low accuracy problem,I Can't get the result you described
wangzhiyuanking opened this issue · 2 comments
wangzhiyuanking commented
Hello, I found that the accuracy is very low when training according to your steps? I wonder if I did something wrong? The following is the training log.
Currently using GPU 0
Initializing image data manager
=> Initializing TRAIN (source) datasets
mean and std: tensor([-0.4602, -0.2847, 0.1363]) tensor([1.0233, 1.0493, 0.9762])
=> Initializing TEST datasets
**************** Summary ****************
train names : ['Aic']
# train datasets : 1
# train ids : 521
# train images : 206059
# train cameras : 36
test names : Aic
*****************************************
Initializing model: resnet101
Model size: 42.500 M
=> Start training
Epoch: [1][100/6439] Time 0.463 (0.713) Data 0.0001 (0.0054) Xent 5.4669 (6.1475) Htri 0.0748 (0.0951) Acc 9.38 (2.09)
Epoch: [1][200/6439] Time 0.591 (0.704) Data 0.0001 (0.0028) Xent 5.6773 (6.0418) Htri 0.0932 (0.0779) Acc 3.12 (2.33)
Epoch: [1][300/6439] Time 0.438 (0.694) Data 0.0001 (0.0019) Xent 5.4777 (5.9827) Htri 0.0000 (0.0804) Acc 3.12 (2.42)
Epoch: [1][400/6439] Time 1.831 (0.696) Data 0.0001 (0.0015) Xent 5.6751 (5.8914) Htri 0.2735 (0.0916) Acc 3.12 (2.66)
Epoch: [1][500/6439] Time 0.697 (0.693) Data 0.0002 (0.0012) Xent 5.0182 (5.7557) Htri 0.0390 (0.0993) Acc 6.25 (3.21)
Epoch: [1][600/6439] Time 0.551 (0.691) Data 0.0001 (0.0010) Xent 4.6685 (5.6308) Htri 0.0000 (0.1048) Acc 6.25 (3.74)
Epoch: [1][700/6439] Time 0.445 (0.692) Data 0.0001 (0.0009) Xent 4.8788 (5.4933) Htri 0.1059 (0.1069) Acc 6.25 (4.33)
Epoch: [1][800/6439] Time 0.782 (0.689) Data 0.0001 (0.0008) Xent 4.3151 (5.3576) Htri 0.0000 (0.1073) Acc 6.25 (5.03)
Epoch: [1][900/6439] Time 0.609 (0.690) Data 0.0002 (0.0008) Xent 3.6359 (5.2266) Htri 0.0069 (0.1070) Acc 18.75 (5.77)
Epoch: [1][1000/6439] Time 0.509 (0.690) Data 0.0001 (0.0007) Xent 4.1077 (5.1036) Htri 0.0000 (0.1078) Acc 9.38 (6.47)
Epoch: [1][1100/6439] Time 0.433 (0.689) Data 0.0001 (0.0006) Xent 3.8054 (4.9869) Htri 0.0000 (0.1068) Acc 18.75 (7.18)
Epoch: [1][1200/6439] Time 0.589 (0.687) Data 0.0003 (0.0006) Xent 3.5086 (4.8807) Htri 0.0130 (0.1055) Acc 15.62 (7.88)
Epoch: [1][1300/6439] Time 0.635 (0.687) Data 0.0002 (0.0006) Xent 3.6802 (4.7728) Htri 0.1736 (0.1039) Acc 15.62 (8.68)
Epoch: [1][1400/6439] Time 0.403 (0.687) Data 0.0001 (0.0005) Xent 3.4728 (4.6706) Htri 0.0000 (0.1025) Acc 18.75 (9.56)
Epoch: [1][1500/6439] Time 0.627 (0.688) Data 0.0001 (0.0005) Xent 3.0236 (4.5724) Htri 0.2028 (0.1013) Acc 15.62 (10.40)
Epoch: [1][1600/6439] Time 0.493 (0.688) Data 0.0002 (0.0005) Xent 2.8346 (4.4788) Htri 0.0000 (0.1000) Acc 28.12 (11.39)
Epoch: [1][1700/6439] Time 0.604 (0.688) Data 0.0001 (0.0005) Xent 3.0770 (4.3840) Htri 0.0404 (0.0988) Acc 25.00 (12.40)
Epoch: [1][1800/6439] Time 0.500 (0.688) Data 0.0002 (0.0005) Xent 2.3567 (4.2908) Htri 0.0000 (0.0969) Acc 34.38 (13.49)
Epoch: [1][1900/6439] Time 1.888 (0.689) Data 0.0002 (0.0004) Xent 2.4586 (4.1992) Htri 0.0966 (0.0953) Acc 34.38 (14.61)
Epoch: [1][2000/6439] Time 0.646 (0.687) Data 0.0002 (0.0004) Xent 2.8129 (4.1155) Htri 0.2116 (0.0942) Acc 28.12 (15.62)
