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yolov5l-face.txt
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yolov5l-face.txt
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YOLOv5 1.0.0-15-g920efdf torch 2.1.0+cu121 CUDA:0 (NVIDIA GeForce RTX 4090, 24209.125MB)
Namespace(weights='weights/yolov5l.pt', cfg='models/yolov5l.yaml', data='data/widerface.yaml', hyp='data/hyp.scratch.yaml', epochs=250, batch_size=16, img_size=[800, 800], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, log_imgs=16, log_artifacts=False, workers=4, project='runs/train', name='exp', exist_ok=False, total_batch_size=16, world_size=1, global_rank=-1, save_dir='runs/train/exp')
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, 'landmark': 0.005, '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': 0.5, 'perspective': 0.0, 'flipud': 0.0, 'fliplr': 0.5, 'mosaic': 0.5, 'mixup': 0.0}
from n params module arguments
0 -1 1 30848 models.common.StemBlock [3, 64, 3, 2]
1 -1 1 148736 models.common.C3 [64, 128, 3]
2 -1 1 295424 models.common.Conv [128, 256, 3, 2]
3 -1 1 1611264 models.common.C3 [256, 256, 9]
4 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
5 -1 1 6433792 models.common.C3 [512, 512, 9]
6 -1 1 4720640 models.common.Conv [512, 1024, 3, 2]
7 -1 1 2624512 models.common.SPP [1024, 1024, [3, 5, 7]]
8 -1 1 9971712 models.common.C3 [1024, 1024, 3, False]
9 -1 1 525312 models.common.Conv [1024, 512, 1, 1]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 5] 1 0 models.common.Concat [1]
12 -1 1 2757632 models.common.C3 [1024, 512, 3, False]
13 -1 1 131584 models.common.Conv [512, 256, 1, 1]
14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
15 [-1, 3] 1 0 models.common.Concat [1]
16 -1 1 690688 models.common.C3 [512, 256, 3, False]
17 -1 1 590336 models.common.Conv [256, 256, 3, 2]
18 [-1, 13] 1 0 models.common.Concat [1]
19 -1 1 2495488 models.common.C3 [512, 512, 3, False]
20 -1 1 2360320 models.common.Conv [512, 512, 3, 2]
21 [-1, 9] 1 0 models.common.Concat [1]
22 -1 1 9971712 models.common.C3 [1024, 1024, 3, False]
23 [16, 19, 22] 1 86160 models.yolo.Detect [1, [[4, 5, 8, 10, 13, 16], [23, 29, 43, 55, 73, 105], [146, 217, 231, 300, 335, 433]], [256, 512, 1024]]
Model Summary: 508 layers, 46626832 parameters, 46626832 gradients, 111.3 GFLOPS
Transferred 54/662 items from weights/yolov5l.pt
Optimizer groups: 112 .bias, 112 conv.weight, 109 other
Scanning 'data/widerface/train.cache' for images and labels... 12880 found, 0 missing, 0 empty, 78 corrupted: 100%|██████████| 12880/12880 [00:00<?, ?it/s]
Scanning 'data/widerface/val.cache' for images and labels... 3226 found, 0 missing, 0 empty, 1 corrupted: 100%|██████████| 3226/3226 [00:00<?, ?it/s]
Plotting labels...
autoanchor: Analyzing anchors... anchors/target = 4.02, Best Possible Recall (BPR) = 0.9997
Image sizes 800 train, 800 test
Using 4 dataloader workers
Logging results to runs/train/exp
Starting training for 250 epochs...
