.983 0.989 0.997 0.871
Epoch gpu_mem box obj cls total targets img_size
158/299 8.35G 0.01036 0.006205 0 0.01656 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.978 0.993 0.996 0.875
Epoch gpu_mem box obj cls total targets img_size
159/299 8.35G 0.01057 0.00617 0 0.01674 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.976 0.993 0.996 0.873
Epoch gpu_mem box obj cls total targets img_size
160/299 8.35G 0.011 0.006341 0 0.01734 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.72it/s]
all 188 284 0.968 0.996 0.995 0.874
Epoch gpu_mem box obj cls total targets img_size
161/299 8.35G 0.01027 0.006417 0 0.01669 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.981 0.996 0.996 0.872
Epoch gpu_mem box obj cls total targets img_size
162/299 8.35G 0.0103 0.006085 0 0.01639 2 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.961 0.993 0.995 0.873
Epoch gpu_mem box obj cls total targets img_size
163/299 8.35G 0.0108 0.006532 0 0.01733 9 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.974 0.993 0.996 0.876
Epoch gpu_mem box obj cls total targets img_size
164/299 8.35G 0.009999 0.00623 0 0.01623 10 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.969 0.993 0.996 0.863
Epoch gpu_mem box obj cls total targets img_size
165/299 8.35G 0.01013 0.006201 0 0.01633 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.982 0.989 0.995 0.871
Epoch gpu_mem box obj cls total targets img_size
166/299 8.35G 0.01006 0.006064 0 0.01612 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.976 0.989 0.996 0.875
Epoch gpu_mem box obj cls total targets img_size
167/299 8.35G 0.01022 0.006086 0 0.01631 8 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.978 0.993 0.996 0.874
Epoch gpu_mem box obj cls total targets img_size
168/299 8.35G 0.009942 0.006295 0 0.01624 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.974 0.993 0.996 0.874
Epoch gpu_mem box obj cls total targets img_size
169/299 8.35G 0.009984 0.006267 0 0.01625 10 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.976 0.993 0.996 0.873
Epoch gpu_mem box obj cls total targets img_size
170/299 8.35G 0.009992 0.006136 0 0.01613 5 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.37it/s]
all 188 284 0.979 0.993 0.997 0.877
Epoch gpu_mem box obj cls total targets img_size
171/299 8.35G 0.009908 0.006224 0 0.01613 11 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.37it/s]
all 188 284 0.977 0.989 0.996 0.874
Epoch gpu_mem box obj cls total targets img_size
172/299 8.35G 0.009569 0.005869 0 0.01544 8 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.981 0.993 0.995 0.875
Epoch gpu_mem box obj cls total targets img_size
173/299 8.35G 0.009843 0.006047 0 0.01589 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.98 0.993 0.996 0.87
Epoch gpu_mem box obj cls total targets img_size
174/299 8.35G 0.009938 0.006157 0 0.0161 9 1920: 100%|█████████████████████████████| 530/530 [08:06<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.59it/s]
all 188 284 0.976 0.993 0.996 0.873
Epoch gpu_mem box obj cls total targets img_size
175/299 8.35G 0.009853 0.006072 0 0.01593 1 1920: 100%|█████████████████████████████| 530/530 [08:08<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.73it/s]
all 188 284 0.975 0.993 0.996 0.872
Epoch gpu_mem box obj cls total targets img_size
176/299 8.35G 0.01006 0.005987 0 0.01605 3 1920: 100%|█████████████████████████████| 530/530 [08:10<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.981 0.989 0.996 0.873
Epoch gpu_mem box obj cls total targets img_size
177/299 8.35G 0.00984 0.006383 0 0.01622 6 1920: 100%|█████████████████████████████| 530/530 [08:09<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.972 0.993 0.996 0.875
Epoch gpu_mem box obj cls total targets img_size
178/299 8.35G 0.009713 0.005959 0 0.01567 6 1920: 100%|█████████████████████████████| 530/530 [08:10<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.974 0.989 0.996 0.875
Epoch gpu_mem box obj cls total targets img_size
179/299 8.35G 0.009879 0.006038 0 0.01592 6 1920: 100%|█████████████████████████████| 530/530 [08:10<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.978 0.989 0.996 0.875
Epoch gpu_mem box obj cls total targets img_size
180/299 8.35G 0.009118 0.005887 0 0.015 7 1920: 100%|█████████████████████████████| 530/530 [08:10<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.59it/s]