Epoch: [1][2100/6439] Time 0.511 (0.687) Data 0.0001 (0.0004) Xent 2.2680 (4.0337) Htri 0.0000 (0.0925) Acc 31.25 (16.70)
Epoch: [1][2200/6439] Time 0.579 (0.686) Data 0.0001 (0.0004) Xent 1.7504 (3.9525) Htri 0.1197 (0.0910) Acc 53.12 (17.82)
Epoch: [1][2300/6439] Time 0.724 (0.685) Data 0.0001 (0.0004) Xent 2.1957 (3.8738) Htri 0.0065 (0.0889) Acc 31.25 (18.97)
Epoch: [1][2400/6439] Time 0.522 (0.682) Data 0.0002 (0.0004) Xent 1.6945 (3.7955) Htri 0.0000 (0.0870) Acc 53.12 (20.17)
Epoch: [1][2500/6439] Time 0.855 (0.681) Data 0.0002 (0.0004) Xent 2.0354 (3.7209) Htri 0.1027 (0.0851) Acc 50.00 (21.32)
Epoch: [1][2600/6439] Time 0.647 (0.679) Data 0.0004 (0.0004) Xent 1.2808 (3.6486) Htri 0.0972 (0.0836) Acc 62.50 (22.47)
Epoch: [1][2700/6439] Time 0.740 (0.678) Data 0.0002 (0.0004) Xent 2.4235 (3.5791) Htri 0.0000 (0.0824) Acc 37.50 (23.54)
Epoch: [1][2800/6439] Time 0.609 (0.676) Data 0.0001 (0.0004) Xent 1.2168 (3.5155) Htri 0.0000 (0.0813) Acc 65.62 (24.57)
Epoch: [1][2900/6439] Time 0.719 (0.674) Data 0.0001 (0.0003) Xent 1.4776 (3.4521) Htri 0.0000 (0.0798) Acc 59.38 (25.62)
Epoch: [1][3000/6439] Time 0.955 (0.672) Data 0.0001 (0.0003) Xent 1.9175 (3.3900) Htri 0.2683 (0.0785) Acc 34.38 (26.71)
Epoch: [1][3100/6439] Time 0.443 (0.672) Data 0.0001 (0.0003) Xent 1.3279 (3.3279) Htri 0.0000 (0.0773) Acc 62.50 (27.79)
Epoch: [1][3200/6439] Time 0.494 (0.670) Data 0.0001 (0.0003) Xent 1.8305 (3.2721) Htri 0.0000 (0.0763) Acc 50.00 (28.74)
Epoch: [1][3300/6439] Time 0.383 (0.668) Data 0.0001 (0.0003) Xent 1.7658 (3.2137) Htri 0.1037 (0.0753) Acc 50.00 (29.80)
Epoch: [1][3400/6439] Time 1.156 (0.667) Data 0.0002 (0.0003) Xent 1.2164 (3.1588) Htri 0.0000 (0.0743) Acc 65.62 (30.80)
Epoch: [1][3500/6439] Time 0.648 (0.666) Data 0.0001 (0.0003) Xent 1.0702 (3.1061) Htri 0.1805 (0.0730) Acc 68.75 (31.76)
Epoch: [1][3600/6439] Time 0.689 (0.665) Data 0.0002 (0.0003) Xent 1.5742 (3.0557) Htri 0.0000 (0.0720) Acc 56.25 (32.68)
Epoch: [1][3700/6439] Time 0.397 (0.664) Data 0.0001 (0.0003) Xent 1.0911 (3.0058) Htri 0.0000 (0.0706) Acc 75.00 (33.61)
Epoch: [1][3800/6439] Time 0.588 (0.663) Data 0.0002 (0.0003) Xent 1.3577 (2.9568) Htri 0.0000 (0.0694) Acc 62.50 (34.55)
Epoch: [1][3900/6439] Time 0.574 (0.663) Data 0.0002 (0.0003) Xent 0.9354 (2.9092) Htri 0.0000 (0.0683) Acc 78.12 (35.43)
Epoch: [1][4000/6439] Time 0.606 (0.663) Data 0.0001 (0.0003) Xent 0.8024 (2.8633) Htri 0.0000 (0.0670) Acc 71.88 (36.32)
Epoch: [1][4100/6439] Time 0.638 (0.663) Data 0.0001 (0.0003) Xent 0.9195 (2.8186) Htri 0.0000 (0.0657) Acc 81.25 (37.20)
Epoch: [1][4200/6439] Time 0.467 (0.663) Data 0.0002 (0.0003) Xent 1.2938 (2.7761) Htri 0.0000 (0.0651) Acc 62.50 (38.01)
Epoch: [1][4300/6439] Time 0.989 (0.663) Data 0.0001 (0.0003) Xent 0.8729 (2.7351) Htri 0.0807 (0.0641) Acc 75.00 (38.79)
Epoch: [1][4400/6439] Time 0.509 (0.663) Data 0.0001 (0.0003) Xent 0.8837 (2.6961) Htri 0.0000 (0.0633) Acc 75.00 (39.54)
Epoch: [1][4500/6439] Time 0.427 (0.663) Data 0.0001 (0.0003) Xent 0.8811 (2.6582) Htri 0.0000 (0.0625) Acc 81.25 (40.27)
Epoch: [1][4600/6439] Time 0.515 (0.663) Data 0.0001 (0.0003) Xent 0.4900 (2.6206) Htri 0.0090 (0.0618) Acc 87.50 (41.02)
