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faster_rcnn_voc.txt
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[INFO] 2020-12-22 01:23:17 ==================Options==================
[INFO] 2020-12-22 01:23:17 batch_size=1
[INFO] 2020-12-22 01:23:17 box_fusion=nms
[INFO] 2020-12-22 01:23:17 checkpoint_dir=./checkpoints
[INFO] 2020-12-22 01:23:17 class_names=['aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus', 'car', 'cat', 'chair', 'cow', 'diningtable', 'dog', 'horse', 'motorbike', 'person', 'pottedplant', 'sheep', 'sofa', 'train', 'tvmonitor']
[INFO] 2020-12-22 01:23:17 conf_thresh=0.01
[INFO] 2020-12-22 01:23:17 crop=None
[INFO] 2020-12-22 01:23:17 data_root=./datasets/
[INFO] 2020-12-22 01:23:17 dataset=voc
[INFO] 2020-12-22 01:23:17 debug=False
[INFO] 2020-12-22 01:23:17 device=cuda:0
[INFO] 2020-12-22 01:23:17 epochs=500
[INFO] 2020-12-22 01:23:17 eval_freq=1
[INFO] 2020-12-22 01:23:17 gpu_ids=0
[INFO] 2020-12-22 01:23:17 height=800
[INFO] 2020-12-22 01:23:17 init=None
[INFO] 2020-12-22 01:23:17 load=None
[INFO] 2020-12-22 01:23:17 log_dir=./logs
[INFO] 2020-12-22 01:23:17 log_freq=1
[INFO] 2020-12-22 01:23:17 lr=0.001
[INFO] 2020-12-22 01:23:17 model=Faster_RCNN
[INFO] 2020-12-22 01:23:17 nms_thresh=0.45
[INFO] 2020-12-22 01:23:17 no_eval=False
[INFO] 2020-12-22 01:23:17 norm=None
[INFO] 2020-12-22 01:23:17 num_classes=20
[INFO] 2020-12-22 01:23:17 opt=None
[INFO] 2020-12-22 01:23:17 optimizer=sgd
[INFO] 2020-12-22 01:23:17 reset=False
[INFO] 2020-12-22 01:23:17 result_dir=./results
[INFO] 2020-12-22 01:23:17 resume=False
[INFO] 2020-12-22 01:23:17 save_freq=1
[INFO] 2020-12-22 01:23:17 scale=800
[INFO] 2020-12-22 01:23:17 scheduler=1x
[INFO] 2020-12-22 01:23:17 tag=frcnn_voc
[INFO] 2020-12-22 01:23:17 test_set=None
[INFO] 2020-12-22 01:23:17 transform=faster_rcnn
[INFO] 2020-12-22 01:23:17 tta=False
[INFO] 2020-12-22 01:23:17 tta_x8=False
[INFO] 2020-12-22 01:23:17 val_set=None
[INFO] 2020-12-22 01:23:17 vis=False
[INFO] 2020-12-22 01:23:17 wbf_thresh=0.5
[INFO] 2020-12-22 01:23:17 weights=None
[INFO] 2020-12-22 01:23:17 width=800
[INFO] 2020-12-22 01:23:17 workers=4
[INFO] 2020-12-22 01:23:17 ===========================================
[INFO] 2020-12-22 01:23:19 train_trasforms: Compose([
SmallestMaxSize(always_apply=False, p=1.0, max_size=800, interpolation=1),
PadIfNeeded(always_apply=False, p=1.0, min_height=None, min_width=None, pad_height_divisor=32, pad_width_divisor=32, border_mode=4, value=None, mask_value=None),
OneOf([
HueSaturationValue(always_apply=False, p=0.95, hue_shift_limit=(-0.3, 0.3), sat_shift_limit=(-0.3, 0.3), val_shift_limit=(-0.3, 0.3)),
RandomBrightnessContrast(always_apply=False, p=0.95, brightness_limit=(-0.3, 0.3), contrast_limit=(-0.3, 0.3), brightness_by_max=True),
], p=1.0),
ToGray(always_apply=False, p=0.01),
HorizontalFlip(always_apply=False, p=0.5),
ToTensorV2(always_apply=True, p=1.0, transpose_mask=False),