Epoch gpu_mem box obj cls landmark total targets img_size
0/249 2.35G 0.09898 0.0387 0 0.1273 0.2649 22 800: 100%|██████████| 801/801 [02:30<00:00, 5.31it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
1/249 16.1G 0.07884 0.03622 0 0.03075 0.1458 17 800: 100%|██████████| 801/801 [02:25<00:00, 5.51it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
2/249 16.1G 0.06927 0.0325 0 0.02395 0.1257 28 800: 100%|██████████| 801/801 [02:23<00:00, 5.58it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
3/249 16.1G 0.06275 0.03102 0 0.01934 0.1131 15 800: 100%|██████████| 801/801 [02:24<00:00, 5.55it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
4/249 16.1G 0.05742 0.0296 0 0.01618 0.1032 18 800: 100%|██████████| 801/801 [02:24<00:00, 5.56it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
5/249 16.1G 0.05453 0.02798 0 0.0148 0.09731 16 800: 100%|██████████| 801/801 [02:24<00:00, 5.56it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
6/249 16.1G 0.05257 0.02742 0 0.0139 0.09389 8 800: 100%|██████████| 801/801 [02:24<00:00, 5.55it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
7/249 16.1G 0.05078 0.02635 0 0.0131 0.09023 14 800: 100%|██████████| 801/801 [02:24<00:00, 5.54it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
8/249 16.1G 0.05109 0.02708 0 0.01272 0.09089 35 800: 100%|██████████| 801/801 [02:24<00:00, 5.54it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
9/249 16.1G 0.04955 0.02642 0 0.01231 0.08828 3 800: 100%|██████████| 801/801 [02:24<00:00, 5.53it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
10/249 16.1G 0.0492 0.02612 0 0.01192 0.08724 25 800: 100%|██████████| 801/801 [02:24<00:00, 5.53it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
11/249 16.1G 0.04829 0.02603 0 0.01157 0.08589 18 800: 100%|██████████| 801/801 [02:24<00:00, 5.53it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
12/249 16.1G 0.04789 0.02557 0 0.01138 0.08484 23 800: 100%|██████████| 801/801 [02:24<00:00, 5.53it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
13/249 16.1G 0.04763 0.02562 0 0.01109 0.08434 15 800: 100%|██████████| 801/801 [02:24<00:00, 5.53it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
14/249 16.1G 0.04685 0.02493 0 0.01088 0.08266 13 800: 100%|██████████| 801/801 [02:24<00:00, 5.54it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
15/249 16.1G 0.0468 0.02541 0 0.01082 0.08303 4 800: 100%|██████████| 801/801 [02:24<00:00, 5.53it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
16/249 16.1G 0.04629 0.02475 0 0.01058 0.08161 41 800: 100%|██████████| 801/801 [02:24<00:00, 5.54it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
17/249 16.1G 0.04577 0.02519 0 0.01044 0.0814 40 800: 100%|██████████| 801/801 [02:24<00:00, 5.54it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
18/249 16.1G 0.04579 0.02509 0 0.01029 0.08117 22 800: 100%|██████████| 801/801 [02:24<00:00, 5.54it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
19/249 16.1G 0.04533 0.02389 0 0.01015 0.07938 18 800: 100%|██████████| 801/801 [02:29<00:00, 5.37it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
20/249 16.1G 0.04516 0.02501 0 0.01009 0.08026 15 800: 100%|██████████| 801/801 [02:24<00:00, 5.53it/s]
Epoch gpu_mem box obj cls landmark total targets img_size
21/249 16.1G 0.04516 0.0246 0 0.01011 0.07987 49 800: 100%|██████████| 801/801 [02:32<00:00, 5.26it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:21<00:00, 9.22it/s]
all 3.22e+03 3.96e+04 0.498 0.713 0.694 0.324
Epoch gpu_mem box obj cls landmark total targets img_size
22/249 16.1G 0.04447 0.02434 0 0.009833 0.07864 22 800: 100%|██████████| 801/801 [02:23<00:00, 5.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:20<00:00, 9.81it/s]
all 3.22e+03 3.96e+04 0.464 0.708 0.68 0.316
Epoch gpu_mem box obj cls landmark total targets img_size
23/249 16.3G 0.04523 0.02514 0 0.009864 0.08024 17 800: 100%|██████████| 801/801 [02:20<00:00, 5.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.54it/s]
all 3.22e+03 3.96e+04 0.488 0.708 0.686 0.322
Epoch gpu_mem box obj cls landmark total targets img_size
24/249 16.9G 0.044 0.02425 0 0.009609 0.07786 28 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.491 0.715 0.693 0.322
Epoch gpu_mem box obj cls landmark total targets img_size
25/249 16.9G 0.0443 0.02432 0 0.009656 0.07828 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.51it/s]
all 3.22e+03 3.96e+04 0.481 0.717 0.693 0.321
Epoch gpu_mem box obj cls landmark total targets img_size
26/249 16.9G 0.04438 0.02467 0 0.009547 0.0786 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.54it/s]
all 3.22e+03 3.96e+04 0.5 0.71 0.691 0.322
Epoch gpu_mem box obj cls landmark total targets img_size
27/249 16.9G 0.04406 0.0241 0 0.009506 0.07767 16 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.55it/s]
all 3.22e+03 3.96e+04 0.469 0.719 0.694 0.327
Epoch gpu_mem box obj cls landmark total targets img_size
28/249 16.9G 0.04382 0.02414 0 0.009494 0.07745 8 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.60it/s]
all 3.22e+03 3.96e+04 0.502 0.715 0.695 0.323
Epoch gpu_mem box obj cls landmark total targets img_size
29/249 16.9G 0.04314 0.02369 0 0.009285 0.07611 14 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.515 0.717 0.698 0.328