Epoch: [1][4700/6439] Time 0.513 (0.663) Data 0.0001 (0.0003) Xent 0.9298 (2.5838) Htri 0.0100 (0.0608) Acc 78.12 (41.74)
Epoch: [1][4800/6439] Time 0.541 (0.664) Data 0.0001 (0.0003) Xent 0.6766 (2.5480) Htri 0.1136 (0.0599) Acc 81.25 (42.44)
Epoch: [1][4900/6439] Time 1.366 (0.664) Data 0.0001 (0.0003) Xent 0.6890 (2.5126) Htri 0.0000 (0.0592) Acc 75.00 (43.16)
Epoch: [1][5000/6439] Time 0.759 (0.664) Data 0.0003 (0.0003) Xent 1.2139 (2.4799) Htri 0.0000 (0.0585) Acc 81.25 (43.81)
Epoch: [1][5100/6439] Time 0.646 (0.664) Data 0.0002 (0.0003) Xent 0.5352 (2.4474) Htri 0.0000 (0.0577) Acc 87.50 (44.47)
Epoch: [1][5200/6439] Time 0.656 (0.663) Data 0.0002 (0.0003) Xent 0.6499 (2.4167) Htri 0.0000 (0.0573) Acc 84.38 (45.09)
Epoch: [1][5300/6439] Time 0.463 (0.664) Data 0.0002 (0.0003) Xent 0.6586 (2.3854) Htri 0.0000 (0.0564) Acc 81.25 (45.73)
Epoch: [1][5400/6439] Time 0.438 (0.663) Data 0.0001 (0.0003) Xent 0.5414 (2.3555) Htri 0.0000 (0.0559) Acc 78.12 (46.35)
Epoch: [1][5500/6439] Time 0.555 (0.663) Data 0.0002 (0.0003) Xent 0.2999 (2.3264) Htri 0.0000 (0.0552) Acc 93.75 (46.94)
Epoch: [1][5600/6439] Time 0.588 (0.664) Data 0.0002 (0.0003) Xent 0.7317 (2.2978) Htri 0.0000 (0.0545) Acc 81.25 (47.53)
Epoch: [1][5700/6439] Time 0.627 (0.664) Data 0.0001 (0.0003) Xent 0.7958 (2.2706) Htri 0.0000 (0.0541) Acc 75.00 (48.10)
Epoch: [1][5800/6439] Time 0.634 (0.664) Data 0.0001 (0.0003) Xent 0.6678 (2.2430) Htri 0.0000 (0.0535) Acc 81.25 (48.68)
Epoch: [1][5900/6439] Time 0.560 (0.664) Data 0.0001 (0.0003) Xent 0.7676 (2.2164) Htri 0.0719 (0.0529) Acc 78.12 (49.24)
Epoch: [1][6000/6439] Time 0.560 (0.664) Data 0.0001 (0.0003) Xent 0.4681 (2.1907) Htri 0.0000 (0.0522) Acc 90.62 (49.78)
Epoch: [1][6100/6439] Time 0.496 (0.664) Data 0.0001 (0.0003) Xent 0.5282 (2.1657) Htri 0.1195 (0.0516) Acc 90.62 (50.31)
Epoch: [1][6200/6439] Time 0.515 (0.664) Data 0.0002 (0.0002) Xent 0.6214 (2.1422) Htri 0.0000 (0.0510) Acc 84.38 (50.79)
Epoch: [1][6300/6439] Time 0.536 (0.664) Data 0.0001 (0.0002) Xent 0.2580 (2.1182) Htri 0.0000 (0.0504) Acc 96.88 (51.30)
Epoch: [1][6400/6439] Time 0.515 (0.664) Data 0.0002 (0.0002) Xent 0.5410 (2.0951) Htri 0.0000 (0.0500) Acc 81.25 (51.79)
=> Validation
Evaluating Aic ...
/opt/conda/conda-bld/pytorch_1587428111115/work/torch/csrc/utils/python_arg_parser.cpp:756: UserWarning: This overload of addmm_ is deprecated:
addmm_(Number beta, Number alpha, Tensor mat1, Tensor mat2)
Consider using one of the following signatures instead:
addmm_(Tensor mat1, Tensor mat2, *, Number beta, Number alpha)
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.030/32
Computing CMC and mAP
Results ----------
mAP: 11.1%
CMC curve
Rank-1 : 21.3%
Rank-5 : 31.1%
Rank-10 : 38.9%
Rank-20 : 45.1%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-1"
Epoch: [2][100/6439] Time 0.587 (0.636) Data 0.0003 (0.0052) Xent 0.6707 (0.6023) Htri 0.0344 (0.0147) Acc 81.25 (83.22)
Epoch: [2][200/6439] Time 0.499 (0.657) Data 0.0003 (0.0027) Xent 0.3944 (0.5992) Htri 0.0000 (0.0140) Acc 87.50 (83.45)
Epoch: [2][300/6439] Time 0.642 (0.661) Data 0.0001 (0.0019) Xent 0.8587 (0.5894) Htri 0.0000 (0.0119) Acc 78.12 (83.86)