], p=1.0, bbox_params={'format': 'pascal_voc', 'label_fields': ['labels'], 'min_area': 0, 'min_visibility': 0, 'check_each_transform': True}, keypoint_params=None, additional_targets={})
[INFO] 2020-12-22 01:23:19 ===========================================
[INFO] 2020-12-22 01:23:19 val_trasforms: Compose([
SmallestMaxSize(always_apply=False, p=1.0, max_size=800, interpolation=1),
PadIfNeeded(always_apply=False, p=1.0, min_height=None, min_width=None, pad_height_divisor=32, pad_width_divisor=32, border_mode=4, value=None, mask_value=None),
ToTensorV2(always_apply=True, p=1.0, transpose_mask=False),
], p=1.0, bbox_params={'format': 'pascal_voc', 'label_fields': ['labels'], 'min_area': 0, 'min_visibility': 0, 'check_each_transform': True}, keypoint_params=None, additional_targets={})
[INFO] 2020-12-22 01:23:19 ===========================================
[INFO] 2020-12-22 01:23:19 scheduler: (Lambda scheduler)
{'epochs': [1, 7, 10, 12], 'ratios': [0.1, 1, 0.1, 0.01]}
[INFO] 2020-12-22 01:23:19 ===========================================
[INFO] 2020-12-22 01:57:37 Train epoch: 1, lr: 0.000100, (loss) loss: 0.3075 |
[INFO] 2020-12-22 02:01:56 Eva(val) epoch 1, IoU: 0.5, APs: [ 0.17899 0.30228 0.078494 0.020948 0.13825 0.20879 0.40797 0.44799 0.24735 0.069217 0.023305 0.087626 0.36044 0.28014 0.50043 0.051348 0.20118 0.18115 0.1486 0.25576], mAP: 0.20951287033154836
[INFO] 2020-12-22 02:01:57 Eva(val) epoch 1, IoU: 0.55, APs: [ 0.1694 0.24664 0.062085 0.016612 0.10336 0.1673 0.36667 0.38811 0.20507 0.057037 0.016057 0.074999 0.33051 0.25134 0.41992 0.04248 0.17773 0.1518 0.1238 0.24048], mAP: 0.18056994509879065
[INFO] 2020-12-22 02:01:57 Eva(val) epoch 1, IoU: 0.6, APs: [ 0.15091 0.21108 0.038751 0.0081477 0.061994 0.1336 0.33108 0.33184 0.16039 0.049847 0.010509 0.058697 0.28189 0.20552 0.32695 0.024631 0.15434 0.1234 0.102 0.20271], mAP: 0.1484146200655181
[INFO] 2020-12-22 02:01:57 Eva(val) epoch 1, IoU: 0.65, APs: [ 0.11216 0.16225 0.032865 0.0054922 0.024637 0.11086 0.26857 0.23387 0.094652 0.041744 0.0079164 0.036454 0.20441 0.16349 0.22907 0.011428 0.086091 0.083425 0.060347 0.16728], mAP: 0.10685101131120026
[INFO] 2020-12-22 02:01:58 Eva(val) epoch 1, IoU: 0.7, APs: [ 0.066264 0.12271 0.0098185 0.0031686 0.0063826 0.077491 0.18063 0.1756 0.030402 0.041744 0.00097087 0.027115 0.13288 0.073069 0.13143 0.0058198 0.057749 0.054334 0.026492 0.10032], mAP: 0.06621905647002688
[INFO] 2020-12-22 02:01:58 Eva(val) epoch 1, IoU: 0.75, APs: [ 0.023999 0.05024 0.0063276 0.0019011 0.00013942 0.045581 0.10191 0.088964 0.011562 0.014665 0.00097087 0.015494 0.075296 0.03965 0.065849 0.002814 0.011833 0.019109 0.012794 0.044669], mAP: 0.031688257873318804
[INFO] 2020-12-22 02:01:58 Eva(val) epoch 1, mean of (AP50-AP75): 0.12387596019173386
[INFO] 2020-12-22 02:36:13 Train epoch: 2, lr: 0.001000, (loss) loss: 0.3264 |
[INFO] 2020-12-22 02:40:33 Eva(val) epoch 2, IoU: 0.5, APs: [ 0.55767 0.67096 0.61161 0.32886 0.43482 0.55088 0.75253 0.7553 0.38056 0.45882 0.47071 0.71839 0.59924 0.67885 0.72116 0.26571 0.49908 0.47353 0.45467 0.58094], mAP: 0.5482151370283617
