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sv_dgcnn_binary_kd_shapenet.txt
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sv_dgcnn_binary_kd_shapenet.txt
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Namespace(batch_size=32, binary=True, checkinfo=False, data_dir='/run/nvme/job_1384232/data/data', distill=None, dropout=0.5, epochs=200, k=40, lr=0.001, model='svnet', momentum=0.9, num_points=2048, num_workers=8, pooling='mean', preload='/scratch/project_2001864/zhuo/vnbnn/exp_124/save_models/model_best.pth', resume=False, resume_from=None, rot='z', rot_test='so3', save_dir='/scratch/project_2001864/zhuo/vnbnn/exp_125', seed=1657636676, test=None, use_sgd=False, wd=0.0001)
EPOCH 000/200 | Test: loss 3.662822, acc 0.080230, avg acc 0.025780, iou 0.193137 | Train: loss 1.755540, acc 0.462349, avg acc 0.127289, iou 0.340963 | lr 0.00100000 | 2022-07-12-17-44-22
EPOCH 001/200 | Test: loss 3.428060, acc 0.200359, avg acc 0.020312, iou 0.236768 | Train: loss 1.675882, acc 0.465250, avg acc 0.123988, iou 0.341547 | lr 0.00099994 | 2022-07-12-17-49-55
EPOCH 002/200 | Test: loss 4.755252, acc 0.199880, avg acc 0.020070, iou 0.236579 | Train: loss 1.533443, acc 0.489979, avg acc 0.140185, iou 0.356334 | lr 0.00099975 | 2022-07-12-17-55-27
EPOCH 003/200 | Test: loss 7.537264, acc 0.062178, avg acc 0.020463, iou 0.180811 | Train: loss 1.318076, acc 0.529250, avg acc 0.172618, iou 0.379735 | lr 0.00099944 | 2022-07-12-18-00-59
EPOCH 004/200 | Test: loss 5.361013, acc 0.078761, avg acc 0.022333, iou 0.192868 | Train: loss 1.145821, acc 0.568486, avg acc 0.221389, iou 0.399402 | lr 0.00099901 | 2022-07-12-18-06-31
EPOCH 005/200 | Test: loss 5.776766, acc 0.226724, avg acc 0.046295, iou 0.245553 | Train: loss 1.035507, acc 0.593932, avg acc 0.259517, iou 0.413993 | lr 0.00099846 | 2022-07-12-18-12-04
EPOCH 006/200 | Test: loss 4.974272, acc 0.204741, avg acc 0.060365, iou 0.245081 | Train: loss 0.954588, acc 0.614347, avg acc 0.297289, iou 0.428947 | lr 0.00099778 | 2022-07-12-18-17-36
EPOCH 007/200 | Test: loss 5.867764, acc 0.199836, avg acc 0.020076, iou 0.236567 | Train: loss 0.933729, acc 0.618923, avg acc 0.317718, iou 0.429904 | lr 0.00099698 | 2022-07-12-18-23-08
EPOCH 008/200 | Test: loss 4.517332, acc 0.102403, avg acc 0.039054, iou 0.198864 | Train: loss 0.906788, acc 0.625232, avg acc 0.335188, iou 0.433354 | lr 0.00099606 | 2022-07-12-18-28-40
EPOCH 009/200 | Test: loss 4.574775, acc 0.205208, avg acc 0.032014, iou 0.237167 | Train: loss 0.874070, acc 0.633597, avg acc 0.356267, iou 0.439508 | lr 0.00099501 | 2022-07-12-18-34-12
EPOCH 010/200 | Test: loss 6.409663, acc 0.007287, avg acc 0.046117, iou 0.173657 | Train: loss 0.831517, acc 0.645108, avg acc 0.376574, iou 0.448675 | lr 0.00099384 | 2022-07-12-18-39-44
EPOCH 011/200 | Test: loss 9.179182, acc 0.062301, avg acc 0.020000, iou 0.185634 | Train: loss 0.869625, acc 0.638524, avg acc 0.362763, iou 0.447243 | lr 0.00099255 | 2022-07-12-18-45-16
EPOCH 012/200 | Test: loss 6.076840, acc 0.069803, avg acc 0.020017, iou 0.186368 | Train: loss 0.818790, acc 0.648665, avg acc 0.385793, iou 0.456315 | lr 0.00099114 | 2022-07-12-18-50-49
EPOCH 013/200 | Test: loss 5.947616, acc 0.055124, avg acc 0.022091, iou 0.188929 | Train: loss 0.807816, acc 0.652243, avg acc 0.391547, iou 0.461232 | lr 0.00098961 | 2022-07-12-18-56-21
EPOCH 014/200 | Test: loss 5.546178, acc 0.115688, avg acc 0.033907, iou 0.211817 | Train: loss 0.819573, acc 0.651127, avg acc 0.386874, iou 0.460186 | lr 0.00098796 | 2022-07-12-19-01-54
EPOCH 015/200 | Test: loss 7.095904, acc 0.013566, avg acc 0.020195, iou 0.170685 | Train: loss 0.807712, acc 0.654754, avg acc 0.391804, iou 0.463600 | lr 0.00098618 | 2022-07-12-19-07-26
EPOCH 016/200 | Test: loss 4.066688, acc 0.223877, avg acc 0.031620, iou 0.247104 | Train: loss 0.807998, acc 0.654598, avg acc 0.395471, iou 0.463148 | lr 0.00098429 | 2022-07-12-19-12-58
EPOCH 017/200 | Test: loss 9.764951, acc 0.037677, avg acc 0.020000, iou 0.182618 | Train: loss 0.806781, acc 0.654230, avg acc 0.391483, iou 0.461731 | lr 0.00098228 | 2022-07-12-19-18-31
EPOCH 018/200 | Test: loss 6.289167, acc 0.073935, avg acc 0.039125, iou 0.187948 | Train: loss 0.813201, acc 0.655266, avg acc 0.395358, iou 0.464845 | lr 0.00098015 | 2022-07-12-19-24-03
EPOCH 019/200 | Test: loss 10.226429, acc 0.022275, avg acc 0.022687, iou 0.180511 | Train: loss 0.804870, acc 0.656124, avg acc 0.401237, iou 0.466114 | lr 0.00097790 | 2022-07-12-19-29-35
EPOCH 020/200 | Test: loss 5.077223, acc 0.115722, avg acc 0.038744, iou 0.197604 | Train: loss 0.819995, acc 0.652242, avg acc 0.389127, iou 0.462604 | lr 0.00097553 | 2022-07-12-19-35-08
EPOCH 021/200 | Test: loss 7.609921, acc 0.091177, avg acc 0.039405, iou 0.193400 | Train: loss 0.816691, acc 0.652544, avg acc 0.394446, iou 0.463241 | lr 0.00097304 | 2022-07-12-19-40-40
Namespace(batch_size=32, binary=True, checkinfo=False, data_dir='/run/nvme/job_1384328/data/data', distill=None, dropout=0.5, epochs=200, k=40, lr=0.001, model='svnet', momentum=0.9, num_points=2048, num_workers=8, pooling='mean', preload='/scratch/project_2001864/zhuo/vnbnn/exp_124/save_models/model_best.pth', resume=False, resume_from=None, rot='z', rot_test='so3', save_dir='/scratch/project_2001864/zhuo/vnbnn/exp_125', seed=1657648683, test=None, use_sgd=False, wd=0.0)