Epoch gpu_mem box obj cls landmark total targets img_size
30/249 16.9G 0.04414 0.02459 0 0.009273 0.07801 35 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.55it/s]
all 3.22e+03 3.96e+04 0.495 0.715 0.692 0.326
Epoch gpu_mem box obj cls landmark total targets img_size
31/249 16.9G 0.04336 0.02415 0 0.009187 0.0767 3 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.54it/s]
all 3.22e+03 3.96e+04 0.499 0.724 0.702 0.329
Epoch gpu_mem box obj cls landmark total targets img_size
32/249 16.9G 0.04342 0.02397 0 0.009089 0.07648 25 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.64it/s]
all 3.22e+03 3.96e+04 0.501 0.717 0.697 0.329
Epoch gpu_mem box obj cls landmark total targets img_size
33/249 16.9G 0.04298 0.02412 0 0.009026 0.07613 18 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.64it/s]
all 3.22e+03 3.96e+04 0.53 0.723 0.707 0.335
Epoch gpu_mem box obj cls landmark total targets img_size
34/249 16.9G 0.04297 0.02372 0 0.009 0.0757 23 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.63it/s]
all 3.22e+03 3.96e+04 0.528 0.718 0.702 0.331
Epoch gpu_mem box obj cls landmark total targets img_size
35/249 16.9G 0.04315 0.024 0 0.008976 0.07613 15 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.65it/s]
all 3.22e+03 3.96e+04 0.521 0.726 0.709 0.337
Epoch gpu_mem box obj cls landmark total targets img_size
36/249 16.9G 0.04279 0.02343 0 0.008848 0.07507 13 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.61it/s]
all 3.22e+03 3.96e+04 0.527 0.726 0.71 0.336
Epoch gpu_mem box obj cls landmark total targets img_size
37/249 16.9G 0.04283 0.02402 0 0.008972 0.07582 4 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.59it/s]
all 3.22e+03 3.96e+04 0.527 0.73 0.714 0.338
Epoch gpu_mem box obj cls landmark total targets img_size
38/249 16.9G 0.04265 0.02352 0 0.008824 0.075 41 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.68it/s]
all 3.22e+03 3.96e+04 0.531 0.727 0.711 0.336
Epoch gpu_mem box obj cls landmark total targets img_size
39/249 17G 0.04221 0.02382 0 0.008844 0.07487 40 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.60it/s]
all 3.22e+03 3.96e+04 0.531 0.729 0.713 0.338
Epoch gpu_mem box obj cls landmark total targets img_size
40/249 17G 0.04254 0.02378 0 0.008693 0.07501 22 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.68it/s]
all 3.22e+03 3.96e+04 0.542 0.728 0.713 0.338
Epoch gpu_mem box obj cls landmark total targets img_size
41/249 17G 0.04206 0.0227 0 0.008621 0.07338 18 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.70it/s]
all 3.22e+03 3.96e+04 0.531 0.725 0.709 0.336
Epoch gpu_mem box obj cls landmark total targets img_size
42/249 17G 0.04196 0.0237 0 0.008631 0.07429 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.69it/s]
all 3.22e+03 3.96e+04 0.517 0.73 0.711 0.337
Epoch gpu_mem box obj cls landmark total targets img_size
43/249 17G 0.04204 0.02341 0 0.008737 0.07418 49 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.69it/s]
all 3.22e+03 3.96e+04 0.532 0.728 0.712 0.338
Epoch gpu_mem box obj cls landmark total targets img_size
44/249 17G 0.04226 0.02357 0 0.008632 0.07447 49 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.68it/s]
all 3.22e+03 3.96e+04 0.53 0.735 0.718 0.34
Epoch gpu_mem box obj cls landmark total targets img_size
45/249 17G 0.04242 0.02362 0 0.008628 0.07467 20 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.535 0.734 0.718 0.341
Epoch gpu_mem box obj cls landmark total targets img_size
46/249 17G 0.04274 0.02399 0 0.008647 0.07538 29 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.64it/s]
all 3.22e+03 3.96e+04 0.536 0.736 0.72 0.342
Epoch gpu_mem box obj cls landmark total targets img_size
47/249 17G 0.04231 0.0236 0 0.008669 0.07459 7 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.69it/s]
all 3.22e+03 3.96e+04 0.536 0.733 0.716 0.34
Epoch gpu_mem box obj cls landmark total targets img_size
48/249 17G 0.04217 0.02355 0 0.008585 0.07431 40 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.69it/s]
all 3.22e+03 3.96e+04 0.544 0.732 0.718 0.342
Epoch gpu_mem box obj cls landmark total targets img_size
49/249 17G 0.04207 0.02367 0 0.008528 0.07427 103 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.68it/s]
all 3.22e+03 3.96e+04 0.541 0.732 0.718 0.341
Epoch gpu_mem box obj cls landmark total targets img_size
50/249 17G 0.04227 0.02344 0 0.008477 0.07418 5 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.63it/s]
all 3.22e+03 3.96e+04 0.537 0.735 0.72 0.343
Epoch gpu_mem box obj cls landmark total targets img_size
51/249 17G 0.04168 0.02343 0 0.00847 0.07358 11 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.539 0.735 0.72 0.344
Epoch gpu_mem box obj cls landmark total targets img_size
52/249 17G 0.04181 0.02374 0 0.008424 0.07398 31 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.65it/s]
all 3.22e+03 3.96e+04 0.54 0.736 0.722 0.345
Epoch gpu_mem box obj cls landmark total targets img_size
53/249 17G 0.04152 0.02303 0 0.008357 0.07291 20 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.542 0.736 0.721 0.344
Epoch gpu_mem box obj cls landmark total targets img_size
54/249 17G 0.04146 0.02356 0 0.008236 0.07326 3 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.541 0.738 0.721 0.345
Epoch gpu_mem box obj cls landmark total targets img_size