[INFO] 2020-12-22 02:40:34 Eva(val) epoch 2, IoU: 0.55, APs: [ 0.49051 0.61363 0.56534 0.28597 0.39126 0.5346 0.71749 0.70714 0.34132 0.44328 0.40378 0.65831 0.55768 0.64607 0.65839 0.2314 0.46694 0.4181 0.38019 0.56072], mAP: 0.5036063664327355
[INFO] 2020-12-22 02:40:34 Eva(val) epoch 2, IoU: 0.6, APs: [ 0.45886 0.57579 0.48952 0.22564 0.31448 0.48889 0.66942 0.62611 0.29079 0.42003 0.37967 0.58832 0.52191 0.59723 0.57799 0.18383 0.45117 0.38736 0.30431 0.49338], mAP: 0.4522356337481
[INFO] 2020-12-22 02:40:35 Eva(val) epoch 2, IoU: 0.65, APs: [ 0.35958 0.49552 0.36604 0.18626 0.2395 0.45431 0.5901 0.50512 0.19991 0.37284 0.29785 0.46373 0.4223 0.50412 0.45757 0.13337 0.41697 0.32722 0.24411 0.40983], mAP: 0.37231149921038825
[INFO] 2020-12-22 02:40:35 Eva(val) epoch 2, IoU: 0.7, APs: [ 0.26035 0.40104 0.26784 0.12862 0.14588 0.39191 0.47886 0.38399 0.13341 0.27808 0.19447 0.3413 0.30952 0.37736 0.32175 0.070324 0.36748 0.24681 0.15771 0.24313], mAP: 0.27499168057329937
[INFO] 2020-12-22 02:40:35 Eva(val) epoch 2, IoU: 0.75, APs: [ 0.18167 0.2775 0.16315 0.085221 0.084092 0.27699 0.33986 0.22626 0.070399 0.18246 0.081626 0.20133 0.17222 0.24351 0.1868 0.032019 0.27658 0.1472 0.065224 0.084859], mAP: 0.16894799919185724
[INFO] 2020-12-22 02:40:35 Eva(val) epoch 2, mean of (AP50-AP75): 0.386718052697457
[INFO] 2020-12-22 03:14:51 Train epoch: 3, lr: 0.001000, (loss) loss: 0.2781 |
[INFO] 2020-12-22 03:19:10 Eva(val) epoch 3, IoU: 0.5, APs: [ 0.60891 0.62907 0.6282 0.40526 0.59012 0.59839 0.77365 0.77168 0.43056 0.65089 0.50253 0.81273 0.66241 0.71348 0.75462 0.38158 0.47625 0.55591 0.65317 0.67469], mAP: 0.6137042750026936
[INFO] 2020-12-22 03:19:11 Eva(val) epoch 3, IoU: 0.55, APs: [ 0.58442 0.57607 0.56998 0.36834 0.55804 0.57582 0.74717 0.72548 0.39497 0.62955 0.46617 0.77885 0.62303 0.66694 0.70341 0.34293 0.45708 0.53293 0.57884 0.66309], mAP: 0.5771563120198965
[INFO] 2020-12-22 03:19:11 Eva(val) epoch 3, IoU: 0.6, APs: [ 0.55516 0.48882 0.46866 0.30083 0.48861 0.54962 0.68975 0.67231 0.35339 0.56185 0.35455 0.70891 0.55722 0.61617 0.62984 0.29562 0.4319 0.51213 0.51655 0.60602], mAP: 0.5178962179542024
[INFO] 2020-12-22 03:19:12 Eva(val) epoch 3, IoU: 0.65, APs: [ 0.4651 0.35022 0.35116 0.25155 0.41615 0.48742 0.61779 0.60738 0.2951 0.52748 0.28554 0.61072 0.45571 0.52578 0.52154 0.21723 0.3929 0.44538 0.38762 0.56668], mAP: 0.43892341285852493
[INFO] 2020-12-22 03:19:12 Eva(val) epoch 3, IoU: 0.7, APs: [ 0.32196 0.21119 0.26009 0.19694 0.28538 0.4172 0.50591 0.48178 0.22412 0.43126 0.17186 0.46643 0.33626 0.37096 0.39852 0.13274 0.35522 0.3214 0.2629 0.46239], mAP: 0.33072479448500247
[INFO] 2020-12-22 03:19:13 Eva(val) epoch 3, IoU: 0.75, APs: [ 0.21365 0.056673 0.1515 0.11208 0.15854 0.35367 0.3792 0.33207 0.13172 0.2167 0.09349 0.31738 0.2019 0.21386 0.27707 0.073847 0.2676 0.19357 0.13906 0.31884], mAP: 0.21012201365893307