EPOCH 000/200 | Test: loss 0.865859, acc 0.656090, avg acc 0.384256, iou 0.472857 | Train: loss 0.874615, acc 0.667026, avg acc 0.369965, iou 0.471977 | lr 0.00100000 | 2022-07-12-21-04-05
EPOCH 001/200 | Test: loss 0.775844, acc 0.684110, avg acc 0.430618, iou 0.483635 | Train: loss 0.706701, acc 0.717060, avg acc 0.441699, iou 0.523688 | lr 0.00099994 | 2022-07-12-21-09-38
EPOCH 002/200 | Test: loss 0.953785, acc 0.650144, avg acc 0.359195, iou 0.442253 | Train: loss 0.625492, acc 0.746341, avg acc 0.497420, iou 0.555337 | lr 0.00099975 | 2022-07-12-21-15-11
EPOCH 003/200 | Test: loss 0.754093, acc 0.687992, avg acc 0.490470, iou 0.475285 | Train: loss 0.600390, acc 0.755642, avg acc 0.513502, iou 0.567383 | lr 0.00099944 | 2022-07-12-21-20-44
EPOCH 004/200 | Test: loss 0.777910, acc 0.697404, avg acc 0.503549, iou 0.536991 | Train: loss 0.581166, acc 0.763527, avg acc 0.527983, iou 0.576534 | lr 0.00099901 | 2022-07-12-21-26-18
EPOCH 005/200 | Test: loss 0.647134, acc 0.732088, avg acc 0.528402, iou 0.552177 | Train: loss 0.568834, acc 0.768795, avg acc 0.538074, iou 0.584978 | lr 0.00099846 | 2022-07-12-21-31-51
EPOCH 006/200 | Test: loss 0.622876, acc 0.740374, avg acc 0.533471, iou 0.559093 | Train: loss 0.550777, acc 0.775505, avg acc 0.548885, iou 0.593679 | lr 0.00099778 | 2022-07-12-21-37-24
EPOCH 007/200 | Test: loss 0.626482, acc 0.741978, avg acc 0.513892, iou 0.550362 | Train: loss 0.530536, acc 0.783410, avg acc 0.558682, iou 0.599882 | lr 0.00099698 | 2022-07-12-21-42-57
EPOCH 008/200 | Test: loss 0.594482, acc 0.748354, avg acc 0.536569, iou 0.545804 | Train: loss 0.518382, acc 0.787281, avg acc 0.564851, iou 0.603940 | lr 0.00099606 | 2022-07-12-21-48-30
EPOCH 009/200 | Test: loss 0.664449, acc 0.735353, avg acc 0.520429, iou 0.543552 | Train: loss 0.511277, acc 0.790220, avg acc 0.572572, iou 0.607854 | lr 0.00099501 | 2022-07-12-21-54-03
EPOCH 010/200 | Test: loss 0.597577, acc 0.746950, avg acc 0.520021, iou 0.563800 | Train: loss 0.497174, acc 0.796171, avg acc 0.583527, iou 0.615657 | lr 0.00099384 | 2022-07-12-21-59-36
EPOCH 011/200 | Test: loss 0.571500, acc 0.759148, avg acc 0.567631, iou 0.564889 | Train: loss 0.491463, acc 0.798669, avg acc 0.585868, iou 0.618153 | lr 0.00099255 | 2022-07-12-22-05-09
EPOCH 012/200 | Test: loss 0.560377, acc 0.767537, avg acc 0.544023, iou 0.580159 | Train: loss 0.481230, acc 0.802813, avg acc 0.594005, iou 0.622988 | lr 0.00099114 | 2022-07-12-22-10-42
EPOCH 013/200 | Test: loss 0.597125, acc 0.744034, avg acc 0.582447, iou 0.568582 | Train: loss 0.470356, acc 0.807676, avg acc 0.599901, iou 0.627085 | lr 0.00098961 | 2022-07-12-22-16-15
EPOCH 014/200 | Test: loss 0.538265, acc 0.777826, avg acc 0.583201, iou 0.594300 | Train: loss 0.465136, acc 0.809723, avg acc 0.606485, iou 0.632732 | lr 0.00098796 | 2022-07-12-22-21-49
EPOCH 015/200 | Test: loss 0.539021, acc 0.772846, avg acc 0.578935, iou 0.590136 | Train: loss 0.460811, acc 0.811533, avg acc 0.610061, iou 0.635498 | lr 0.00098618 | 2022-07-12-22-27-22
EPOCH 016/200 | Test: loss 0.560681, acc 0.774525, avg acc 0.602037, iou 0.583845 | Train: loss 0.458109, acc 0.812629, avg acc 0.608296, iou 0.637367 | lr 0.00098429 | 2022-07-12-22-32-55
EPOCH 017/200 | Test: loss 0.511741, acc 0.786743, avg acc 0.576839, iou 0.603378 | Train: loss 0.451691, acc 0.815575, avg acc 0.616747, iou 0.638962 | lr 0.00098228 | 2022-07-12-22-38-28
EPOCH 018/200 | Test: loss 0.507704, acc 0.788438, avg acc 0.590745, iou 0.615329 | Train: loss 0.447029, acc 0.817794, avg acc 0.619225, iou 0.642789 | lr 0.00098015 | 2022-07-12-22-44-01
EPOCH 019/200 | Test: loss 0.514710, acc 0.785926, avg acc 0.573000, iou 0.612826 | Train: loss 0.439371, acc 0.821419, avg acc 0.624570, iou 0.647475 | lr 0.00097790 | 2022-07-12-22-49-34
EPOCH 020/200 | Test: loss 0.500167, acc 0.792227, avg acc 0.605575, iou 0.616184 | Train: loss 0.434529, acc 0.823019, avg acc 0.624933, iou 0.649816 | lr 0.00097553 | 2022-07-12-22-55-07
EPOCH 021/200 | Test: loss 0.490580, acc 0.796029, avg acc 0.601587, iou 0.624361 | Train: loss 0.428912, acc 0.825845, avg acc 0.631265, iou 0.653066 | lr 0.00097304 | 2022-07-12-23-00-40
EPOCH 022/200 | Test: loss 0.491804, acc 0.795071, avg acc 0.613787, iou 0.624755 | Train: loss 0.424716, acc 0.827658, avg acc 0.631914, iou 0.657110 | lr 0.00097044 | 2022-07-12-23-06-13
EPOCH 023/200 | Test: loss 0.498719, acc 0.794263, avg acc 0.598206, iou 0.622067 | Train: loss 0.422963, acc 0.828524, avg acc 0.630277, iou 0.658061 | lr 0.00096772 | 2022-07-12-23-11-47
EPOCH 024/200 | Test: loss 0.492922, acc 0.796190, avg acc 0.589893, iou 0.622761 | Train: loss 0.422243, acc 0.828850, avg acc 0.635018, iou 0.658027 | lr 0.00096489 | 2022-07-12-23-17-23
EPOCH 025/200 | Test: loss 0.470517, acc 0.804142, avg acc 0.610089, iou 0.628220 | Train: loss 0.416349, acc 0.830618, avg acc 0.637519, iou 0.659000 | lr 0.00096194 | 2022-07-12-23-22-58
EPOCH 026/200 | Test: loss 0.470287, acc 0.804054, avg acc 0.634661, iou 0.623545 | Train: loss 0.411392, acc 0.833314, avg acc 0.647157, iou 0.663376 | lr 0.00095888 | 2022-07-12-23-28-32
EPOCH 027/200 | Test: loss 0.473450, acc 0.804635, avg acc 0.616496, iou 0.609781 | Train: loss 0.408956, acc 0.833969, avg acc 0.644691, iou 0.664225 | lr 0.00095570 | 2022-07-12-23-34-06
EPOCH 028/200 | Test: loss 0.475830, acc 0.802609, avg acc 0.599739, iou 0.645587 | Train: loss 0.405919, acc 0.835599, avg acc 0.645427, iou 0.667723 | lr 0.00095241 | 2022-07-12-23-39-38