55/249 17G 0.04151 0.02361 0 0.008253 0.07338 90 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.546 0.739 0.723 0.345
Epoch gpu_mem box obj cls landmark total targets img_size
56/249 17G 0.04162 0.02332 0 0.008308 0.07325 25 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.543 0.737 0.722 0.346
Epoch gpu_mem box obj cls landmark total targets img_size
57/249 17G 0.04159 0.02377 0 0.008338 0.0737 10 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.541 0.739 0.723 0.346
Epoch gpu_mem box obj cls landmark total targets img_size
58/249 17G 0.04105 0.0233 0 0.008229 0.07258 19 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.70it/s]
all 3.22e+03 3.96e+04 0.545 0.743 0.727 0.348
Epoch gpu_mem box obj cls landmark total targets img_size
59/249 17G 0.04127 0.02288 0 0.008185 0.07233 8 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.66it/s]
all 3.22e+03 3.96e+04 0.545 0.74 0.725 0.347
Epoch gpu_mem box obj cls landmark total targets img_size
60/249 17G 0.04089 0.0231 0 0.008204 0.0722 61 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.544 0.741 0.726 0.347
Epoch gpu_mem box obj cls landmark total targets img_size
61/249 17G 0.04104 0.02306 0 0.008115 0.07222 37 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.549 0.743 0.728 0.348
Epoch gpu_mem box obj cls landmark total targets img_size
62/249 17G 0.04144 0.0235 0 0.008328 0.07327 644 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.548 0.742 0.727 0.347
Epoch gpu_mem box obj cls landmark total targets img_size
63/249 17G 0.04154 0.02292 0 0.008147 0.0726 11 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.545 0.741 0.725 0.346
Epoch gpu_mem box obj cls landmark total targets img_size
64/249 17G 0.04094 0.02266 0 0.008095 0.07169 50 800: 100%|██████████| 801/801 [02:21<00:00, 5.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.545 0.742 0.727 0.347
Epoch gpu_mem box obj cls landmark total targets img_size
65/249 17G 0.04095 0.02321 0 0.008109 0.07227 35 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.545 0.745 0.729 0.348
Epoch gpu_mem box obj cls landmark total targets img_size
66/249 17G 0.04143 0.02313 0 0.008083 0.07264 15 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.70it/s]
all 3.22e+03 3.96e+04 0.543 0.745 0.728 0.348
Epoch gpu_mem box obj cls landmark total targets img_size
67/249 17G 0.04122 0.02307 0 0.008062 0.07236 22 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.66it/s]
all 3.22e+03 3.96e+04 0.544 0.746 0.73 0.348
Epoch gpu_mem box obj cls landmark total targets img_size
68/249 17G 0.04102 0.02299 0 0.008113 0.07213 17 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.543 0.746 0.73 0.349
Epoch gpu_mem box obj cls landmark total targets img_size
69/249 17G 0.04084 0.02288 0 0.008003 0.07171 6 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.542 0.747 0.731 0.349
Epoch gpu_mem box obj cls landmark total targets img_size
70/249 17G 0.04064 0.02292 0 0.007969 0.07152 19 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.541 0.747 0.731 0.35
Epoch gpu_mem box obj cls landmark total targets img_size
71/249 17G 0.04075 0.02263 0 0.008045 0.07143 18 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.64it/s]
all 3.22e+03 3.96e+04 0.536 0.748 0.731 0.35
Epoch gpu_mem box obj cls landmark total targets img_size
72/249 17G 0.04102 0.02322 0 0.007915 0.07215 8 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.537 0.747 0.731 0.35
Epoch gpu_mem box obj cls landmark total targets img_size
73/249 17G 0.04095 0.02312 0 0.007969 0.07203 15 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.539 0.747 0.731 0.35
Epoch gpu_mem box obj cls landmark total targets img_size
74/249 17G 0.04121 0.0226 0 0.00803 0.07184 17 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.539 0.747 0.731 0.351
Epoch gpu_mem box obj cls landmark total targets img_size
75/249 17G 0.04092 0.023 0 0.00789 0.07181 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.54 0.749 0.732 0.351
Epoch gpu_mem box obj cls landmark total targets img_size
76/249 17G 0.04082 0.02285 0 0.007897 0.07156 16 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.69it/s]
all 3.22e+03 3.96e+04 0.542 0.75 0.733 0.351
Epoch gpu_mem box obj cls landmark total targets img_size
77/249 17G 0.0401 0.02269 0 0.007874 0.07066 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.70it/s]
all 3.22e+03 3.96e+04 0.543 0.75 0.733 0.351
Epoch gpu_mem box obj cls landmark total targets img_size
78/249 17G 0.04082 0.02287 0 0.007864 0.07155 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.543 0.75 0.734 0.352
Epoch gpu_mem box obj cls landmark total targets img_size
79/249 17G 0.04052 0.02334 0 0.007827 0.07169 20 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.543 0.75 0.733 0.352
Epoch gpu_mem box obj cls landmark total targets img_size
80/249 17G 0.04026 0.02282 0 0.007831 0.07091 12 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.543 0.75 0.733 0.352
Epoch gpu_mem box obj cls landmark total targets img_size
81/249 17G 0.04022 0.0228 0 0.007768 0.0708 68 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.68it/s]
all 3.22e+03 3.96e+04 0.543 0.75 0.734 0.352
Epoch gpu_mem box obj cls landmark total targets img_size