[INFO] 2020-12-22 03:19:13 Eva(val) epoch 3, mean of (AP50-AP75): 0.4480878376632089
[INFO] 2020-12-22 03:53:29 Train epoch: 4, lr: 0.001000, (loss) loss: 0.2599 |
[INFO] 2020-12-22 03:57:49 Eva(val) epoch 4, IoU: 0.5, APs: [ 0.71307 0.7557 0.62073 0.45036 0.60529 0.71964 0.83657 0.82633 0.45614 0.4369 0.5888 0.72578 0.75421 0.79809 0.74842 0.39454 0.67983 0.51454 0.64423 0.6686], mAP: 0.6468879030612057
[INFO] 2020-12-22 03:57:49 Eva(val) epoch 4, IoU: 0.55, APs: [ 0.67505 0.72168 0.57732 0.43226 0.57162 0.69537 0.81447 0.79571 0.41673 0.42102 0.52615 0.66167 0.71502 0.74883 0.70693 0.34791 0.65607 0.48216 0.62749 0.66029], mAP: 0.6126869653139535
[INFO] 2020-12-22 03:57:50 Eva(val) epoch 4, IoU: 0.6, APs: [ 0.61629 0.64676 0.49179 0.3844 0.53538 0.65612 0.77701 0.72329 0.35429 0.40037 0.43884 0.61082 0.68268 0.68555 0.64702 0.30835 0.6089 0.44462 0.56167 0.63275], mAP: 0.5603446373109949
[INFO] 2020-12-22 03:57:50 Eva(val) epoch 4, IoU: 0.65, APs: [ 0.54966 0.56986 0.40193 0.29483 0.45797 0.60418 0.7233 0.60362 0.25384 0.35798 0.38253 0.54044 0.58948 0.61696 0.55767 0.25034 0.58473 0.35607 0.48912 0.59223], mAP: 0.4888372638883741
[INFO] 2020-12-22 03:57:51 Eva(val) epoch 4, IoU: 0.7, APs: [ 0.39806 0.349 0.24888 0.19588 0.34036 0.53066 0.63061 0.49175 0.17077 0.28483 0.25884 0.42433 0.47605 0.51235 0.44693 0.1914 0.50056 0.27295 0.37478 0.54506], mAP: 0.38220146616002365
[INFO] 2020-12-22 03:57:51 Eva(val) epoch 4, IoU: 0.75, APs: [ 0.24003 0.19391 0.13631 0.13625 0.20045 0.42772 0.53451 0.35435 0.084352 0.22067 0.11843 0.28584 0.31157 0.36532 0.30999 0.10324 0.38689 0.1547 0.28975 0.44834], mAP: 0.2651309789083247
[INFO] 2020-12-22 03:57:51 Eva(val) epoch 4, mean of (AP50-AP75): 0.49268153577381274
[INFO] 2020-12-22 04:32:07 Train epoch: 5, lr: 0.001000, (loss) loss: 0.2202 |
[INFO] 2020-12-22 04:36:26 Eva(val) epoch 5, IoU: 0.5, APs: [ 0.7696 0.79592 0.69204 0.50772 0.58564 0.71425 0.8094 0.77805 0.4773 0.53968 0.39731 0.65968 0.8018 0.73887 0.7827 0.36541 0.75292 0.37637 0.71571 0.69376], mAP: 0.6477066273423733
[INFO] 2020-12-22 04:36:27 Eva(val) epoch 5, IoU: 0.55, APs: [ 0.74589 0.75851 0.63062 0.45428 0.5606 0.69411 0.78663 0.75018 0.42868 0.49666 0.36947 0.61212 0.7599 0.71378 0.73441 0.32599 0.73204 0.36402 0.6848 0.68943], mAP: 0.6146070617150432
[INFO] 2020-12-22 04:36:27 Eva(val) epoch 5, IoU: 0.6, APs: [ 0.71217 0.6988 0.55926 0.37013 0.51394 0.6702 0.76206 0.70838 0.39026 0.44593 0.28951 0.54866 0.71667 0.67679 0.67036 0.27552 0.70951 0.35099 0.63941 0.66714], mAP: 0.5687842262540184
[INFO] 2020-12-22 04:36:28 Eva(val) epoch 5, IoU: 0.65, APs: [ 0.64053 0.61178 0.45425 0.26849 0.45391 0.60894 0.70749 0.58264 0.33441 0.40915 0.2202 0.47844 0.63889 0.57351 0.58667 0.23879 0.63817 0.29212 0.56788 0.64009], mAP: 0.4973172185051749
[INFO] 2020-12-22 04:36:28 Eva(val) epoch 5, IoU: 0.7, APs: [ 0.51817 0.45651 0.3267 0.18748 0.37395 0.56134 0.5977 0.45112 0.24569 0.37315 0.15898 0.37222 0.55185 0.49391 0.46731 0.15704 0.54705 0.21944 0.469 0.56613], mAP: 0.40473646065615715