EPOCH 029/200 | Test: loss 0.497978, acc 0.795958, avg acc 0.613850, iou 0.615283 | Train: loss 0.400571, acc 0.837764, avg acc 0.649430, iou 0.670988 | lr 0.00094901 | 2022-07-12-23-45-12
EPOCH 030/200 | Test: loss 0.449275, acc 0.812399, avg acc 0.606870, iou 0.640668 | Train: loss 0.400178, acc 0.838376, avg acc 0.644637, iou 0.669003 | lr 0.00094550 | 2022-07-12-23-50-45
EPOCH 031/200 | Test: loss 0.451229, acc 0.815565, avg acc 0.617485, iou 0.653577 | Train: loss 0.395508, acc 0.840635, avg acc 0.653351, iou 0.674054 | lr 0.00094188 | 2022-07-12-23-56-18
EPOCH 032/200 | Test: loss 0.450213, acc 0.815709, avg acc 0.639205, iou 0.641805 | Train: loss 0.391373, acc 0.842827, avg acc 0.655960, iou 0.676391 | lr 0.00093815 | 2022-07-13-00-01-52
EPOCH 033/200 | Test: loss 0.440174, acc 0.820061, avg acc 0.618415, iou 0.638814 | Train: loss 0.385442, acc 0.844732, avg acc 0.660821, iou 0.679278 | lr 0.00093432 | 2022-07-13-00-07-26
EPOCH 034/200 | Test: loss 0.465707, acc 0.806645, avg acc 0.618974, iou 0.628377 | Train: loss 0.386332, acc 0.844850, avg acc 0.661348, iou 0.679638 | lr 0.00093037 | 2022-07-13-00-13-00
EPOCH 035/200 | Test: loss 0.448706, acc 0.814845, avg acc 0.643121, iou 0.625303 | Train: loss 0.382221, acc 0.846017, avg acc 0.662843, iou 0.680916 | lr 0.00092632 | 2022-07-13-00-18-33
EPOCH 036/200 | Test: loss 0.462746, acc 0.809066, avg acc 0.627970, iou 0.632326 | Train: loss 0.383205, acc 0.845926, avg acc 0.663960, iou 0.679709 | lr 0.00092216 | 2022-07-13-00-24-05
EPOCH 037/200 | Test: loss 0.453625, acc 0.812688, avg acc 0.622495, iou 0.648651 | Train: loss 0.381315, acc 0.846652, avg acc 0.663238, iou 0.681650 | lr 0.00091790 | 2022-07-13-00-29-39
EPOCH 038/200 | Test: loss 0.450522, acc 0.818887, avg acc 0.638774, iou 0.646757 | Train: loss 0.377076, acc 0.848419, avg acc 0.662043, iou 0.685031 | lr 0.00091354 | 2022-07-13-00-35-12
EPOCH 039/200 | Test: loss 0.439559, acc 0.821832, avg acc 0.641067, iou 0.648442 | Train: loss 0.381103, acc 0.847107, avg acc 0.667029, iou 0.681923 | lr 0.00090907 | 2022-07-13-00-40-46
EPOCH 040/200 | Test: loss 0.442680, acc 0.818162, avg acc 0.632827, iou 0.656828 | Train: loss 0.377998, acc 0.847957, avg acc 0.665669, iou 0.683649 | lr 0.00090451 | 2022-07-13-00-46-19
EPOCH 041/200 | Test: loss 0.426673, acc 0.824636, avg acc 0.643726, iou 0.651207 | Train: loss 0.379306, acc 0.847347, avg acc 0.665822, iou 0.682253 | lr 0.00089984 | 2022-07-13-00-51-53
EPOCH 042/200 | Test: loss 0.440492, acc 0.818563, avg acc 0.658107, iou 0.643509 | Train: loss 0.374452, acc 0.849206, avg acc 0.669908, iou 0.685460 | lr 0.00089508 | 2022-07-13-00-57-26
EPOCH 043/200 | Test: loss 0.434048, acc 0.822891, avg acc 0.626580, iou 0.659917 | Train: loss 0.369922, acc 0.851137, avg acc 0.674554, iou 0.686945 | lr 0.00089022 | 2022-07-13-01-03-00
EPOCH 044/200 | Test: loss 0.413915, acc 0.830752, avg acc 0.654468, iou 0.666261 | Train: loss 0.370461, acc 0.851573, avg acc 0.674815, iou 0.686563 | lr 0.00088526 | 2022-07-13-01-08-33
EPOCH 045/200 | Test: loss 0.438918, acc 0.822723, avg acc 0.638347, iou 0.653752 | Train: loss 0.367280, acc 0.852853, avg acc 0.676888, iou 0.691149 | lr 0.00088020 | 2022-07-13-01-14-07
EPOCH 046/200 | Test: loss 0.454256, acc 0.813377, avg acc 0.649232, iou 0.648178 | Train: loss 0.366402, acc 0.852597, avg acc 0.676200, iou 0.689560 | lr 0.00087506 | 2022-07-13-01-19-41
EPOCH 047/200 | Test: loss 0.428158, acc 0.823944, avg acc 0.639974, iou 0.660618 | Train: loss 0.363384, acc 0.853488, avg acc 0.676584, iou 0.691936 | lr 0.00086982 | 2022-07-13-01-25-14
EPOCH 048/200 | Test: loss 0.438013, acc 0.823311, avg acc 0.626305, iou 0.660922 | Train: loss 0.360764, acc 0.855082, avg acc 0.680945, iou 0.695222 | lr 0.00086448 | 2022-07-13-01-30-48
EPOCH 049/200 | Test: loss 0.442354, acc 0.818138, avg acc 0.633683, iou 0.656050 | Train: loss 0.361622, acc 0.854741, avg acc 0.679734, iou 0.694082 | lr 0.00085906 | 2022-07-13-01-36-22
EPOCH 050/200 | Test: loss 0.413079, acc 0.831293, avg acc 0.654848, iou 0.655483 | Train: loss 0.359477, acc 0.855864, avg acc 0.685072, iou 0.695584 | lr 0.00085355 | 2022-07-13-01-41-55
EPOCH 051/200 | Test: loss 0.418362, acc 0.828808, avg acc 0.644787, iou 0.665280 | Train: loss 0.359296, acc 0.856466, avg acc 0.684208, iou 0.695372 | lr 0.00084796 | 2022-07-13-01-47-28
EPOCH 052/200 | Test: loss 0.413199, acc 0.830147, avg acc 0.639570, iou 0.656183 | Train: loss 0.354155, acc 0.858257, avg acc 0.685122, iou 0.699141 | lr 0.00084227 | 2022-07-13-01-53-02
EPOCH 053/200 | Test: loss 0.448832, acc 0.820044, avg acc 0.627172, iou 0.653616 | Train: loss 0.357248, acc 0.856994, avg acc 0.688114, iou 0.695968 | lr 0.00083651 | 2022-07-13-01-58-35
EPOCH 054/200 | Test: loss 0.408125, acc 0.833055, avg acc 0.655555, iou 0.664044 | Train: loss 0.355860, acc 0.857411, avg acc 0.683046, iou 0.696664 | lr 0.00083066 | 2022-07-13-02-04-09
EPOCH 055/200 | Test: loss 0.421364, acc 0.828319, avg acc 0.663002, iou 0.639683 | Train: loss 0.352940, acc 0.858959, avg acc 0.687100, iou 0.699737 | lr 0.00082472 | 2022-07-13-02-09-42
EPOCH 056/200 | Test: loss 0.410773, acc 0.832128, avg acc 0.667065, iou 0.660454 | Train: loss 0.350219, acc 0.860038, avg acc 0.691007, iou 0.700228 | lr 0.00081871 | 2022-07-13-02-15-17