Epoch: [2][400/6439] Time 0.657 (0.656) Data 0.0002 (0.0014) Xent 0.2617 (0.5800) Htri 0.0000 (0.0123) Acc 93.75 (84.25)
Epoch: [2][500/6439] Time 0.586 (0.662) Data 0.0001 (0.0012) Xent 0.4865 (0.5774) Htri 0.0000 (0.0147) Acc 90.62 (84.27)
Epoch: [2][600/6439] Time 0.546 (0.665) Data 0.0002 (0.0010) Xent 0.6153 (0.5824) Htri 0.0000 (0.0142) Acc 81.25 (84.11)
Epoch: [2][700/6439] Time 0.617 (0.662) Data 0.0001 (0.0009) Xent 0.3985 (0.5779) Htri 0.0000 (0.0151) Acc 84.38 (84.29)
Epoch: [2][800/6439] Time 0.730 (0.658) Data 0.0002 (0.0008) Xent 0.5203 (0.5772) Htri 0.0000 (0.0159) Acc 84.38 (84.32)
Epoch: [2][900/6439] Time 0.607 (0.659) Data 0.0002 (0.0007) Xent 0.6482 (0.5755) Htri 0.0000 (0.0164) Acc 81.25 (84.27)
Epoch: [2][1000/6439] Time 0.656 (0.661) Data 0.0002 (0.0007) Xent 1.1158 (0.5704) Htri 0.0000 (0.0164) Acc 78.12 (84.42)
Epoch: [2][1100/6439] Time 0.662 (0.662) Data 0.0002 (0.0006) Xent 0.3343 (0.5641) Htri 0.0000 (0.0157) Acc 90.62 (84.59)
Epoch: [2][1200/6439] Time 0.746 (0.662) Data 0.0002 (0.0006) Xent 0.3515 (0.5584) Htri 0.0000 (0.0148) Acc 93.75 (84.75)
Epoch: [2][1300/6439] Time 0.749 (0.662) Data 0.0001 (0.0006) Xent 0.2497 (0.5524) Htri 0.0000 (0.0142) Acc 90.62 (84.91)
Epoch: [2][1400/6439] Time 0.461 (0.660) Data 0.0002 (0.0006) Xent 0.7068 (0.5454) Htri 0.0143 (0.0139) Acc 81.25 (85.12)
Epoch: [2][1500/6439] Time 0.598 (0.661) Data 0.0002 (0.0005) Xent 0.3713 (0.5435) Htri 0.0000 (0.0136) Acc 84.38 (85.22)
Epoch: [2][1600/6439] Time 0.662 (0.662) Data 0.0009 (0.0005) Xent 0.3360 (0.5410) Htri 0.0000 (0.0138) Acc 93.75 (85.27)
Epoch: [2][1700/6439] Time 0.738 (0.661) Data 0.0002 (0.0005) Xent 0.3276 (0.5369) Htri 0.0000 (0.0138) Acc 87.50 (85.41)
Epoch: [2][1800/6439] Time 0.753 (0.662) Data 0.0001 (0.0005) Xent 0.2155 (0.5340) Htri 0.0896 (0.0141) Acc 93.75 (85.50)
Epoch: [2][1900/6439] Time 0.642 (0.662) Data 0.0003 (0.0005) Xent 0.2843 (0.5317) Htri 0.0000 (0.0140) Acc 93.75 (85.54)
Epoch: [2][2000/6439] Time 0.481 (0.662) Data 0.0001 (0.0004) Xent 0.3508 (0.5291) Htri 0.0000 (0.0139) Acc 87.50 (85.62)
Epoch: [2][2100/6439] Time 0.555 (0.661) Data 0.0003 (0.0004) Xent 0.7576 (0.5256) Htri 0.0000 (0.0139) Acc 81.25 (85.72)
Epoch: [2][2200/6439] Time 0.489 (0.661) Data 0.0003 (0.0004) Xent 0.4186 (0.5228) Htri 0.0000 (0.0139) Acc 87.50 (85.81)
Epoch: [2][2300/6439] Time 0.564 (0.662) Data 0.0002 (0.0004) Xent 0.5606 (0.5203) Htri 0.0000 (0.0137) Acc 81.25 (85.88)
Epoch: [2][2400/6439] Time 0.497 (0.662) Data 0.0001 (0.0004) Xent 0.4544 (0.5175) Htri 0.0000 (0.0137) Acc 90.62 (85.97)
Epoch: [2][2500/6439] Time 0.529 (0.662) Data 0.0001 (0.0004) Xent 0.5752 (0.5165) Htri 0.0000 (0.0135) Acc 87.50 (86.00)
Epoch: [2][2600/6439] Time 0.562 (0.661) Data 0.0002 (0.0004) Xent 0.3863 (0.5147) Htri 0.0000 (0.0133) Acc 90.62 (86.06)
Epoch: [2][2700/6439] Time 1.155 (0.662) Data 0.0001 (0.0004) Xent 0.4157 (0.5133) Htri 0.0000 (0.0134) Acc 90.62 (86.12)
Epoch: [2][2800/6439] Time 0.664 (0.662) Data 0.0003 (0.0004) Xent 0.3591 (0.5123) Htri 0.0000 (0.0134) Acc 93.75 (86.15)
Epoch: [2][2900/6439] Time 0.638 (0.662) Data 0.0001 (0.0004) Xent 0.2705 (0.5101) Htri 0.0000 (0.0132) Acc 93.75 (86.20)