all 188 284 0.98 0.989 0.995 0.869
Epoch gpu_mem box obj cls total targets img_size
181/299 8.35G 0.009342 0.005795 0 0.01514 8 1920: 100%|█████████████████████████████| 530/530 [08:10<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.59it/s]
all 188 284 0.973 0.993 0.996 0.872
Epoch gpu_mem box obj cls total targets img_size
182/299 8.35G 0.009245 0.005779 0 0.01502 9 1920: 100%|█████████████████████████████| 530/530 [08:10<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.59it/s]
all 188 284 0.983 0.989 0.996 0.877
Epoch gpu_mem box obj cls total targets img_size
183/299 8.35G 0.009488 0.005827 0 0.01531 5 1920: 100%|█████████████████████████████| 530/530 [08:09<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.60it/s]
all 188 284 0.979 0.99 0.996 0.88
Epoch gpu_mem box obj cls total targets img_size
184/299 8.35G 0.009802 0.005716 0 0.01552 3 1920: 100%|█████████████████████████████| 530/530 [08:09<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.981 0.989 0.996 0.882
Epoch gpu_mem box obj cls total targets img_size
185/299 8.35G 0.009305 0.005852 0 0.01516 4 1920: 100%|█████████████████████████████| 530/530 [08:09<00:00, 1.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.53it/s]
all 188 284 0.973 0.993 0.997 0.875
Epoch gpu_mem box obj cls total targets img_size
186/299 8.35G 0.00944 0.006013 0 0.01545 8 1920: 100%|█████████████████████████████| 530/530 [08:07<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.981 0.993 0.996 0.873
Epoch gpu_mem box obj cls total targets img_size
187/299 8.35G 0.009151 0.005879 0 0.01503 9 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.975 0.993 0.996 0.872
Epoch gpu_mem box obj cls total targets img_size
188/299 8.35G 0.009275 0.006135 0 0.01541 10 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.967 0.996 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
189/299 8.35G 0.009461 0.00593 0 0.01539 14 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.982 0.993 0.998 0.883
Epoch gpu_mem box obj cls total targets img_size
190/299 8.35G 0.009177 0.005939 0 0.01512 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.974 0.993 0.997 0.878
Epoch gpu_mem box obj cls total targets img_size
191/299 8.35G 0.009444 0.00584 0 0.01528 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.978 0.989 0.996 0.878
Epoch gpu_mem box obj cls total targets img_size
192/299 8.35G 0.009347 0.005751 0 0.0151 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.45it/s]
all 188 284 0.975 0.993 0.997 0.879
Epoch gpu_mem box obj cls total targets img_size
193/299 8.35G 0.009265 0.005879 0 0.01514 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.60it/s]
all 188 284 0.986 0.993 0.996 0.874
Epoch gpu_mem box obj cls total targets img_size
194/299 8.35G 0.009378 0.005927 0 0.01531 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.976 0.993 0.995 0.877
Epoch gpu_mem box obj cls total targets img_size
195/299 8.35G 0.009375 0.005828 0 0.0152 6 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.971 0.993 0.997 0.882
Epoch gpu_mem box obj cls total targets img_size
196/299 8.35G 0.009552 0.005947 0 0.0155 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.983 0.993 0.998 0.875
Epoch gpu_mem box obj cls total targets img_size
197/299 8.35G 0.009515 0.005895 0 0.01541 9 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.979 0.993 0.996 0.88
Epoch gpu_mem box obj cls total targets img_size
198/299 8.35G 0.009146 0.005486 0 0.01463 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.972 0.993 0.997 0.876
Epoch gpu_mem box obj cls total targets img_size
199/299 8.35G 0.009255 0.005848 0 0.0151 2 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.972 0.993 0.997 0.889
Epoch gpu_mem box obj cls total targets img_size
200/299 8.35G 0.009136 0.005787 0 0.01492 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.40it/s]
all 188 284 0.973 0.993 0.997 0.878
Epoch gpu_mem box obj cls total targets img_size
201/299 8.35G 0.009011 0.005802 0 0.01481 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.984 0.993 0.997 0.88
Epoch gpu_mem box obj cls total targets img_size
202/299 8.35G 0.009267 0.005762 0 0.01503 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.73it/s]
all 188 284 0.984 0.989 0.996 0.877