EPOCH 057/200 | Test: loss 0.425228, acc 0.826287, avg acc 0.651136, iou 0.662556 | Train: loss 0.349319, acc 0.860205, avg acc 0.692256, iou 0.702505 | lr 0.00081262 | 2022-07-13-02-20-50
EPOCH 058/200 | Test: loss 0.414083, acc 0.830154, avg acc 0.648303, iou 0.665486 | Train: loss 0.347803, acc 0.860506, avg acc 0.689166, iou 0.701966 | lr 0.00080645 | 2022-07-13-02-26-23
EPOCH 059/200 | Test: loss 0.403482, acc 0.836308, avg acc 0.657456, iou 0.675332 | Train: loss 0.345569, acc 0.861958, avg acc 0.693890, iou 0.704178 | lr 0.00080021 | 2022-07-13-02-31-56
EPOCH 060/200 | Test: loss 0.423572, acc 0.826958, avg acc 0.652128, iou 0.662036 | Train: loss 0.343766, acc 0.862394, avg acc 0.692533, iou 0.704270 | lr 0.00079389 | 2022-07-13-02-37-29
EPOCH 061/200 | Test: loss 0.426489, acc 0.829576, avg acc 0.653679, iou 0.659100 | Train: loss 0.343265, acc 0.862447, avg acc 0.695785, iou 0.705296 | lr 0.00078750 | 2022-07-13-02-43-03
EPOCH 062/200 | Test: loss 0.409745, acc 0.834823, avg acc 0.649382, iou 0.655608 | Train: loss 0.342247, acc 0.863221, avg acc 0.695166, iou 0.705952 | lr 0.00078104 | 2022-07-13-02-48-36
EPOCH 063/200 | Test: loss 0.426475, acc 0.824900, avg acc 0.655171, iou 0.644849 | Train: loss 0.339977, acc 0.864339, avg acc 0.695740, iou 0.707120 | lr 0.00077451 | 2022-07-13-02-54-10
EPOCH 064/200 | Test: loss 0.398998, acc 0.836791, avg acc 0.662444, iou 0.668598 | Train: loss 0.338729, acc 0.864675, avg acc 0.700352, iou 0.708554 | lr 0.00076791 | 2022-07-13-02-59-44
EPOCH 065/200 | Test: loss 0.409938, acc 0.832752, avg acc 0.677649, iou 0.653370 | Train: loss 0.336922, acc 0.865325, avg acc 0.698033, iou 0.708803 | lr 0.00076125 | 2022-07-13-03-05-17
EPOCH 066/200 | Test: loss 0.388483, acc 0.842130, avg acc 0.671009, iou 0.687940 | Train: loss 0.336795, acc 0.865692, avg acc 0.700656, iou 0.709231 | lr 0.00075452 | 2022-07-13-03-10-51
EPOCH 067/200 | Test: loss 0.409986, acc 0.832063, avg acc 0.671884, iou 0.657743 | Train: loss 0.333520, acc 0.866800, avg acc 0.702908, iou 0.711444 | lr 0.00074773 | 2022-07-13-03-16-24
EPOCH 068/200 | Test: loss 0.389824, acc 0.841948, avg acc 0.675845, iou 0.677603 | Train: loss 0.333208, acc 0.866956, avg acc 0.700670, iou 0.711338 | lr 0.00074088 | 2022-07-13-03-21-57
EPOCH 069/200 | Test: loss 0.395519, acc 0.839464, avg acc 0.660507, iou 0.685271 | Train: loss 0.334377, acc 0.866251, avg acc 0.702431, iou 0.710541 | lr 0.00073396 | 2022-07-13-03-27-30
EPOCH 070/200 | Test: loss 0.397847, acc 0.838341, avg acc 0.681343, iou 0.674197 | Train: loss 0.331008, acc 0.867729, avg acc 0.707201, iou 0.712446 | lr 0.00072700 | 2022-07-13-03-33-03
EPOCH 071/200 | Test: loss 0.396398, acc 0.840598, avg acc 0.671735, iou 0.679136 | Train: loss 0.331100, acc 0.868053, avg acc 0.703302, iou 0.713170 | lr 0.00071997 | 2022-07-13-03-38-35
EPOCH 072/200 | Test: loss 0.390957, acc 0.842176, avg acc 0.663466, iou 0.681838 | Train: loss 0.328560, acc 0.869172, avg acc 0.707377, iou 0.714136 | lr 0.00071289 | 2022-07-13-03-44-08
EPOCH 073/200 | Test: loss 0.390820, acc 0.842382, avg acc 0.677532, iou 0.686559 | Train: loss 0.330703, acc 0.867957, avg acc 0.707968, iou 0.713113 | lr 0.00070576 | 2022-07-13-03-49-42
EPOCH 074/200 | Test: loss 0.408221, acc 0.835996, avg acc 0.657813, iou 0.675976 | Train: loss 0.327966, acc 0.869262, avg acc 0.709017, iou 0.714069 | lr 0.00069857 | 2022-07-13-03-55-15
EPOCH 075/200 | Test: loss 0.399945, acc 0.840221, avg acc 0.667047, iou 0.671322 | Train: loss 0.326306, acc 0.869991, avg acc 0.708904, iou 0.716086 | lr 0.00069134 | 2022-07-13-04-00-49
EPOCH 076/200 | Test: loss 0.401948, acc 0.839601, avg acc 0.659266, iou 0.674463 | Train: loss 0.327448, acc 0.869568, avg acc 0.706717, iou 0.715631 | lr 0.00068406 | 2022-07-13-04-06-22
EPOCH 077/200 | Test: loss 0.396652, acc 0.838825, avg acc 0.675128, iou 0.668226 | Train: loss 0.326452, acc 0.870127, avg acc 0.711087, iou 0.715730 | lr 0.00067674 | 2022-07-13-04-11-55
EPOCH 078/200 | Test: loss 0.381706, acc 0.846526, avg acc 0.668938, iou 0.682521 | Train: loss 0.325488, acc 0.870251, avg acc 0.711143, iou 0.716112 | lr 0.00066937 | 2022-07-13-04-17-29
EPOCH 079/200 | Test: loss 0.402831, acc 0.836823, avg acc 0.655736, iou 0.675336 | Train: loss 0.325662, acc 0.870255, avg acc 0.708108, iou 0.716229 | lr 0.00066196 | 2022-07-13-04-23-03
EPOCH 080/200 | Test: loss 0.396675, acc 0.840362, avg acc 0.654040, iou 0.671844 | Train: loss 0.327044, acc 0.869961, avg acc 0.708491, iou 0.714993 | lr 0.00065451 | 2022-07-13-04-28-36
EPOCH 081/200 | Test: loss 0.384914, acc 0.846207, avg acc 0.680442, iou 0.686195 | Train: loss 0.326794, acc 0.869672, avg acc 0.710059, iou 0.714144 | lr 0.00064702 | 2022-07-13-04-34-09
EPOCH 082/200 | Test: loss 0.387958, acc 0.843362, avg acc 0.677033, iou 0.683059 | Train: loss 0.324362, acc 0.870863, avg acc 0.712043, iou 0.717524 | lr 0.00063950 | 2022-07-13-04-39-43
EPOCH 083/200 | Test: loss 0.387723, acc 0.843314, avg acc 0.692363, iou 0.671631 | Train: loss 0.325884, acc 0.870090, avg acc 0.711970, iou 0.716529 | lr 0.00063194 | 2022-07-13-04-45-17
EPOCH 084/200 | Test: loss 0.392330, acc 0.841193, avg acc 0.659363, iou 0.689342 | Train: loss 0.322124, acc 0.871920, avg acc 0.714843, iou 0.717943 | lr 0.00062434 | 2022-07-13-04-50-50
EPOCH 085/200 | Test: loss 0.389927, acc 0.841967, avg acc 0.670512, iou 0.689004 | Train: loss 0.322868, acc 0.871363, avg acc 0.712039, iou 0.717838 | lr 0.00061672 | 2022-07-13-04-56-23