82/249 17G 0.03988 0.02218 0 0.007733 0.0698 26 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.544 0.751 0.734 0.352
Epoch gpu_mem box obj cls landmark total targets img_size
83/249 17G 0.04056 0.02268 0 0.007776 0.07102 24 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.544 0.751 0.734 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
84/249 17G 0.04013 0.02267 0 0.007735 0.07054 6 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.544 0.751 0.735 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
85/249 17G 0.04008 0.02243 0 0.007714 0.07022 6 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.545 0.751 0.735 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
86/249 17G 0.03988 0.02264 0 0.0077 0.07021 32 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.66it/s]
all 3.22e+03 3.96e+04 0.545 0.751 0.734 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
87/249 17G 0.04029 0.02306 0 0.00789 0.07124 15 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.546 0.751 0.735 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
88/249 17G 0.03986 0.02284 0 0.007743 0.07044 18 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.547 0.751 0.735 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
89/249 17G 0.03994 0.0222 0 0.00768 0.06982 12 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.548 0.751 0.735 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
90/249 17G 0.04008 0.02263 0 0.007695 0.07041 20 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.548 0.751 0.735 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
91/249 17G 0.03983 0.02307 0 0.007677 0.07057 14 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.548 0.751 0.735 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
92/249 17G 0.04005 0.02251 0 0.007641 0.07021 2 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.548 0.752 0.736 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
93/249 17G 0.03966 0.02235 0 0.007564 0.06958 8 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.548 0.752 0.735 0.353
Epoch gpu_mem box obj cls landmark total targets img_size
94/249 17G 0.04006 0.02273 0 0.007644 0.07043 5 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.548 0.752 0.735 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
95/249 17G 0.03939 0.02257 0 0.007502 0.06946 2 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.548 0.752 0.735 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
96/249 17G 0.03916 0.02256 0 0.007584 0.0693 19 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.549 0.752 0.736 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
97/249 17G 0.04021 0.02261 0 0.007632 0.07045 17 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.549 0.752 0.736 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
98/249 17G 0.03965 0.02291 0 0.00742 0.06998 21 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.549 0.752 0.736 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
99/249 17G 0.03955 0.02248 0 0.007501 0.06953 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.55 0.752 0.736 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
100/249 17G 0.03999 0.02286 0 0.007536 0.07039 20 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.76it/s]
all 3.22e+03 3.96e+04 0.55 0.753 0.736 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
101/249 17G 0.03949 0.02214 0 0.007498 0.06913 23 800: 100%|██████████| 801/801 [02:22<00:00, 5.62it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.47it/s]
all 3.22e+03 3.96e+04 0.55 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
102/249 15.8G 0.03875 0.02174 0 0.007291 0.06778 22 800: 100%|██████████| 801/801 [02:24<00:00, 5.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:20<00:00, 10.08it/s]
all 3.22e+03 3.96e+04 0.551 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
103/249 16.1G 0.03996 0.02292 0 0.00753 0.07041 17 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.551 0.753 0.736 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
104/249 16.8G 0.03907 0.02211 0 0.007393 0.06858 28 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.551 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
105/249 16.8G 0.03949 0.02233 0 0.007527 0.06935 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.551 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
106/249 16.8G 0.03974 0.02274 0 0.0075 0.06999 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.551 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
107/249 16.8G 0.03957 0.02232 0 0.007499 0.06939 16 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.551 0.753 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
108/249 16.8G 0.03938 0.02222 0 0.007464 0.06907 8 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.551 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
109/249 16.8G 0.03886 0.02192 0 0.007404 0.06819 14 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.55 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
110/249 16.8G 0.03995 0.02274 0 0.007479 0.07017 35 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.55 0.754 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
111/249 16.8G 0.03939 0.02242 0 0.007441 0.06925 3 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.55 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