[INFO] 2020-12-22 04:36:29 Eva(val) epoch 5, IoU: 0.75, APs: [ 0.32104 0.24146 0.22711 0.11613 0.22232 0.51619 0.48726 0.31447 0.13598 0.30254 0.069431 0.23048 0.42321 0.39278 0.32896 0.075071 0.40442 0.17157 0.35026 0.45149], mAP: 0.28910861316359504
[INFO] 2020-12-22 04:36:29 Eva(val) epoch 5, mean of (AP50-AP75): 0.5037100346060603
[INFO] 2020-12-22 05:10:45 Train epoch: 6, lr: 0.001000, (loss) loss: 0.2007 |
[INFO] 2020-12-22 05:15:04 Eva(val) epoch 6, IoU: 0.5, APs: [ 0.78826 0.83718 0.54424 0.53651 0.59994 0.71158 0.83794 0.82693 0.45108 0.72271 0.58673 0.68373 0.78581 0.79066 0.82606 0.45885 0.75782 0.63488 0.80421 0.69815], mAP: 0.6941639901932224
[INFO] 2020-12-22 05:15:05 Eva(val) epoch 6, IoU: 0.55, APs: [ 0.76257 0.80984 0.51245 0.50357 0.57576 0.69197 0.81825 0.79884 0.4339 0.71103 0.56799 0.63859 0.75746 0.73085 0.78063 0.41635 0.74503 0.59765 0.77225 0.6876], mAP: 0.6656290633989356
[INFO] 2020-12-22 05:15:05 Eva(val) epoch 6, IoU: 0.6, APs: [ 0.71945 0.77473 0.42864 0.44715 0.51213 0.65935 0.79392 0.76344 0.39514 0.64807 0.50465 0.59071 0.72443 0.65151 0.72275 0.3538 0.73418 0.57062 0.73188 0.65019], mAP: 0.6188368089462488
[INFO] 2020-12-22 05:15:05 Eva(val) epoch 6, IoU: 0.65, APs: [ 0.6415 0.73194 0.38422 0.36389 0.43359 0.59095 0.74204 0.63242 0.33723 0.59407 0.41203 0.5161 0.65833 0.5635 0.63796 0.26906 0.69288 0.51338 0.65679 0.61097], mAP: 0.549142811465096
[INFO] 2020-12-22 05:15:06 Eva(val) epoch 6, IoU: 0.7, APs: [ 0.52143 0.60336 0.30349 0.29157 0.34597 0.5158 0.68348 0.53799 0.27833 0.52056 0.34241 0.3903 0.50394 0.44183 0.53013 0.17212 0.60448 0.39345 0.55152 0.541], mAP: 0.4536565418686678
[INFO] 2020-12-22 05:15:06 Eva(val) epoch 6, IoU: 0.75, APs: [ 0.37435 0.48123 0.20416 0.18047 0.23077 0.41621 0.56632 0.39402 0.20058 0.38856 0.23723 0.28194 0.33883 0.26527 0.38695 0.095834 0.45427 0.27873 0.38566 0.38592], mAP: 0.3273650721762409
[INFO] 2020-12-22 05:15:06 Eva(val) epoch 6, mean of (AP50-AP75): 0.5514657146747353
[INFO] 2020-12-22 05:49:23 Train epoch: 7, lr: 0.001000, (loss) loss: 0.2076 |
[INFO] 2020-12-22 05:53:42 Eva(val) epoch 7, IoU: 0.5, APs: [ 0.79059 0.76979 0.77968 0.58581 0.70642 0.77033 0.85224 0.86369 0.51125 0.69311 0.6953 0.8467 0.78432 0.81093 0.8311 0.46191 0.70433 0.57926 0.80435 0.70281], mAP: 0.7271960572409917
[INFO] 2020-12-22 05:53:43 Eva(val) epoch 7, IoU: 0.55, APs: [ 0.76343 0.7494 0.75978 0.56216 0.68332 0.73783 0.82958 0.83218 0.4873 0.67096 0.6358 0.82792 0.74981 0.79687 0.79784 0.41597 0.68381 0.55435 0.77085 0.69231], mAP: 0.7000736668618073
[INFO] 2020-12-22 05:53:43 Eva(val) epoch 7, IoU: 0.6, APs: [ 0.70542 0.72332 0.72429 0.51657 0.65427 0.72005 0.80052 0.80149 0.44027 0.65832 0.58214 0.75751 0.72121 0.74444 0.74542 0.3525 0.64672 0.53841 0.72014 0.67107], mAP: 0.661204499602751
[INFO] 2020-12-22 05:53:44 Eva(val) epoch 7, IoU: 0.65, APs: [ 0.65676 0.6618 0.65473 0.37127 0.57378 0.69369 0.76559 0.73438 0.39205 0.60031 0.51995 0.65505 0.66414 0.69375 0.66635 0.29357 0.59585 0.50096 0.66447 0.65308], mAP: 0.6005766455457546