Epoch: [2][3000/6439] Time 0.634 (0.662) Data 0.0003 (0.0004) Xent 0.5728 (0.5066) Htri 0.0000 (0.0130) Acc 81.25 (86.28)
Epoch: [2][3100/6439] Time 0.460 (0.661) Data 0.0002 (0.0004) Xent 0.9076 (0.5041) Htri 0.0000 (0.0130) Acc 75.00 (86.36)
Epoch: [2][3200/6439] Time 0.637 (0.661) Data 0.0001 (0.0004) Xent 0.3043 (0.5039) Htri 0.0000 (0.0131) Acc 93.75 (86.39)
Epoch: [2][3300/6439] Time 0.685 (0.661) Data 0.0003 (0.0003) Xent 0.3743 (0.5023) Htri 0.0000 (0.0130) Acc 90.62 (86.42)
Epoch: [2][3400/6439] Time 0.599 (0.661) Data 0.0002 (0.0003) Xent 0.5645 (0.4995) Htri 0.0000 (0.0128) Acc 87.50 (86.50)
Epoch: [2][3500/6439] Time 0.611 (0.661) Data 0.0001 (0.0003) Xent 0.3189 (0.4957) Htri 0.0000 (0.0128) Acc 93.75 (86.60)
Epoch: [2][3600/6439] Time 0.695 (0.662) Data 0.0001 (0.0003) Xent 0.4194 (0.4929) Htri 0.0000 (0.0127) Acc 90.62 (86.67)
Epoch: [2][3700/6439] Time 0.584 (0.661) Data 0.0001 (0.0003) Xent 0.3201 (0.4909) Htri 0.0000 (0.0127) Acc 90.62 (86.73)
Epoch: [2][3800/6439] Time 0.571 (0.661) Data 0.0001 (0.0003) Xent 0.2767 (0.4885) Htri 0.0000 (0.0126) Acc 96.88 (86.81)
Epoch: [2][3900/6439] Time 0.638 (0.662) Data 0.0002 (0.0003) Xent 0.6748 (0.4864) Htri 0.0000 (0.0128) Acc 68.75 (86.88)
Epoch: [2][4000/6439] Time 0.794 (0.663) Data 0.0002 (0.0003) Xent 0.1867 (0.4848) Htri 0.0000 (0.0126) Acc 96.88 (86.92)
Epoch: [2][4100/6439] Time 0.650 (0.662) Data 0.0002 (0.0003) Xent 0.4222 (0.4822) Htri 0.0000 (0.0126) Acc 90.62 (87.00)
Epoch: [2][4200/6439] Time 0.365 (0.662) Data 0.0001 (0.0003) Xent 0.5481 (0.4802) Htri 0.0000 (0.0125) Acc 90.62 (87.07)
Epoch: [2][4300/6439] Time 0.551 (0.662) Data 0.0002 (0.0003) Xent 0.3237 (0.4785) Htri 0.0000 (0.0125) Acc 90.62 (87.12)
Epoch: [2][4400/6439] Time 0.703 (0.662) Data 0.0002 (0.0003) Xent 0.2700 (0.4769) Htri 0.0000 (0.0126) Acc 96.88 (87.18)
Epoch: [2][4500/6439] Time 0.809 (0.662) Data 0.0001 (0.0003) Xent 0.3271 (0.4752) Htri 0.1260 (0.0127) Acc 90.62 (87.23)
Epoch: [2][4600/6439] Time 0.479 (0.662) Data 0.0002 (0.0003) Xent 0.4874 (0.4730) Htri 0.0000 (0.0126) Acc 87.50 (87.31)
Epoch: [2][4700/6439] Time 0.613 (0.662) Data 0.0002 (0.0003) Xent 0.2506 (0.4706) Htri 0.0000 (0.0124) Acc 90.62 (87.38)
Epoch: [2][4800/6439] Time 0.660 (0.662) Data 0.0001 (0.0003) Xent 0.4308 (0.4680) Htri 0.0000 (0.0123) Acc 93.75 (87.46)
Epoch: [2][4900/6439] Time 0.658 (0.661) Data 0.0002 (0.0003) Xent 0.2580 (0.4667) Htri 0.0000 (0.0123) Acc 90.62 (87.51)
Epoch: [2][5000/6439] Time 0.648 (0.662) Data 0.0001 (0.0003) Xent 0.2819 (0.4648) Htri 0.0210 (0.0122) Acc 93.75 (87.57)
Epoch: [2][5100/6439] Time 0.631 (0.662) Data 0.0006 (0.0003) Xent 0.2191 (0.4628) Htri 0.0000 (0.0121) Acc 90.62 (87.63)
Epoch: [2][5200/6439] Time 0.430 (0.661) Data 0.0002 (0.0003) Xent 0.5373 (0.4609) Htri 0.0000 (0.0120) Acc 84.38 (87.69)
Epoch: [2][5300/6439] Time 0.594 (0.661) Data 0.0002 (0.0003) Xent 0.5932 (0.4590) Htri 0.0000 (0.0121) Acc 81.25 (87.75)
Epoch: [2][5400/6439] Time 0.612 (0.661) Data 0.0001 (0.0003) Xent 0.5947 (0.4574) Htri 0.0000 (0.0120) Acc 81.25 (87.80)