112/249 16.8G 0.03957 0.02241 0 0.007431 0.06941 25 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.55 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
113/249 16.8G 0.03929 0.02252 0 0.007374 0.06918 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.55 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
114/249 16.8G 0.03909 0.02214 0 0.007372 0.06861 23 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.55 0.753 0.737 0.354
Epoch gpu_mem box obj cls landmark total targets img_size
115/249 16.8G 0.03934 0.02236 0 0.00732 0.06901 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.549 0.753 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
116/249 16.8G 0.03917 0.02186 0 0.007333 0.06836 13 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.69it/s]
all 3.22e+03 3.96e+04 0.549 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
117/249 16.8G 0.03947 0.02247 0 0.007455 0.0694 4 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.549 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
118/249 16.8G 0.0391 0.02192 0 0.007327 0.06835 41 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.549 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
119/249 16.8G 0.0387 0.02224 0 0.007346 0.06829 40 800: 100%|██████████| 801/801 [02:21<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.549 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
120/249 15.7G 0.03778 0.02135 0 0.007022 0.06615 22 800: 100%|██████████| 801/801 [02:23<00:00, 5.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:20<00:00, 9.69it/s]
all 3.22e+03 3.96e+04 0.55 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
121/249 16G 0.03905 0.02248 0 0.007233 0.06876 17 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.76it/s]
all 3.22e+03 3.96e+04 0.55 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
122/249 16.7G 0.03817 0.02168 0 0.007107 0.06696 28 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.55 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
123/249 16.7G 0.03868 0.02198 0 0.007262 0.06792 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
124/249 16.7G 0.03902 0.02242 0 0.007277 0.06872 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
125/249 16.7G 0.03882 0.02192 0 0.007262 0.068 16 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
126/249 16.7G 0.03868 0.02188 0 0.00726 0.06782 8 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
127/249 16.7G 0.03838 0.02187 0 0.007234 0.06749 14 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
128/249 16.7G 0.03955 0.02266 0 0.007329 0.06954 35 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
129/249 16.7G 0.03886 0.02219 0 0.007259 0.06831 3 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
130/249 16.7G 0.03906 0.02221 0 0.007275 0.06855 25 800: 100%|██████████| 801/801 [02:22<00:00, 5.62it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.53it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
131/249 15.8G 0.03725 0.02112 0 0.006872 0.06524 22 800: 100%|██████████| 801/801 [02:23<00:00, 5.59it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:20<00:00, 10.07it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
132/249 16.1G 0.03849 0.02222 0 0.007105 0.06782 17 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
133/249 16.8G 0.03768 0.02144 0 0.006968 0.06609 28 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
134/249 16.8G 0.03818 0.02173 0 0.007126 0.06704 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
135/249 16.8G 0.0386 0.02215 0 0.007113 0.06786 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
136/249 16.8G 0.03853 0.02191 0 0.007144 0.06759 16 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
137/249 16.8G 0.03836 0.02176 0 0.007151 0.06728 8 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
138/249 16.8G 0.03792 0.0215 0 0.007078 0.06649 14 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
139/249 16.8G 0.03909 0.02236 0 0.007185 0.06864 35 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
140/249 16.8G 0.03849 0.02201 0 0.007151 0.06765 3 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
141/249 16.8G 0.03871 0.02203 0 0.007165 0.06791 25 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
142/249 16.8G 0.03847 0.02212 0 0.007087 0.06768 18 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.71it/s]
all 3.22e+03 3.96e+04 0.551 0.753 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
143/249 16.8G 0.03822 0.02174 0 0.00707 0.06702 23 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.551 0.754 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
144/249 16.8G 0.03863 0.02202 0 0.00708 0.06773 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
145/249 16.8G 0.03842 0.02151 0 0.007062 0.067 13 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.552 0.753 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
146/249 16.8G 0.03871 0.02207 0 0.007158 0.06794 4 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.552 0.753 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
147/249 16.8G 0.03842 0.02163 0 0.007076 0.06712 41 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.552 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