Epoch gpu_mem box obj cls total targets img_size
203/299 8.35G 0.008914 0.005667 0 0.01458 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.61it/s]
all 188 284 0.984 0.993 0.995 0.881
Epoch gpu_mem box obj cls total targets img_size
204/299 8.35G 0.008895 0.005815 0 0.01471 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.979 0.989 0.996 0.878
Epoch gpu_mem box obj cls total targets img_size
205/299 8.35G 0.009213 0.005697 0 0.01491 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.60it/s]
all 188 284 0.976 0.993 0.996 0.878
Epoch gpu_mem box obj cls total targets img_size
206/299 8.35G 0.009054 0.005591 0 0.01464 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.976 0.989 0.996 0.875
Epoch gpu_mem box obj cls total targets img_size
207/299 8.35G 0.009012 0.005736 0 0.01475 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.97 0.993 0.996 0.877
Epoch gpu_mem box obj cls total targets img_size
208/299 8.35G 0.009395 0.006068 0 0.01546 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.983 0.989 0.997 0.881
Epoch gpu_mem box obj cls total targets img_size
209/299 8.35G 0.008858 0.005749 0 0.01461 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.983 0.989 0.996 0.878
Epoch gpu_mem box obj cls total targets img_size
210/299 8.35G 0.008903 0.005463 0 0.01437 9 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.983 0.989 0.997 0.882
Epoch gpu_mem box obj cls total targets img_size
211/299 8.35G 0.008793 0.005639 0 0.01443 2 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.983 0.992 0.996 0.881
Epoch gpu_mem box obj cls total targets img_size
212/299 8.35G 0.008772 0.005683 0 0.01446 8 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.981 0.993 0.996 0.882
Epoch gpu_mem box obj cls total targets img_size
213/299 8.35G 0.008404 0.005415 0 0.01382 4 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.983 0.992 0.997 0.874
Epoch gpu_mem box obj cls total targets img_size
214/299 8.35G 0.008619 0.005558 0 0.01418 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.983 0.993 0.996 0.883
Epoch gpu_mem box obj cls total targets img_size
215/299 8.35G 0.008953 0.005766 0 0.01472 14 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.73it/s]
all 188 284 0.983 0.993 0.997 0.882
Epoch gpu_mem box obj cls total targets img_size
216/299 8.35G 0.008495 0.00552 0 0.01401 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.98 0.993 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
217/299 8.35G 0.008763 0.0057 0 0.01446 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.979 0.993 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
218/299 8.35G 0.009001 0.005616 0 0.01462 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.44it/s]
all 188 284 0.986 0.989 0.996 0.883
Epoch gpu_mem box obj cls total targets img_size
219/299 8.35G 0.008456 0.005515 0 0.01397 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.981 0.993 0.996 0.88
Epoch gpu_mem box obj cls total targets img_size
220/299 8.35G 0.008738 0.00566 0 0.0144 9 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.985 0.989 0.996 0.885
Epoch gpu_mem box obj cls total targets img_size
221/299 8.35G 0.008484 0.005351 0 0.01383 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.983 0.993 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
222/299 8.35G 0.008755 0.005626 0 0.01438 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.986 0.993 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
223/299 8.35G 0.00848 0.005669 0 0.01415 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.983 0.993 0.997 0.88
Epoch gpu_mem box obj cls total targets img_size
224/299 8.35G 0.008689 0.005612 0 0.0143 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.983 0.993 0.997 0.88
Epoch gpu_mem box obj cls total targets img_size
225/299 8.35G 0.008296 0.005496 0 0.01379 2 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.983 0.993 0.997 0.884
Epoch gpu_mem box obj cls total targets img_size
226/299 8.35G 0.00854 0.005687 0 0.01423 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.983 0.989 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
227/299 8.35G 0.008327 0.005364 0 0.01369 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.986 0.993 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
228/299 8.35G 0.008459 0.00561 0 0.01407 2 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.979 0.993 0.996 0.883