EPOCH 086/200 | Test: loss 0.388595, acc 0.843835, avg acc 0.662551, iou 0.671971 | Train: loss 0.322804, acc 0.871315, avg acc 0.712043, iou 0.717791 | lr 0.00060907 | 2022-07-13-05-01-57
EPOCH 087/200 | Test: loss 0.373876, acc 0.849556, avg acc 0.677450, iou 0.687875 | Train: loss 0.320644, acc 0.872344, avg acc 0.711642, iou 0.719215 | lr 0.00060139 | 2022-07-13-05-07-30
EPOCH 088/200 | Test: loss 0.376929, acc 0.848037, avg acc 0.682249, iou 0.688015 | Train: loss 0.321766, acc 0.872317, avg acc 0.715115, iou 0.718912 | lr 0.00059369 | 2022-07-13-05-13-07
EPOCH 089/200 | Test: loss 0.381079, acc 0.846574, avg acc 0.680939, iou 0.681032 | Train: loss 0.319919, acc 0.872541, avg acc 0.716185, iou 0.720152 | lr 0.00058596 | 2022-07-13-05-18-40
EPOCH 090/200 | Test: loss 0.371933, acc 0.849911, avg acc 0.673618, iou 0.694373 | Train: loss 0.320861, acc 0.872633, avg acc 0.715574, iou 0.718802 | lr 0.00057822 | 2022-07-13-05-24-14
EPOCH 091/200 | Test: loss 0.386726, acc 0.845413, avg acc 0.684629, iou 0.673425 | Train: loss 0.317600, acc 0.873730, avg acc 0.716853, iou 0.720902 | lr 0.00057045 | 2022-07-13-05-29-48
EPOCH 092/200 | Test: loss 0.392140, acc 0.842793, avg acc 0.657074, iou 0.688875 | Train: loss 0.318676, acc 0.873155, avg acc 0.716027, iou 0.719211 | lr 0.00056267 | 2022-07-13-05-35-20
EPOCH 093/200 | Test: loss 0.379237, acc 0.848552, avg acc 0.693529, iou 0.680242 | Train: loss 0.317666, acc 0.873722, avg acc 0.718237, iou 0.720988 | lr 0.00055487 | 2022-07-13-05-40-54
EPOCH 094/200 | Test: loss 0.374986, acc 0.850730, avg acc 0.670405, iou 0.694086 | Train: loss 0.317793, acc 0.873755, avg acc 0.715855, iou 0.721578 | lr 0.00054705 | 2022-07-13-05-46-27
EPOCH 095/200 | Test: loss 0.389085, acc 0.843024, avg acc 0.667985, iou 0.670409 | Train: loss 0.317620, acc 0.873672, avg acc 0.716910, iou 0.721500 | lr 0.00053923 | 2022-07-13-05-52-00
EPOCH 096/200 | Test: loss 0.398607, acc 0.840611, avg acc 0.671561, iou 0.685031 | Train: loss 0.315308, acc 0.874321, avg acc 0.722192, iou 0.721810 | lr 0.00053140 | 2022-07-13-05-57-34
EPOCH 097/200 | Test: loss 0.373304, acc 0.849300, avg acc 0.680270, iou 0.687218 | Train: loss 0.317511, acc 0.873963, avg acc 0.719239, iou 0.721996 | lr 0.00052355 | 2022-07-13-06-03-07
EPOCH 098/200 | Test: loss 0.373159, acc 0.849799, avg acc 0.682767, iou 0.695816 | Train: loss 0.315854, acc 0.874173, avg acc 0.722738, iou 0.722498 | lr 0.00051571 | 2022-07-13-06-08-40
EPOCH 099/200 | Test: loss 0.393991, acc 0.841918, avg acc 0.655937, iou 0.683326 | Train: loss 0.313291, acc 0.875259, avg acc 0.723357, iou 0.723468 | lr 0.00050785 | 2022-07-13-06-14-14
EPOCH 100/200 | Test: loss 0.385894, acc 0.844862, avg acc 0.678396, iou 0.688574 | Train: loss 0.314610, acc 0.874778, avg acc 0.718368, iou 0.723071 | lr 0.00050000 | 2022-07-13-06-19-47
EPOCH 101/200 | Test: loss 0.377707, acc 0.847663, avg acc 0.696542, iou 0.684317 | Train: loss 0.313505, acc 0.875491, avg acc 0.723191, iou 0.722760 | lr 0.00049215 | 2022-07-13-06-25-20
EPOCH 102/200 | Test: loss 0.382314, acc 0.846532, avg acc 0.682642, iou 0.686081 | Train: loss 0.312443, acc 0.876033, avg acc 0.723068, iou 0.725558 | lr 0.00048429 | 2022-07-13-06-30-54
EPOCH 103/200 | Test: loss 0.391684, acc 0.841407, avg acc 0.668156, iou 0.680016 | Train: loss 0.311432, acc 0.876142, avg acc 0.724625, iou 0.725166 | lr 0.00047645 | 2022-07-13-06-36-28
EPOCH 104/200 | Test: loss 0.379808, acc 0.847830, avg acc 0.683680, iou 0.690720 | Train: loss 0.313493, acc 0.875579, avg acc 0.724125, iou 0.723374 | lr 0.00046860 | 2022-07-13-06-42-01
EPOCH 105/200 | Test: loss 0.372600, acc 0.850699, avg acc 0.699177, iou 0.686089 | Train: loss 0.313612, acc 0.875633, avg acc 0.723771, iou 0.723706 | lr 0.00046077 | 2022-07-13-06-47-34
EPOCH 106/200 | Test: loss 0.372302, acc 0.850409, avg acc 0.690837, iou 0.690618 | Train: loss 0.311516, acc 0.876036, avg acc 0.726257, iou 0.725289 | lr 0.00045295 | 2022-07-13-06-53-08
EPOCH 107/200 | Test: loss 0.380003, acc 0.847622, avg acc 0.694024, iou 0.681182 | Train: loss 0.309757, acc 0.876651, avg acc 0.724363, iou 0.726520 | lr 0.00044513 | 2022-07-13-06-58-40
EPOCH 108/200 | Test: loss 0.370746, acc 0.852446, avg acc 0.672551, iou 0.691282 | Train: loss 0.309476, acc 0.876946, avg acc 0.723993, iou 0.726144 | lr 0.00043733 | 2022-07-13-07-04-14
EPOCH 109/200 | Test: loss 0.385705, acc 0.845576, avg acc 0.695708, iou 0.681879 | Train: loss 0.308463, acc 0.877626, avg acc 0.725815, iou 0.727089 | lr 0.00042955 | 2022-07-13-07-09-48
EPOCH 110/200 | Test: loss 0.373507, acc 0.849865, avg acc 0.674983, iou 0.689461 | Train: loss 0.308271, acc 0.877145, avg acc 0.728617, iou 0.727207 | lr 0.00042178 | 2022-07-13-07-15-21
EPOCH 111/200 | Test: loss 0.383218, acc 0.847022, avg acc 0.689666, iou 0.689838 | Train: loss 0.306091, acc 0.878500, avg acc 0.728554, iou 0.728177 | lr 0.00041404 | 2022-07-13-07-20-54
EPOCH 112/200 | Test: loss 0.381980, acc 0.847410, avg acc 0.688114, iou 0.680142 | Train: loss 0.308480, acc 0.877518, avg acc 0.727140, iou 0.727243 | lr 0.00040631 | 2022-07-13-07-26-28
EPOCH 113/200 | Test: loss 0.378021, acc 0.847784, avg acc 0.678175, iou 0.688107 | Train: loss 0.307459, acc 0.877881, avg acc 0.726450, iou 0.728058 | lr 0.00039861 | 2022-07-13-07-32-02