148/249 16.8G 0.03796 0.02189 0 0.007109 0.06696 40 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.552 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
149/249 16.8G 0.03845 0.0219 0 0.007008 0.06736 22 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.68it/s]
all 3.22e+03 3.96e+04 0.553 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
150/249 16.8G 0.03819 0.02103 0 0.006985 0.0662 18 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.553 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
151/249 16.8G 0.03798 0.0218 0 0.007064 0.06685 15 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.554 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
152/249 16.8G 0.03796 0.02154 0 0.007073 0.06657 49 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.554 0.753 0.737 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
153/249 16.8G 0.03813 0.02163 0 0.006949 0.06671 49 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.555 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
154/249 16.8G 0.03833 0.02169 0 0.007002 0.06702 20 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.555 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
155/249 16.8G 0.03854 0.02211 0 0.006976 0.06762 29 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.68it/s]
all 3.22e+03 3.96e+04 0.555 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
156/249 16.8G 0.03812 0.02169 0 0.007027 0.06684 7 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.555 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
157/249 16.8G 0.03802 0.02162 0 0.006994 0.06664 40 800: 100%|██████████| 801/801 [02:21<00:00, 5.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.47it/s]
all 3.22e+03 3.96e+04 0.555 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
158/249 15.9G 0.03629 0.02067 0 0.006631 0.0636 22 800: 100%|██████████| 801/801 [02:23<00:00, 5.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.47it/s]
all 3.22e+03 3.96e+04 0.556 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
159/249 16.2G 0.03744 0.02168 0 0.006829 0.06595 17 800: 100%|██████████| 801/801 [02:21<00:00, 5.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.67it/s]
all 3.22e+03 3.96e+04 0.556 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
160/249 16.9G 0.03662 0.02094 0 0.006692 0.06425 28 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.556 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
161/249 16.9G 0.03708 0.02119 0 0.006827 0.0651 15 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.556 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
162/249 16.9G 0.0375 0.02159 0 0.006826 0.06592 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.73it/s]
all 3.22e+03 3.96e+04 0.557 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
163/249 16.9G 0.0374 0.02126 0 0.006861 0.06552 16 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.72it/s]
all 3.22e+03 3.96e+04 0.557 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
164/249 16.9G 0.03726 0.02117 0 0.006861 0.06529 8 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.557 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
165/249 16.9G 0.03685 0.02096 0 0.006783 0.06459 14 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.557 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
166/249 16.9G 0.03806 0.02182 0 0.006886 0.06676 35 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.558 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
167/249 16.9G 0.03753 0.02154 0 0.006862 0.06593 3 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.558 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
168/249 16.9G 0.03781 0.02156 0 0.006879 0.06624 25 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.76it/s]
all 3.22e+03 3.96e+04 0.558 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
169/249 16.9G 0.03752 0.02161 0 0.006806 0.06593 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.558 0.753 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
170/249 16.9G 0.03738 0.02141 0 0.006824 0.06561 23 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.75it/s]
all 3.22e+03 3.96e+04 0.558 0.753 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
171/249 16.9G 0.03773 0.02155 0 0.00682 0.0661 15 800: 100%|██████████| 801/801 [02:22<00:00, 5.62it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.76it/s]
all 3.22e+03 3.96e+04 0.559 0.753 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
172/249 16.9G 0.03753 0.02105 0 0.006784 0.06537 13 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.559 0.754 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
173/249 16.9G 0.03782 0.02168 0 0.006899 0.0664 4 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.74it/s]
all 3.22e+03 3.96e+04 0.559 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
174/249 16.9G 0.03758 0.0212 0 0.006848 0.06562 41 800: 100%|██████████| 801/801 [02:20<00:00, 5.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.65it/s]
all 3.22e+03 3.96e+04 0.56 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
175/249 16.9G 0.03567 0.02039 0 0.006504 0.06256 22 800: 100%|██████████| 801/801 [02:23<00:00, 5.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:20<00:00, 10.00it/s]
all 3.22e+03 3.96e+04 0.561 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