Epoch gpu_mem box obj cls total targets img_size
229/299 8.35G 0.008599 0.005486 0 0.01409 6 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.978 0.993 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
230/299 8.35G 0.008584 0.005416 0 0.014 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.982 0.993 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
231/299 8.35G 0.008495 0.005421 0 0.01392 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.986 0.992 0.996 0.885
Epoch gpu_mem box obj cls total targets img_size
232/299 8.35G 0.008562 0.005366 0 0.01393 1 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.39it/s]
all 188 284 0.986 0.99 0.996 0.889
Epoch gpu_mem box obj cls total targets img_size
233/299 8.35G 0.008189 0.005562 0 0.01375 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.989 0.993 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
234/299 8.35G 0.008247 0.005595 0 0.01384 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.986 0.993 0.995 0.887
Epoch gpu_mem box obj cls total targets img_size
235/299 8.35G 0.008357 0.00534 0 0.0137 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.73it/s]
all 188 284 0.986 0.993 0.996 0.884
Epoch gpu_mem box obj cls total targets img_size
236/299 8.35G 0.008346 0.005698 0 0.01404 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.984 0.993 0.996 0.879
Epoch gpu_mem box obj cls total targets img_size
237/299 8.35G 0.008229 0.005326 0 0.01355 3 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.984 0.993 0.996 0.879
Epoch gpu_mem box obj cls total targets img_size
238/299 8.35G 0.008633 0.005721 0 0.01435 4 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.986 0.991 0.996 0.885
Epoch gpu_mem box obj cls total targets img_size
239/299 8.35G 0.008252 0.005332 0 0.01358 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.987 0.989 0.996 0.884
Epoch gpu_mem box obj cls total targets img_size
240/299 8.35G 0.008368 0.00549 0 0.01386 6 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.986 0.993 0.997 0.884
Epoch gpu_mem box obj cls total targets img_size
241/299 8.35G 0.008598 0.005543 0 0.01414 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.986 0.993 0.996 0.88
Epoch gpu_mem box obj cls total targets img_size
242/299 8.35G 0.008644 0.005935 0 0.01458 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.984 0.993 0.997 0.881
Epoch gpu_mem box obj cls total targets img_size
243/299 8.35G 0.008642 0.005361 0 0.014 6 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.72it/s]
all 188 284 0.984 0.993 0.996 0.882
Epoch gpu_mem box obj cls total targets img_size
244/299 8.35G 0.008223 0.005536 0 0.01376 3 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.984 0.993 0.996 0.887
Epoch gpu_mem box obj cls total targets img_size
245/299 8.35G 0.008278 0.005437 0 0.01371 7 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.60it/s]
all 188 284 0.98 0.993 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
246/299 8.35G 0.007916 0.005419 0 0.01334 4 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.974 0.993 0.997 0.885
Epoch gpu_mem box obj cls total targets img_size
247/299 8.35G 0.008319 0.005582 0 0.0139 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.981 0.993 0.997 0.888
Epoch gpu_mem box obj cls total targets img_size
248/299 8.35G 0.008026 0.005295 0 0.01332 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.979 0.993 0.996 0.881
Epoch gpu_mem box obj cls total targets img_size
249/299 8.35G 0.008287 0.005113 0 0.0134 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.983 0.993 0.996 0.887
Epoch gpu_mem box obj cls total targets img_size
250/299 8.35G 0.008456 0.005474 0 0.01393 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.984 0.993 0.996 0.882
Epoch gpu_mem box obj cls total targets img_size
251/299 8.35G 0.008314 0.005376 0 0.01369 6 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.40it/s]
all 188 284 0.983 0.993 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
252/299 8.35G 0.008186 0.005207 0 0.01339 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.52it/s]
all 188 284 0.987 0.989 0.997 0.881
Epoch gpu_mem box obj cls total targets img_size
253/299 8.35G 0.007889 0.005268 0 0.01316 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.987 0.989 0.997 0.885