EPOCH 114/200 | Test: loss 0.364071, acc 0.854662, avg acc 0.688789, iou 0.697965 | Train: loss 0.305984, acc 0.878245, avg acc 0.729698, iou 0.728630 | lr 0.00039093 | 2022-07-13-07-37-36
EPOCH 115/200 | Test: loss 0.374728, acc 0.851154, avg acc 0.675949, iou 0.694848 | Train: loss 0.306116, acc 0.878568, avg acc 0.730189, iou 0.728782 | lr 0.00038328 | 2022-07-13-07-43-09
EPOCH 116/200 | Test: loss 0.404043, acc 0.838143, avg acc 0.659758, iou 0.677942 | Train: loss 0.303759, acc 0.879431, avg acc 0.732058, iou 0.730127 | lr 0.00037566 | 2022-07-13-07-48-42
EPOCH 117/200 | Test: loss 0.366687, acc 0.853917, avg acc 0.692427, iou 0.697326 | Train: loss 0.304090, acc 0.879199, avg acc 0.732386, iou 0.730400 | lr 0.00036806 | 2022-07-13-07-54-16
EPOCH 118/200 | Test: loss 0.382230, acc 0.848699, avg acc 0.684915, iou 0.685655 | Train: loss 0.302947, acc 0.879853, avg acc 0.733564, iou 0.730752 | lr 0.00036050 | 2022-07-13-07-59-50
EPOCH 119/200 | Test: loss 0.366850, acc 0.853407, avg acc 0.688770, iou 0.697895 | Train: loss 0.303573, acc 0.879263, avg acc 0.732204, iou 0.730668 | lr 0.00035298 | 2022-07-13-08-05-23
EPOCH 120/200 | Test: loss 0.393830, acc 0.841350, avg acc 0.669691, iou 0.685195 | Train: loss 0.303412, acc 0.879697, avg acc 0.731985, iou 0.730211 | lr 0.00034549 | 2022-07-13-08-10-57
EPOCH 121/200 | Test: loss 0.371532, acc 0.851426, avg acc 0.680048, iou 0.690940 | Train: loss 0.303897, acc 0.879350, avg acc 0.730331, iou 0.730057 | lr 0.00033804 | 2022-07-13-08-16-30
EPOCH 122/200 | Test: loss 0.386846, acc 0.845647, avg acc 0.690822, iou 0.682757 | Train: loss 0.303957, acc 0.879243, avg acc 0.730198, iou 0.729918 | lr 0.00033063 | 2022-07-13-08-22-03
EPOCH 123/200 | Test: loss 0.366108, acc 0.853453, avg acc 0.690279, iou 0.699175 | Train: loss 0.302497, acc 0.879907, avg acc 0.732294, iou 0.730723 | lr 0.00032326 | 2022-07-13-08-27-36
EPOCH 124/200 | Test: loss 0.375209, acc 0.849078, avg acc 0.690795, iou 0.690542 | Train: loss 0.301185, acc 0.880205, avg acc 0.734515, iou 0.732180 | lr 0.00031594 | 2022-07-13-08-33-09
EPOCH 125/200 | Test: loss 0.377057, acc 0.848281, avg acc 0.693729, iou 0.689737 | Train: loss 0.302599, acc 0.879999, avg acc 0.730988, iou 0.731073 | lr 0.00030866 | 2022-07-13-08-38-42
EPOCH 126/200 | Test: loss 0.364225, acc 0.854236, avg acc 0.692058, iou 0.701679 | Train: loss 0.301828, acc 0.879954, avg acc 0.733754, iou 0.731199 | lr 0.00030143 | 2022-07-13-08-44-15
EPOCH 127/200 | Test: loss 0.361674, acc 0.857177, avg acc 0.705343, iou 0.695541 | Train: loss 0.299295, acc 0.881361, avg acc 0.734876, iou 0.733080 | lr 0.00029424 | 2022-07-13-08-49-48
EPOCH 128/200 | Test: loss 0.361958, acc 0.854418, avg acc 0.694201, iou 0.699240 | Train: loss 0.299740, acc 0.880691, avg acc 0.735475, iou 0.732885 | lr 0.00028711 | 2022-07-13-08-55-22
EPOCH 129/200 | Test: loss 0.376878, acc 0.849777, avg acc 0.687246, iou 0.691293 | Train: loss 0.299857, acc 0.880977, avg acc 0.734888, iou 0.732466 | lr 0.00028003 | 2022-07-13-09-00-55
EPOCH 130/200 | Test: loss 0.375616, acc 0.849545, avg acc 0.701947, iou 0.685826 | Train: loss 0.300689, acc 0.880214, avg acc 0.732302, iou 0.732484 | lr 0.00027300 | 2022-07-13-09-06-29
EPOCH 131/200 | Test: loss 0.356570, acc 0.858365, avg acc 0.697116, iou 0.702546 | Train: loss 0.297463, acc 0.881925, avg acc 0.735576, iou 0.733730 | lr 0.00026604 | 2022-07-13-09-12-02
EPOCH 132/200 | Test: loss 0.374014, acc 0.851055, avg acc 0.686464, iou 0.694791 | Train: loss 0.297859, acc 0.881766, avg acc 0.733991, iou 0.733695 | lr 0.00025912 | 2022-07-13-09-17-35
EPOCH 133/200 | Test: loss 0.368449, acc 0.850873, avg acc 0.693773, iou 0.686178 | Train: loss 0.296931, acc 0.881806, avg acc 0.735004, iou 0.733672 | lr 0.00025227 | 2022-07-13-09-23-09
EPOCH 134/200 | Test: loss 0.376206, acc 0.850145, avg acc 0.688337, iou 0.693633 | Train: loss 0.299028, acc 0.881452, avg acc 0.736404, iou 0.734047 | lr 0.00024548 | 2022-07-13-09-28-43
EPOCH 135/200 | Test: loss 0.375218, acc 0.850313, avg acc 0.697179, iou 0.697446 | Train: loss 0.299398, acc 0.881135, avg acc 0.735861, iou 0.733545 | lr 0.00023875 | 2022-07-13-09-34-15
EPOCH 136/200 | Test: loss 0.358705, acc 0.856700, avg acc 0.698813, iou 0.701246 | Train: loss 0.296354, acc 0.882427, avg acc 0.737376, iou 0.734495 | lr 0.00023209 | 2022-07-13-09-39-48
EPOCH 137/200 | Test: loss 0.364890, acc 0.854660, avg acc 0.701389, iou 0.699104 | Train: loss 0.298478, acc 0.881206, avg acc 0.734174, iou 0.733555 | lr 0.00022549 | 2022-07-13-09-45-23
EPOCH 138/200 | Test: loss 0.364108, acc 0.854971, avg acc 0.698310, iou 0.699587 | Train: loss 0.295544, acc 0.882661, avg acc 0.736940, iou 0.734770 | lr 0.00021896 | 2022-07-13-09-50-57
EPOCH 139/200 | Test: loss 0.363433, acc 0.855068, avg acc 0.701891, iou 0.700843 | Train: loss 0.297094, acc 0.882274, avg acc 0.735943, iou 0.734695 | lr 0.00021250 | 2022-07-13-09-56-30
EPOCH 140/200 | Test: loss 0.365921, acc 0.854653, avg acc 0.690571, iou 0.701651 | Train: loss 0.295761, acc 0.882580, avg acc 0.739011, iou 0.736101 | lr 0.00020611 | 2022-07-13-10-02-03
EPOCH 141/200 | Test: loss 0.374691, acc 0.851213, avg acc 0.683215, iou 0.678928 | Train: loss 0.296581, acc 0.882219, avg acc 0.736863, iou 0.734568 | lr 0.00019979 | 2022-07-13-10-07-36
EPOCH 142/200 | Test: loss 0.361580, acc 0.856258, avg acc 0.682158, iou 0.700979 | Train: loss 0.295101, acc 0.882409, avg acc 0.738564, iou 0.734989 | lr 0.00019355 | 2022-07-13-10-13-09