176/249 16.2G 0.03677 0.02135 0 0.006676 0.0648 17 800: 100%|██████████| 801/801 [02:21<00:00, 5.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.57it/s]
all 3.22e+03 3.96e+04 0.561 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
177/249 16.9G 0.03595 0.02062 0 0.006545 0.06311 28 800: 100%|██████████| 801/801 [02:21<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.56it/s]
all 3.22e+03 3.96e+04 0.56 0.753 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
178/249 16.9G 0.03638 0.02085 0 0.006679 0.06391 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.57it/s]
all 3.22e+03 3.96e+04 0.561 0.753 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
179/249 16.9G 0.03688 0.02129 0 0.006681 0.06484 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.56it/s]
all 3.22e+03 3.96e+04 0.561 0.754 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
180/249 16.9G 0.03677 0.02097 0 0.006699 0.06444 16 800: 100%|██████████| 801/801 [02:21<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.64it/s]
all 3.22e+03 3.96e+04 0.561 0.753 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
181/249 16.9G 0.03668 0.02089 0 0.00671 0.06428 8 800: 100%|██████████| 801/801 [02:21<00:00, 5.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.56it/s]
all 3.22e+03 3.96e+04 0.561 0.753 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
182/249 16.9G 0.03627 0.0207 0 0.006647 0.06362 14 800: 100%|██████████| 801/801 [02:21<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.561 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
183/249 16.9G 0.03751 0.02154 0 0.006753 0.06581 35 800: 100%|██████████| 801/801 [02:21<00:00, 5.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.561 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
184/249 16.9G 0.03696 0.02126 0 0.006727 0.06495 3 800: 100%|██████████| 801/801 [02:21<00:00, 5.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.57it/s]
all 3.22e+03 3.96e+04 0.561 0.753 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
185/249 16.9G 0.03722 0.02126 0 0.006735 0.06521 25 800: 100%|██████████| 801/801 [02:21<00:00, 5.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.561 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
186/249 16.9G 0.03703 0.02137 0 0.006691 0.06509 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.62it/s]
all 3.22e+03 3.96e+04 0.561 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
187/249 16.9G 0.03679 0.02103 0 0.006671 0.06449 23 800: 100%|██████████| 801/801 [02:21<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.63it/s]
all 3.22e+03 3.96e+04 0.562 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
188/249 16.9G 0.03725 0.02131 0 0.006682 0.06524 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.57it/s]
all 3.22e+03 3.96e+04 0.562 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
189/249 16.2G 0.03516 0.02012 0 0.006408 0.06169 22 800: 100%|██████████| 801/801 [02:23<00:00, 5.59it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:20<00:00, 9.90it/s]
all 3.22e+03 3.96e+04 0.563 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
190/249 16.2G 0.03621 0.02107 0 0.006576 0.06386 17 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.52it/s]
all 3.22e+03 3.96e+04 0.563 0.753 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
191/249 16.9G 0.03543 0.02034 0 0.006442 0.06222 28 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.57it/s]
all 3.22e+03 3.96e+04 0.563 0.752 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
192/249 16.9G 0.03588 0.0206 0 0.006582 0.06306 15 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.59it/s]
all 3.22e+03 3.96e+04 0.563 0.752 0.739 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
193/249 16.9G 0.03635 0.02102 0 0.006581 0.06395 18 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.61it/s]
all 3.22e+03 3.96e+04 0.564 0.752 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
194/249 16.9G 0.03626 0.02066 0 0.006592 0.06351 16 800: 100%|██████████| 801/801 [02:21<00:00, 5.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.61it/s]
all 3.22e+03 3.96e+04 0.564 0.752 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
195/249 16.9G 0.0362 0.02063 0 0.006602 0.06343 8 800: 100%|██████████| 801/801 [02:21<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.60it/s]
all 3.22e+03 3.96e+04 0.564 0.752 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
196/249 16.9G 0.03583 0.02047 0 0.006545 0.06285 14 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.59it/s]
all 3.22e+03 3.96e+04 0.564 0.752 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
197/249 16.9G 0.03707 0.02133 0 0.006655 0.06506 35 800: 100%|██████████| 801/801 [02:20<00:00, 5.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:12<00:00, 16.60it/s]
all 3.22e+03 3.96e+04 0.565 0.752 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
198/249 15.8G 0.0348 0.01996 0 0.006348 0.06111 22 800: 100%|██████████| 801/801 [02:22<00:00, 5.61it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|██████████| 202/202 [00:20<00:00, 10.05it/s]
all 3.22e+03 3.96e+04 0.565 0.752 0.738 0.355
Epoch gpu_mem box obj cls landmark total targets img_size
199/249 16.1G 0.03585 0.02088 0 0.006515 0.06324 17 800: 100%|██████████| 801/801 [02:20<00:00, 5.72it/s]