[INFO] 2020-12-22 05:53:44 Eva(val) epoch 7, IoU: 0.7, APs: [ 0.61301 0.58358 0.5497 0.30301 0.48843 0.62134 0.71475 0.63022 0.32245 0.53461 0.42106 0.52672 0.55268 0.59442 0.55899 0.21572 0.52911 0.45777 0.56332 0.58564], mAP: 0.5183265768231168
[INFO] 2020-12-22 05:53:45 Eva(val) epoch 7, IoU: 0.75, APs: [ 0.43931 0.42571 0.36406 0.2346 0.34046 0.56542 0.60431 0.50125 0.24067 0.38996 0.30107 0.36801 0.44579 0.45355 0.42746 0.13475 0.41797 0.34677 0.46112 0.4903], mAP: 0.39762642967922984
[INFO] 2020-12-22 05:53:45 Eva(val) epoch 7, mean of (AP50-AP75): 0.6008339792922752
[INFO] 2020-12-22 06:28:01 Train epoch: 8, lr: 0.000100, (loss) loss: 0.1824 |
[INFO] 2020-12-22 06:32:21 Eva(val) epoch 8, IoU: 0.5, APs: [ 0.84765 0.84699 0.81493 0.66626 0.72821 0.84404 0.88632 0.88268 0.555 0.81562 0.70719 0.89529 0.84702 0.84356 0.84909 0.51923 0.82051 0.64743 0.83933 0.78789], mAP: 0.782212529708849
[INFO] 2020-12-22 06:32:21 Eva(val) epoch 8, IoU: 0.55, APs: [ 0.81972 0.81433 0.79193 0.65092 0.70973 0.81969 0.87487 0.85894 0.53355 0.79206 0.6674 0.88128 0.82515 0.80457 0.81503 0.46251 0.80835 0.64026 0.81315 0.77909], mAP: 0.758128095267318
[INFO] 2020-12-22 06:32:22 Eva(val) epoch 8, IoU: 0.6, APs: [ 0.77782 0.79498 0.76538 0.5807 0.67782 0.7986 0.8587 0.82603 0.48787 0.76323 0.61028 0.83937 0.79388 0.76421 0.76523 0.41926 0.79578 0.6347 0.79237 0.7692], mAP: 0.725770146022331
[INFO] 2020-12-22 06:32:22 Eva(val) epoch 8, IoU: 0.65, APs: [ 0.72048 0.73277 0.70011 0.4814 0.60369 0.77121 0.82027 0.77254 0.42474 0.7103 0.53753 0.71864 0.73623 0.71399 0.69657 0.36556 0.76869 0.61044 0.74368 0.72569], mAP: 0.6677266218647995
[INFO] 2020-12-22 06:32:23 Eva(val) epoch 8, IoU: 0.7, APs: [ 0.65598 0.67165 0.56336 0.36319 0.4821 0.70655 0.7606 0.68484 0.35096 0.64768 0.4551 0.63334 0.64581 0.62123 0.59403 0.28645 0.6757 0.53786 0.66444 0.68768], mAP: 0.5844282709759584
[INFO] 2020-12-22 06:32:23 Eva(val) epoch 8, IoU: 0.75, APs: [ 0.53329 0.57577 0.41826 0.22847 0.36407 0.66001 0.6706 0.5424 0.26955 0.52417 0.32106 0.49404 0.49675 0.45122 0.46931 0.1861 0.56395 0.42714 0.52074 0.62759], mAP: 0.467224064414353
[INFO] 2020-12-22 06:32:23 Eva(val) epoch 8, mean of (AP50-AP75): 0.6642482880422681
[INFO] 2020-12-22 07:06:39 Train epoch: 9, lr: 0.000100, (loss) loss: 0.1834 |
[INFO] 2020-12-22 07:10:59 Eva(val) epoch 9, IoU: 0.5, APs: [ 0.83148 0.85424 0.80469 0.66307 0.71917 0.83396 0.88434 0.89346 0.54697 0.80262 0.71106 0.87672 0.85452 0.83827 0.84469 0.50591 0.81786 0.67916 0.85428 0.77291], mAP: 0.7794692138153771
[INFO] 2020-12-22 07:10:59 Eva(val) epoch 9, IoU: 0.55, APs: [ 0.80959 0.8248 0.79219 0.62285 0.69012 0.8055 0.8696 0.8752 0.51249 0.78654 0.67157 0.86237 0.84223 0.80884 0.81216 0.45834 0.81614 0.67002 0.8279 0.76576], mAP: 0.7562108095099276