EPOCH 143/200 | Test: loss 0.362575, acc 0.855824, avg acc 0.711926, iou 0.697301 | Train: loss 0.297824, acc 0.881759, avg acc 0.737130, iou 0.735098 | lr 0.00018738 | 2022-07-13-10-18-42
EPOCH 144/200 | Test: loss 0.360674, acc 0.856094, avg acc 0.693425, iou 0.700074 | Train: loss 0.297244, acc 0.882324, avg acc 0.739631, iou 0.735664 | lr 0.00018129 | 2022-07-13-10-24-15
EPOCH 145/200 | Test: loss 0.369694, acc 0.852193, avg acc 0.693650, iou 0.691680 | Train: loss 0.296316, acc 0.882476, avg acc 0.735513, iou 0.734928 | lr 0.00017528 | 2022-07-13-10-29-48
EPOCH 146/200 | Test: loss 0.356541, acc 0.858449, avg acc 0.685087, iou 0.703338 | Train: loss 0.295273, acc 0.882764, avg acc 0.739085, iou 0.735391 | lr 0.00016934 | 2022-07-13-10-35-21
EPOCH 147/200 | Test: loss 0.370663, acc 0.852850, avg acc 0.697009, iou 0.687537 | Train: loss 0.295044, acc 0.882846, avg acc 0.736036, iou 0.734651 | lr 0.00016349 | 2022-07-13-10-40-54
EPOCH 148/200 | Test: loss 0.371412, acc 0.850964, avg acc 0.704799, iou 0.689565 | Train: loss 0.295785, acc 0.882199, avg acc 0.738323, iou 0.734748 | lr 0.00015773 | 2022-07-13-10-46-27
EPOCH 149/200 | Test: loss 0.367448, acc 0.855196, avg acc 0.684124, iou 0.701054 | Train: loss 0.295017, acc 0.882804, avg acc 0.738712, iou 0.735105 | lr 0.00015204 | 2022-07-13-10-52-00
EPOCH 150/200 | Test: loss 0.382654, acc 0.847462, avg acc 0.684380, iou 0.687015 | Train: loss 0.294107, acc 0.883517, avg acc 0.740543, iou 0.735959 | lr 0.00014645 | 2022-07-13-10-57-33
EPOCH 151/200 | Test: loss 0.371133, acc 0.852700, avg acc 0.695601, iou 0.700278 | Train: loss 0.294276, acc 0.883224, avg acc 0.741635, iou 0.736251 | lr 0.00014094 | 2022-07-13-11-03-06
EPOCH 152/200 | Test: loss 0.367273, acc 0.854941, avg acc 0.702649, iou 0.701469 | Train: loss 0.295350, acc 0.882723, avg acc 0.739825, iou 0.735954 | lr 0.00013552 | 2022-07-13-11-08-40
EPOCH 153/200 | Test: loss 0.367785, acc 0.852595, avg acc 0.675791, iou 0.695547 | Train: loss 0.292901, acc 0.883753, avg acc 0.739914, iou 0.736873 | lr 0.00013018 | 2022-07-13-11-14-13
EPOCH 154/200 | Test: loss 0.360338, acc 0.856970, avg acc 0.692572, iou 0.698409 | Train: loss 0.292135, acc 0.884087, avg acc 0.742612, iou 0.737764 | lr 0.00012494 | 2022-07-13-11-19-46
EPOCH 155/200 | Test: loss 0.362735, acc 0.855443, avg acc 0.694462, iou 0.701881 | Train: loss 0.291235, acc 0.884452, avg acc 0.742240, iou 0.737496 | lr 0.00011980 | 2022-07-13-11-25-19
EPOCH 156/200 | Test: loss 0.376123, acc 0.849866, avg acc 0.675355, iou 0.682886 | Train: loss 0.291233, acc 0.884550, avg acc 0.741418, iou 0.738417 | lr 0.00011474 | 2022-07-13-11-30-52
EPOCH 157/200 | Test: loss 0.361527, acc 0.856040, avg acc 0.703908, iou 0.705785 | Train: loss 0.291619, acc 0.884488, avg acc 0.742386, iou 0.737110 | lr 0.00010978 | 2022-07-13-11-36-25
EPOCH 158/200 | Test: loss 0.359646, acc 0.858084, avg acc 0.700071, iou 0.698943 | Train: loss 0.290841, acc 0.884679, avg acc 0.742548, iou 0.737596 | lr 0.00010492 | 2022-07-13-11-41-59
EPOCH 159/200 | Test: loss 0.367780, acc 0.854200, avg acc 0.683223, iou 0.690082 | Train: loss 0.289806, acc 0.885060, avg acc 0.741988, iou 0.738358 | lr 0.00010016 | 2022-07-13-11-47-32
EPOCH 160/200 | Test: loss 0.364257, acc 0.855646, avg acc 0.688360, iou 0.704200 | Train: loss 0.291084, acc 0.884641, avg acc 0.742621, iou 0.738007 | lr 0.00009549 | 2022-07-13-11-53-05
EPOCH 161/200 | Test: loss 0.374470, acc 0.854325, avg acc 0.692572, iou 0.704148 | Train: loss 0.290009, acc 0.884651, avg acc 0.744351, iou 0.737971 | lr 0.00009093 | 2022-07-13-11-58-38
EPOCH 162/200 | Test: loss 0.364313, acc 0.854662, avg acc 0.696818, iou 0.696652 | Train: loss 0.290801, acc 0.884622, avg acc 0.742489, iou 0.736985 | lr 0.00008646 | 2022-07-13-12-04-11
EPOCH 163/200 | Test: loss 0.357789, acc 0.857130, avg acc 0.705351, iou 0.704061 | Train: loss 0.289995, acc 0.885220, avg acc 0.743769, iou 0.737737 | lr 0.00008210 | 2022-07-13-12-09-44
EPOCH 164/200 | Test: loss 0.364705, acc 0.854235, avg acc 0.699769, iou 0.697354 | Train: loss 0.289364, acc 0.885196, avg acc 0.742062, iou 0.738580 | lr 0.00007784 | 2022-07-13-12-15-17
EPOCH 165/200 | Test: loss 0.359121, acc 0.856779, avg acc 0.696707, iou 0.700741 | Train: loss 0.288271, acc 0.885828, avg acc 0.745882, iou 0.740244 | lr 0.00007368 | 2022-07-13-12-20-51
EPOCH 166/200 | Test: loss 0.353064, acc 0.861283, avg acc 0.699242, iou 0.709319 | Train: loss 0.288819, acc 0.885542, avg acc 0.745299, iou 0.739240 | lr 0.00006963 | 2022-07-13-12-26-24
EPOCH 167/200 | Test: loss 0.362543, acc 0.856450, avg acc 0.704486, iou 0.705260 | Train: loss 0.289460, acc 0.885298, avg acc 0.745562, iou 0.739407 | lr 0.00006568 | 2022-07-13-12-31-57
EPOCH 168/200 | Test: loss 0.376361, acc 0.852077, avg acc 0.690505, iou 0.701751 | Train: loss 0.288609, acc 0.885519, avg acc 0.747090, iou 0.740099 | lr 0.00006185 | 2022-07-13-12-37-31
EPOCH 169/200 | Test: loss 0.366161, acc 0.854831, avg acc 0.699412, iou 0.702472 | Train: loss 0.286506, acc 0.886517, avg acc 0.746420, iou 0.741417 | lr 0.00005812 | 2022-07-13-12-43-05
EPOCH 170/200 | Test: loss 0.355227, acc 0.858567, avg acc 0.698363, iou 0.703288 | Train: loss 0.288178, acc 0.885921, avg acc 0.745168, iou 0.739575 | lr 0.00005450 | 2022-07-13-12-48-38