Epoch gpu_mem box obj cls total targets img_size
254/299 8.35G 0.008429 0.005138 0 0.01357 3 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.38it/s]
all 188 284 0.989 0.989 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
255/299 8.35G 0.008159 0.00523 0 0.01339 9 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.37it/s]
all 188 284 0.987 0.989 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
256/299 8.35G 0.008095 0.005424 0 0.01352 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.987 0.989 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
257/299 8.35G 0.007968 0.005399 0 0.01337 2 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.986 0.989 0.996 0.883
Epoch gpu_mem box obj cls total targets img_size
258/299 8.35G 0.008079 0.005268 0 0.01335 4 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.985 0.989 0.997 0.883
Epoch gpu_mem box obj cls total targets img_size
259/299 8.35G 0.008227 0.005066 0 0.01329 8 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.987 0.989 0.997 0.884
Epoch gpu_mem box obj cls total targets img_size
260/299 8.35G 0.007972 0.005195 0 0.01317 9 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.47it/s]
all 188 284 0.989 0.992 0.996 0.89
Epoch gpu_mem box obj cls total targets img_size
261/299 8.35G 0.008023 0.005038 0 0.01306 9 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.66it/s]
all 188 284 0.988 0.989 0.996 0.884
Epoch gpu_mem box obj cls total targets img_size
262/299 8.35G 0.008393 0.005505 0 0.0139 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.70it/s]
all 188 284 0.986 0.986 0.995 0.889
Epoch gpu_mem box obj cls total targets img_size
263/299 8.35G 0.007911 0.005182 0 0.01309 6 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.986 0.986 0.995 0.882
Epoch gpu_mem box obj cls total targets img_size
264/299 8.35G 0.007965 0.005356 0 0.01332 10 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.989 0.989 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
265/299 8.35G 0.007857 0.005365 0 0.01322 5 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.986 0.992 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
266/299 8.35G 0.007683 0.005147 0 0.01283 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.987 0.989 0.996 0.885
Epoch gpu_mem box obj cls total targets img_size
267/299 8.35G 0.007806 0.005269 0 0.01307 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.989 0.989 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
268/299 8.35G 0.007858 0.005313 0 0.01317 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.986 0.986 0.995 0.886
Epoch gpu_mem box obj cls total targets img_size
269/299 8.35G 0.007894 0.005285 0 0.01318 8 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.48it/s]
all 188 284 0.986 0.986 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
270/299 8.35G 0.007962 0.005136 0 0.0131 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.987 0.989 0.996 0.887
Epoch gpu_mem box obj cls total targets img_size
271/299 8.35G 0.008282 0.005318 0 0.0136 5 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.983 0.989 0.996 0.886
Epoch gpu_mem box obj cls total targets img_size
272/299 8.35G 0.008042 0.005287 0 0.01333 13 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.983 0.986 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
273/299 8.35G 0.007972 0.005138 0 0.01311 6 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.58it/s]
all 188 284 0.983 0.989 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
274/299 8.35G 0.007786 0.00534 0 0.01313 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.39it/s]
all 188 284 0.98 0.989 0.995 0.891
Epoch gpu_mem box obj cls total targets img_size
275/299 8.35G 0.007936 0.005229 0 0.01316 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.981 0.989 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
276/299 8.35G 0.007797 0.005376 0 0.01317 3 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.98 0.989 0.995 0.886
Epoch gpu_mem box obj cls total targets img_size
277/299 8.35G 0.008086 0.005399 0 0.01348 5 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.98 0.989 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
278/299 8.35G 0.007937 0.005038 0 0.01298 4 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.983 0.989 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