Epoch: [2][5500/6439] Time 0.614 (0.661) Data 0.0004 (0.0003) Xent 0.3553 (0.4556) Htri 0.0669 (0.0119) Acc 90.62 (87.86)
Epoch: [2][5600/6439] Time 0.539 (0.661) Data 0.0002 (0.0003) Xent 0.3612 (0.4535) Htri 0.0000 (0.0119) Acc 93.75 (87.91)
Epoch: [2][5700/6439] Time 0.545 (0.661) Data 0.0001 (0.0003) Xent 0.5813 (0.4514) Htri 0.0000 (0.0117) Acc 84.38 (87.98)
Epoch: [2][5800/6439] Time 0.734 (0.661) Data 0.0003 (0.0003) Xent 0.5624 (0.4491) Htri 0.0000 (0.0117) Acc 87.50 (88.05)
Epoch: [2][5900/6439] Time 0.672 (0.661) Data 0.0002 (0.0003) Xent 0.4073 (0.4472) Htri 0.0000 (0.0116) Acc 84.38 (88.10)
Epoch: [2][6000/6439] Time 0.637 (0.661) Data 0.0002 (0.0003) Xent 0.2168 (0.4455) Htri 0.0000 (0.0115) Acc 93.75 (88.15)
Epoch: [2][6100/6439] Time 0.674 (0.661) Data 0.0002 (0.0003) Xent 0.5993 (0.4441) Htri 0.0000 (0.0115) Acc 81.25 (88.20)
Epoch: [2][6200/6439] Time 1.470 (0.661) Data 0.0003 (0.0003) Xent 0.4399 (0.4422) Htri 0.0000 (0.0113) Acc 87.50 (88.26)
Epoch: [2][6300/6439] Time 0.701 (0.661) Data 0.0002 (0.0003) Xent 0.1000 (0.4402) Htri 0.0000 (0.0112) Acc 100.00 (88.32)
Epoch: [2][6400/6439] Time 0.712 (0.661) Data 0.0002 (0.0003) Xent 0.5551 (0.4387) Htri 0.0362 (0.0112) Acc 81.25 (88.35)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 14.1%
CMC curve
Rank-1 : 26.4%
Rank-5 : 40.0%
Rank-10 : 47.6%
Rank-20 : 54.0%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-2"
Epoch: [3][100/6439] Time 0.677 (0.610) Data 0.0002 (0.0053) Xent 0.3999 (0.3062) Htri 0.0000 (0.0080) Acc 93.75 (92.31)
Epoch: [3][200/6439] Time 0.660 (0.603) Data 0.0002 (0.0028) Xent 0.2363 (0.3162) Htri 0.0000 (0.0073) Acc 90.62 (92.00)
Epoch: [3][300/6439] Time 0.677 (0.616) Data 0.0005 (0.0019) Xent 0.1219 (0.3162) Htri 0.0000 (0.0072) Acc 96.88 (91.91)
Epoch: [3][400/6439] Time 0.645 (0.612) Data 0.0004 (0.0015) Xent 0.3040 (0.3181) Htri 0.0000 (0.0075) Acc 90.62 (91.81)
Epoch: [3][500/6439] Time 0.707 (0.617) Data 0.0002 (0.0012) Xent 0.2298 (0.3141) Htri 0.0000 (0.0075) Acc 93.75 (91.86)
Epoch: [3][600/6439] Time 0.465 (0.613) Data 0.0002 (0.0010) Xent 0.1653 (0.3180) Htri 0.0000 (0.0075) Acc 93.75 (91.78)
Epoch: [3][700/6439] Time 0.601 (0.613) Data 0.0001 (0.0009) Xent 0.4955 (0.3215) Htri 0.0000 (0.0073) Acc 84.38 (91.64)
Epoch: [3][800/6439] Time 0.652 (0.613) Data 0.0002 (0.0008) Xent 0.3187 (0.3164) Htri 0.0000 (0.0069) Acc 93.75 (91.74)
Epoch: [3][900/6439] Time 0.639 (0.612) Data 0.0002 (0.0008) Xent 0.3823 (0.3156) Htri 0.0000 (0.0071) Acc 90.62 (91.74)
Epoch: [3][1000/6439] Time 0.843 (0.611) Data 0.0001 (0.0007) Xent 0.2228 (0.3159) Htri 0.1060 (0.0075) Acc 100.00 (91.73)
Epoch: [3][1100/6439] Time 0.703 (0.611) Data 0.0002 (0.0007) Xent 0.1348 (0.3161) Htri 0.0000 (0.0080) Acc 96.88 (91.74)
Epoch: [3][1200/6439] Time 0.600 (0.612) Data 0.0002 (0.0006) Xent 0.3478 (0.3167) Htri 0.0000 (0.0077) Acc 90.62 (91.70)
Epoch: [3][1300/6439] Time 0.617 (0.615) Data 0.0003 (0.0006) Xent 0.1459 (0.3140) Htri 0.0857 (0.0078) Acc 100.00 (91.80)
Epoch: [3][1400/6439] Time 0.644 (0.618) Data 0.0001 (0.0006) Xent 0.2161 (0.3132) Htri 0.0000 (0.0076) Acc 93.75 (91.84)
Epoch: [3][1500/6439] Time 0.599 (0.620) Data 0.0001 (0.0005) Xent 0.2146 (0.3129) Htri 0.0887 (0.0080) Acc 96.88 (91.86)