EPOCH 171/200 | Test: loss 0.371262, acc 0.853149, avg acc 0.692617, iou 0.699039 | Train: loss 0.289362, acc 0.885698, avg acc 0.744640, iou 0.740367 | lr 0.00005099 | 2022-07-13-12-54-11
EPOCH 172/200 | Test: loss 0.361633, acc 0.856666, avg acc 0.706022, iou 0.705651 | Train: loss 0.287175, acc 0.886123, avg acc 0.744439, iou 0.739498 | lr 0.00004759 | 2022-07-13-12-59-44
EPOCH 173/200 | Test: loss 0.356226, acc 0.859212, avg acc 0.705826, iou 0.703450 | Train: loss 0.287051, acc 0.886312, avg acc 0.748339, iou 0.740803 | lr 0.00004430 | 2022-07-13-13-05-18
EPOCH 174/200 | Test: loss 0.368589, acc 0.852763, avg acc 0.700899, iou 0.701234 | Train: loss 0.286672, acc 0.886381, avg acc 0.744654, iou 0.739695 | lr 0.00004112 | 2022-07-13-13-10-52
EPOCH 175/200 | Test: loss 0.351782, acc 0.861294, avg acc 0.706745, iou 0.709795 | Train: loss 0.286224, acc 0.886460, avg acc 0.746869, iou 0.741748 | lr 0.00003806 | 2022-07-13-13-16-26
EPOCH 176/200 | Test: loss 0.388524, acc 0.847876, avg acc 0.692576, iou 0.693808 | Train: loss 0.286489, acc 0.886532, avg acc 0.748898, iou 0.741032 | lr 0.00003511 | 2022-07-13-13-21-59
EPOCH 177/200 | Test: loss 0.367032, acc 0.854915, avg acc 0.696053, iou 0.695548 | Train: loss 0.285435, acc 0.886699, avg acc 0.747058, iou 0.741152 | lr 0.00003228 | 2022-07-13-13-27-31
EPOCH 178/200 | Test: loss 0.364986, acc 0.855133, avg acc 0.705813, iou 0.699722 | Train: loss 0.285469, acc 0.886794, avg acc 0.746266, iou 0.741464 | lr 0.00002956 | 2022-07-13-13-33-04
EPOCH 179/200 | Test: loss 0.368549, acc 0.852551, avg acc 0.718847, iou 0.694680 | Train: loss 0.286639, acc 0.886255, avg acc 0.748014, iou 0.741023 | lr 0.00002696 | 2022-07-13-13-38-37
EPOCH 180/200 | Test: loss 0.358187, acc 0.858055, avg acc 0.709594, iou 0.702134 | Train: loss 0.284340, acc 0.887532, avg acc 0.747678, iou 0.741324 | lr 0.00002447 | 2022-07-13-13-44-11
EPOCH 181/200 | Test: loss 0.366687, acc 0.854043, avg acc 0.682811, iou 0.702590 | Train: loss 0.284989, acc 0.887137, avg acc 0.747938, iou 0.741755 | lr 0.00002210 | 2022-07-13-13-49-44
EPOCH 182/200 | Test: loss 0.357841, acc 0.859669, avg acc 0.706843, iou 0.704562 | Train: loss 0.284496, acc 0.886955, avg acc 0.747886, iou 0.741947 | lr 0.00001985 | 2022-07-13-13-55-17
EPOCH 183/200 | Test: loss 0.362512, acc 0.855618, avg acc 0.700604, iou 0.709882 | Train: loss 0.283482, acc 0.887875, avg acc 0.749502, iou 0.741897 | lr 0.00001772 | 2022-07-13-14-00-51
EPOCH 184/200 | Test: loss 0.366937, acc 0.854179, avg acc 0.689659, iou 0.695873 | Train: loss 0.284071, acc 0.887307, avg acc 0.749340, iou 0.742096 | lr 0.00001571 | 2022-07-13-14-06-24
EPOCH 185/200 | Test: loss 0.356843, acc 0.858999, avg acc 0.696700, iou 0.701407 | Train: loss 0.282219, acc 0.888135, avg acc 0.751839, iou 0.743483 | lr 0.00001382 | 2022-07-13-14-11-58
EPOCH 186/200 | Test: loss 0.349991, acc 0.862081, avg acc 0.705063, iou 0.709860 | Train: loss 0.283031, acc 0.888007, avg acc 0.751031, iou 0.742993 | lr 0.00001204 | 2022-07-13-14-17-31
EPOCH 187/200 | Test: loss 0.350948, acc 0.861479, avg acc 0.709397, iou 0.705930 | Train: loss 0.281979, acc 0.888185, avg acc 0.750227, iou 0.744414 | lr 0.00001039 | 2022-07-13-14-23-04
EPOCH 188/200 | Test: loss 0.373297, acc 0.851965, avg acc 0.695337, iou 0.700926 | Train: loss 0.281702, acc 0.888354, avg acc 0.751543, iou 0.743475 | lr 0.00000886 | 2022-07-13-14-28-38
EPOCH 189/200 | Test: loss 0.367017, acc 0.854284, avg acc 0.696921, iou 0.700009 | Train: loss 0.281474, acc 0.888360, avg acc 0.750543, iou 0.744057 | lr 0.00000745 | 2022-07-13-14-34-12
EPOCH 190/200 | Test: loss 0.349459, acc 0.861653, avg acc 0.707302, iou 0.708490 | Train: loss 0.280445, acc 0.888732, avg acc 0.752696, iou 0.744380 | lr 0.00000616 | 2022-07-13-14-39-45
EPOCH 191/200 | Test: loss 0.363035, acc 0.857948, avg acc 0.690532, iou 0.702487 | Train: loss 0.280151, acc 0.888812, avg acc 0.751484, iou 0.743073 | lr 0.00000499 | 2022-07-13-14-45-18
EPOCH 192/200 | Test: loss 0.354743, acc 0.860004, avg acc 0.687533, iou 0.707883 | Train: loss 0.280106, acc 0.889250, avg acc 0.752325, iou 0.744834 | lr 0.00000394 | 2022-07-13-14-50-51
EPOCH 193/200 | Test: loss 0.353938, acc 0.859607, avg acc 0.701983, iou 0.699382 | Train: loss 0.278193, acc 0.889771, avg acc 0.753330, iou 0.745176 | lr 0.00000302 | 2022-07-13-14-56-24
EPOCH 194/200 | Test: loss 0.352408, acc 0.860296, avg acc 0.711967, iou 0.707944 | Train: loss 0.278058, acc 0.889788, avg acc 0.751362, iou 0.745976 | lr 0.00000222 | 2022-07-13-15-01-58
EPOCH 195/200 | Test: loss 0.351436, acc 0.861928, avg acc 0.704047, iou 0.715218 | Train: loss 0.278301, acc 0.889736, avg acc 0.754497, iou 0.746423 | lr 0.00000154 | 2022-07-13-15-07-31
EPOCH 196/200 | Test: loss 0.349052, acc 0.862611, avg acc 0.705995, iou 0.706317 | Train: loss 0.276486, acc 0.890286, avg acc 0.752565, iou 0.746650 | lr 0.00000099 | 2022-07-13-15-13-05
EPOCH 197/200 | Test: loss 0.366279, acc 0.855526, avg acc 0.695553, iou 0.699905 | Train: loss 0.276155, acc 0.890439, avg acc 0.753932, iou 0.746258 | lr 0.00000056 | 2022-07-13-15-18-39
EPOCH 198/200 | Test: loss 0.344118, acc 0.863994, avg acc 0.701920, iou 0.711029 | Train: loss 0.275086, acc 0.891076, avg acc 0.755718, iou 0.747944 | lr 0.00000025 | 2022-07-13-15-24-12
EPOCH 199/200 | Test: loss 0.350985, acc 0.861942, avg acc 0.707743, iou 0.708366 | Train: loss 0.270774, acc 0.893046, avg acc 0.759627, iou 0.751321 | lr 0.00000006 | 2022-07-13-15-29-45