279/299 8.35G 0.00799 0.005144 0 0.01313 10 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.57it/s]
all 188 284 0.983 0.986 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
280/299 8.35G 0.007529 0.005093 0 0.01262 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.983 0.986 0.994 0.881
Epoch gpu_mem box obj cls total targets img_size
281/299 8.35G 0.008105 0.005287 0 0.01339 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.42it/s]
all 188 284 0.982 0.986 0.994 0.883
Epoch gpu_mem box obj cls total targets img_size
282/299 8.35G 0.00782 0.005299 0 0.01312 3 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.986 0.986 0.996 0.884
Epoch gpu_mem box obj cls total targets img_size
283/299 8.35G 0.007868 0.005477 0 0.01335 7 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.984 0.989 0.995 0.885
Epoch gpu_mem box obj cls total targets img_size
284/299 8.35G 0.007853 0.00525 0 0.0131 4 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.983 0.993 0.995 0.881
Epoch gpu_mem box obj cls total targets img_size
285/299 8.35G 0.007835 0.005252 0 0.01309 3 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.63it/s]
all 188 284 0.98 0.989 0.996 0.889
Epoch gpu_mem box obj cls total targets img_size
286/299 8.35G 0.007692 0.005041 0 0.01273 6 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.37it/s]
all 188 284 0.981 0.989 0.996 0.889
Epoch gpu_mem box obj cls total targets img_size
287/299 8.35G 0.007853 0.005371 0 0.01322 7 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.71it/s]
all 188 284 0.982 0.993 0.995 0.887
Epoch gpu_mem box obj cls total targets img_size
288/299 8.35G 0.008029 0.00537 0 0.0134 6 1920: 100%|█████████████████████████████| 530/530 [08:05<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.976 0.993 0.995 0.887
Epoch gpu_mem box obj cls total targets img_size
289/299 8.35G 0.007779 0.005148 0 0.01293 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.974 0.993 0.995 0.883
Epoch gpu_mem box obj cls total targets img_size
290/299 8.35G 0.008068 0.005578 0 0.01365 4 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.974 0.993 0.996 0.883
Epoch gpu_mem box obj cls total targets img_size
291/299 8.35G 0.007781 0.005358 0 0.01314 3 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.983 0.989 0.996 0.884
Epoch gpu_mem box obj cls total targets img_size
292/299 8.35G 0.007773 0.005098 0 0.01287 8 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.69it/s]
all 188 284 0.983 0.992 0.995 0.884
Epoch gpu_mem box obj cls total targets img_size
293/299 8.35G 0.007612 0.005166 0 0.01278 9 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.65it/s]
all 188 284 0.978 0.993 0.996 0.883
Epoch gpu_mem box obj cls total targets img_size
294/299 8.35G 0.007606 0.004914 0 0.01252 11 1920: 100%|█████████████████████████████| 530/530 [08:02<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:13<00:00, 6.73it/s]
all 188 284 0.979 0.99 0.995 0.886
Epoch gpu_mem box obj cls total targets img_size
295/299 8.35G 0.007801 0.00494 0 0.01274 5 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.981 0.989 0.995 0.886
Epoch gpu_mem box obj cls total targets img_size
296/299 8.35G 0.007659 0.004968 0 0.01263 11 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.62it/s]
all 188 284 0.983 0.989 0.995 0.888
Epoch gpu_mem box obj cls total targets img_size
297/299 8.35G 0.00785 0.005055 0 0.01291 8 1920: 100%|█████████████████████████████| 530/530 [08:04<00:00, 1.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.64it/s]
all 188 284 0.982 0.987 0.995 0.887
Epoch gpu_mem box obj cls total targets img_size
298/299 8.35G 0.007657 0.005091 0 0.01275 3 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:14<00:00, 6.68it/s]
all 188 284 0.981 0.989 0.995 0.887
Epoch gpu_mem box obj cls total targets img_size
299/299 8.35G 0.007558 0.00518 0 0.01274 9 1920: 100%|█████████████████████████████| 530/530 [08:03<00:00, 1.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|███████████████████| 94/94 [00:15<00:00, 6.25it/s]
all 188 284 0.984 0.989 0.995 0.892
Optimizer stripped from runs/train/exp15/weights/last.pt, 42.5MB
Optimizer stripped from runs/train/exp15/weights/best.pt, 42.5MB
300 epochs completed in 41.626 hours.
(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