Epoch: [3][1600/6439] Time 0.480 (0.622) Data 0.0002 (0.0005) Xent 0.3292 (0.3123) Htri 0.0000 (0.0078) Acc 87.50 (91.86)
Epoch: [3][1700/6439] Time 0.651 (0.624) Data 0.0002 (0.0005) Xent 0.3015 (0.3141) Htri 0.0000 (0.0079) Acc 90.62 (91.81)
Epoch: [3][1800/6439] Time 0.501 (0.626) Data 0.0001 (0.0005) Xent 0.7147 (0.3156) Htri 0.0000 (0.0078) Acc 78.12 (91.81)
Epoch: [3][1900/6439] Time 0.870 (0.627) Data 0.0001 (0.0005) Xent 0.3366 (0.3155) Htri 0.0000 (0.0078) Acc 90.62 (91.80)
Epoch: [3][2000/6439] Time 0.605 (0.628) Data 0.0001 (0.0004) Xent 0.3009 (0.3164) Htri 0.0000 (0.0078) Acc 93.75 (91.77)
Epoch: [3][2100/6439] Time 1.616 (0.630) Data 0.0002 (0.0004) Xent 0.2545 (0.3160) Htri 0.0000 (0.0077) Acc 87.50 (91.79)
Epoch: [3][2200/6439] Time 0.709 (0.630) Data 0.0002 (0.0004) Xent 0.1936 (0.3161) Htri 0.0000 (0.0077) Acc 96.88 (91.80)
Epoch: [3][2300/6439] Time 0.576 (0.631) Data 0.0001 (0.0004) Xent 0.2299 (0.3164) Htri 0.0000 (0.0077) Acc 96.88 (91.81)
Epoch: [3][2400/6439] Time 0.853 (0.632) Data 0.0005 (0.0004) Xent 0.2520 (0.3140) Htri 0.0000 (0.0077) Acc 93.75 (91.88)
Epoch: [3][2500/6439] Time 0.620 (0.634) Data 0.0001 (0.0004) Xent 0.2842 (0.3146) Htri 0.0000 (0.0076) Acc 90.62 (91.87)
Epoch: [3][2600/6439] Time 0.549 (0.635) Data 0.0001 (0.0004) Xent 0.2914 (0.3132) Htri 0.0000 (0.0075) Acc 93.75 (91.92)
Epoch: [3][2700/6439] Time 0.572 (0.636) Data 0.0001 (0.0004) Xent 0.2459 (0.3133) Htri 0.0000 (0.0076) Acc 93.75 (91.91)
Epoch: [3][2800/6439] Time 0.615 (0.635) Data 0.0003 (0.0004) Xent 0.3945 (0.3119) Htri 0.0000 (0.0075) Acc 90.62 (91.95)
Epoch: [3][2900/6439] Time 0.554 (0.636) Data 0.0001 (0.0004) Xent 0.3376 (0.3115) Htri 0.0000 (0.0074) Acc 84.38 (91.96)
Epoch: [3][3000/6439] Time 0.638 (0.637) Data 0.0001 (0.0004) Xent 0.0911 (0.3107) Htri 0.0000 (0.0076) Acc 100.00 (91.98)
Epoch: [3][3100/6439] Time 0.613 (0.638) Data 0.0001 (0.0004) Xent 0.2543 (0.3101) Htri 0.0000 (0.0075) Acc 93.75 (91.99)
Epoch: [3][3200/6439] Time 0.602 (0.639) Data 0.0001 (0.0004) Xent 0.2760 (0.3100) Htri 0.0000 (0.0075) Acc 90.62 (91.99)
Epoch: [3][3300/6439] Time 0.563 (0.639) Data 0.0001 (0.0004) Xent 0.3511 (0.3087) Htri 0.0000 (0.0076) Acc 90.62 (92.04)
Epoch: [3][3400/6439] Time 0.538 (0.640) Data 0.0003 (0.0003) Xent 0.6515 (0.3086) Htri 0.0045 (0.0076) Acc 81.25 (92.04)
Epoch: [3][3500/6439] Time 0.571 (0.639) Data 0.0001 (0.0003) Xent 0.3290 (0.3088) Htri 0.0000 (0.0076) Acc 87.50 (92.04)
Epoch: [3][3600/6439] Time 0.643 (0.639) Data 0.0002 (0.0003) Xent 0.4548 (0.3095) Htri 0.0000 (0.0077) Acc 90.62 (92.02)
Epoch: [3][3700/6439] Time 0.649 (0.639) Data 0.0001 (0.0003) Xent 0.2095 (0.3091) Htri 0.0000 (0.0076) Acc 93.75 (92.03)
Epoch: [3][3800/6439] Time 0.596 (0.640) Data 0.0002 (0.0003) Xent 0.4199 (0.3081) Htri 0.0000 (0.0075) Acc 90.62 (92.07)
Epoch: [3][3900/6439] Time 0.810 (0.640) Data 0.0001 (0.0003) Xent 0.3357 (0.3071) Htri 0.0000 (0.0075) Acc 87.50 (92.10)
Epoch: [3][4000/6439] Time 1.630 (0.641) Data 0.0002 (0.0003) Xent 0.1051 (0.3058) Htri 0.0000 (0.0074) Acc 100.00 (92.15)
Epoch: [3][4100/6439] Time 0.553 (0.641) Data 0.0002 (0.0003) Xent 0.3512 (0.3055) Htri 0.0000 (0.0072) Acc 90.62 (92.16)