[INFO] 2020-12-22 07:11:00 Eva(val) epoch 9, IoU: 0.6, APs: [ 0.7812 0.80417 0.74857 0.56758 0.65966 0.8055 0.85283 0.84721 0.47074 0.75436 0.61855 0.81371 0.80819 0.76623 0.76622 0.41087 0.79655 0.66412 0.80639 0.75635], mAP: 0.7249510999771671
[INFO] 2020-12-22 07:11:00 Eva(val) epoch 9, IoU: 0.65, APs: [ 0.72372 0.73691 0.69077 0.50151 0.59829 0.79029 0.81981 0.81686 0.41181 0.69535 0.54573 0.7569 0.74587 0.71976 0.69911 0.35372 0.75366 0.62603 0.75716 0.73899], mAP: 0.6741130934606814
[INFO] 2020-12-22 07:11:00 Eva(val) epoch 9, IoU: 0.7, APs: [ 0.64228 0.68674 0.59408 0.35042 0.49056 0.77303 0.75669 0.71535 0.34259 0.6127 0.48067 0.64544 0.63913 0.65425 0.59811 0.27678 0.67536 0.55292 0.63889 0.69226], mAP: 0.5909126810918321
[INFO] 2020-12-22 07:11:01 Eva(val) epoch 9, IoU: 0.75, APs: [ 0.5547 0.60156 0.43627 0.26402 0.36332 0.63654 0.68635 0.59684 0.25894 0.5302 0.33158 0.53173 0.54914 0.52229 0.47556 0.19696 0.5817 0.50245 0.54712 0.60595], mAP: 0.4886610628870175
[INFO] 2020-12-22 07:11:01 Eva(val) epoch 9, mean of (AP50-AP75): 0.6690529934570005
[INFO] 2020-12-22 07:45:17 Train epoch: 10, lr: 0.000100, (loss) loss: 0.1640 |
[INFO] 2020-12-22 07:49:37 Eva(val) epoch 10, IoU: 0.5, APs: [ 0.85242 0.87037 0.81949 0.68789 0.71853 0.85229 0.88267 0.88795 0.54363 0.81227 0.72846 0.88548 0.85244 0.83821 0.85272 0.51467 0.8276 0.6763 0.8436 0.78833], mAP: 0.7867661876355918
[INFO] 2020-12-22 07:49:37 Eva(val) epoch 10, IoU: 0.55, APs: [ 0.82724 0.84347 0.79368 0.64321 0.70046 0.85229 0.86773 0.87379 0.51254 0.77075 0.68304 0.87157 0.84274 0.81323 0.8219 0.47529 0.81901 0.65172 0.83359 0.77465], mAP: 0.763594661482511
[INFO] 2020-12-22 07:49:37 Eva(val) epoch 10, IoU: 0.6, APs: [ 0.78871 0.81452 0.75807 0.61805 0.66902 0.81989 0.84686 0.85107 0.46747 0.74257 0.65579 0.85006 0.80877 0.76792 0.77214 0.42593 0.80095 0.6472 0.81883 0.76945], mAP: 0.7346639365201397
[INFO] 2020-12-22 07:49:38 Eva(val) epoch 10, IoU: 0.65, APs: [ 0.74043 0.74009 0.68422 0.53527 0.61844 0.80458 0.81542 0.78966 0.40428 0.68447 0.56248 0.77808 0.76044 0.71298 0.70567 0.37415 0.77788 0.62394 0.77946 0.75111], mAP: 0.6821524441985909
[INFO] 2020-12-22 07:49:38 Eva(val) epoch 10, IoU: 0.7, APs: [ 0.66495 0.69364 0.61107 0.43405 0.5156 0.73715 0.74734 0.70594 0.34745 0.63996 0.4644 0.65144 0.65155 0.64683 0.60291 0.30913 0.71149 0.56652 0.66823 0.69454], mAP: 0.603208889638472
[INFO] 2020-12-22 07:49:39 Eva(val) epoch 10, IoU: 0.75, APs: [ 0.56344 0.59827 0.45504 0.30379 0.39205 0.66502 0.67592 0.62296 0.25589 0.53953 0.35319 0.53728 0.54567 0.47779 0.48098 0.19546 0.59614 0.45279 0.55805 0.62332], mAP: 0.49462890100949064
[INFO] 2020-12-22 07:49:39 Eva(val) epoch 10, mean of (AP50-AP75): 0.6775025034141327
[INFO] 2020-12-22 08:23:56 Train epoch: 11, lr: 0.000010, (loss) loss: 0.1720 |
[INFO] 2020-12-22 08:28:16 Eva(val) epoch 11, IoU: 0.5, APs: [ 0.85764 0.87102 0.82968 0.69113 0.72478 0.85213 0.88885 0.89308 0.55603 0.81988 0.72234 0.90015 0.85666 0.84884 0.85487 0.52793 0.82832 0.68902 0.84755 0.78225], mAP: 0.7921073410682575
[INFO] 2020-12-22 08:28:16 Eva(val) epoch 11, IoU: 0.55, APs: [ 0.84114 0.83396 0.80142 0.66219 0.70682 0.83726 0.87217 0.87167 0.52156 0.78727 0.68566 0.87479 0.85065 0.82959 0.82564 0.46436 0.82192 0.66196 0.82263 0.76947], mAP: 0.767106450048346
[INFO] 2020-12-22 08:28:17 Eva(val) epoch 11, IoU: 0.6, APs: [ 0.79993 0.81388 0.76362 0.63532 0.66896 0.83269 0.85791 0.8564 0.4877 0.75403 0.64367 0.8447 0.81612 0.77579 0.77587 0.42012 0.79047 0.65132 0.79501 0.76217], mAP: 0.7372827679630172
[INFO] 2020-12-22 08:28:17 Eva(val) epoch 11, IoU: 0.65, APs: [ 0.72292 0.75224 0.68205 0.50048 0.60085 0.80024 0.82174 0.78903 0.43024 0.70353 0.56273 0.76733 0.75118 0.72493 0.70854 0.3728 0.75425 0.62409 0.75264 0.74859], mAP: 0.6785200235339623
[INFO] 2020-12-22 08:28:18 Eva(val) epoch 11, IoU: 0.7, APs: [ 0.66552 0.68371 0.61838 0.40455 0.50989 0.74372 0.76359 0.71953 0.35069 0.64431 0.4661 0.66884 0.66862 0.63851 0.60541 0.30096 0.71053 0.54641 0.68297 0.71103], mAP: 0.6051624424306012
[INFO] 2020-12-22 08:28:18 Eva(val) epoch 11, IoU: 0.75, APs: [ 0.56658 0.59726 0.45632 0.27648 0.38596 0.65057 0.68055 0.59231 0.2698 0.52163 0.37755 0.53792 0.55107 0.53091 0.47868 0.19858 0.58126 0.47727 0.55898 0.5942], mAP: 0.49419449137060434
[INFO] 2020-12-22 08:28:18 Eva(val) epoch 11, mean of (AP50-AP75): 0.6790622527357981
[INFO] 2020-12-22 09:02:34 Train epoch: 12, lr: 0.000010, (loss) loss: 0.1384 |
[INFO] 2020-12-22 09:06:53 Eva(val) epoch 12, IoU: 0.5, APs: [ 0.85275 0.85443 0.83024 0.68713 0.72588 0.85117 0.89073 0.89598 0.55573 0.82106 0.7222 0.90241 0.85348 0.84215 0.85288 0.52377 0.82698 0.69351 0.85315 0.78721], mAP: 0.7911422642133318
[INFO] 2020-12-22 09:06:54 Eva(val) epoch 12, IoU: 0.55, APs: [ 0.83521 0.83731 0.79874 0.65844 0.70692 0.83786 0.87611 0.88024 0.52761 0.77939 0.68969 0.88289 0.84611 0.82089 0.82207 0.45763 0.81653 0.66782 0.82368 0.77181], mAP: 0.766847336349883
[INFO] 2020-12-22 09:06:54 Eva(val) epoch 12, IoU: 0.6, APs: [ 0.78834 0.81127 0.76325 0.60313 0.67454 0.82939 0.85926 0.86185 0.48905 0.75625 0.62271 0.84348 0.81394 0.78061 0.77487 0.41585 0.79581 0.6546 0.79969 0.76674], mAP: 0.7352316323639039
[INFO] 2020-12-22 09:06:55 Eva(val) epoch 12, IoU: 0.65, APs: [ 0.71695 0.75092 0.67826 0.50191 0.61417 0.80177 0.82158 0.79994 0.42158 0.70221 0.55277 0.75723 0.76129 0.72272 0.70762 0.36 0.7631 0.63662 0.77121 0.75193], mAP: 0.6796877324135527
[INFO] 2020-12-22 09:06:55 Eva(val) epoch 12, IoU: 0.7, APs: [ 0.65409 0.69386 0.60727 0.40048 0.50871 0.75789 0.7658 0.72065 0.34612 0.64027 0.46365 0.664 0.65118 0.63322 0.60595 0.29182 0.71302 0.57482 0.69934 0.71249], mAP: 0.6052305769376112
[INFO] 2020-12-22 09:06:55 Eva(val) epoch 12, IoU: 0.75, APs: [ 0.55784 0.60309 0.46787 0.26847 0.38297 0.65464 0.68374 0.60877 0.28064 0.51766 0.34161 0.52383 0.55881 0.50989 0.48033 0.20857 0.58048 0.49349 0.58332 0.57922], mAP: 0.4942616442640195
[INFO] 2020-12-22 09:06:55 Eva(val) epoch 12, mean of (AP50-AP75): 0.6787335310903836