Epoch: [3][4200/6439] Time 0.492 (0.641) Data 0.0002 (0.0003) Xent 0.2462 (0.3055) Htri 0.0000 (0.0072) Acc 96.88 (92.15)
Epoch: [3][4300/6439] Time 0.560 (0.642) Data 0.0002 (0.0003) Xent 0.7027 (0.3055) Htri 0.0000 (0.0074) Acc 87.50 (92.16)
Epoch: [3][4400/6439] Time 0.696 (0.642) Data 0.0004 (0.0003) Xent 0.2923 (0.3049) Htri 0.0000 (0.0075) Acc 93.75 (92.17)
Epoch: [3][4500/6439] Time 0.527 (0.642) Data 0.0002 (0.0003) Xent 0.0883 (0.3045) Htri 0.0000 (0.0076) Acc 100.00 (92.18)
Epoch: [3][4600/6439] Time 0.541 (0.642) Data 0.0002 (0.0003) Xent 0.0807 (0.3036) Htri 0.0000 (0.0075) Acc 100.00 (92.20)
Epoch: [3][4700/6439] Time 0.733 (0.642) Data 0.0002 (0.0003) Xent 0.1173 (0.3024) Htri 0.0000 (0.0074) Acc 96.88 (92.23)
Epoch: [3][4800/6439] Time 0.577 (0.643) Data 0.0002 (0.0003) Xent 0.1621 (0.3013) Htri 0.0000 (0.0073) Acc 96.88 (92.26)
Epoch: [3][4900/6439] Time 0.593 (0.643) Data 0.0001 (0.0003) Xent 0.3969 (0.3003) Htri 0.0000 (0.0073) Acc 87.50 (92.29)
Epoch: [3][5000/6439] Time 0.686 (0.643) Data 0.0002 (0.0003) Xent 0.2739 (0.3000) Htri 0.0000 (0.0073) Acc 90.62 (92.31)
Epoch: [3][5100/6439] Time 0.543 (0.643) Data 0.0002 (0.0003) Xent 0.1196 (0.2991) Htri 0.0000 (0.0073) Acc 96.88 (92.34)
Epoch: [3][5200/6439] Time 0.534 (0.643) Data 0.0001 (0.0003) Xent 0.2243 (0.2987) Htri 0.0000 (0.0073) Acc 93.75 (92.34)
Epoch: [3][5300/6439] Time 0.501 (0.643) Data 0.0001 (0.0003) Xent 0.3143 (0.2988) Htri 0.0000 (0.0074) Acc 87.50 (92.34)
Epoch: [3][5400/6439] Time 0.559 (0.644) Data 0.0001 (0.0003) Xent 0.2768 (0.2982) Htri 0.0000 (0.0074) Acc 90.62 (92.37)
Epoch: [3][5500/6439] Time 0.552 (0.644) Data 0.0002 (0.0003) Xent 0.3942 (0.2986) Htri 0.0000 (0.0074) Acc 93.75 (92.36)
Epoch: [3][5600/6439] Time 0.633 (0.645) Data 0.0002 (0.0003) Xent 0.2118 (0.2974) Htri 0.1187 (0.0074) Acc 96.88 (92.40)
Epoch: [3][5700/6439] Time 0.514 (0.644) Data 0.0001 (0.0003) Xent 0.3430 (0.2962) Htri 0.0000 (0.0073) Acc 87.50 (92.44)
Epoch: [3][5800/6439] Time 0.485 (0.645) Data 0.0002 (0.0003) Xent 0.2334 (0.2951) Htri 0.0000 (0.0072) Acc 93.75 (92.48)
Epoch: [3][5900/6439] Time 0.454 (0.645) Data 0.0002 (0.0003) Xent 0.2382 (0.2939) Htri 0.0000 (0.0071) Acc 90.62 (92.51)
Epoch: [3][6000/6439] Time 0.625 (0.645) Data 0.0001 (0.0003) Xent 0.2430 (0.2936) Htri 0.0000 (0.0071) Acc 90.62 (92.53)
Epoch: [3][6100/6439] Time 0.688 (0.646) Data 0.0002 (0.0003) Xent 0.2431 (0.2931) Htri 0.0000 (0.0071) Acc 93.75 (92.55)
Epoch: [3][6200/6439] Time 1.422 (0.646) Data 0.0002 (0.0003) Xent 0.1710 (0.2929) Htri 0.0000 (0.0070) Acc 96.88 (92.56)
Epoch: [3][6300/6439] Time 0.485 (0.647) Data 0.0003 (0.0003) Xent 0.5703 (0.2928) Htri 0.0000 (0.0070) Acc 84.38 (92.56)
Epoch: [3][6400/6439] Time 0.572 (0.647) Data 0.0002 (0.0003) Xent 0.4697 (0.2925) Htri 0.0000 (0.0071) Acc 90.62 (92.58)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.026/32
Computing CMC and mAP
Results ----------
mAP: 15.3%
CMC curve
Rank-1 : 25.3%
Rank-5 : 38.0%
Rank-10 : 44.4%
Rank-20 : 52.0%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-3"
Epoch: [4][100/6439] Time 0.436 (0.670) Data 0.0002 (0.0044) Xent 0.1382 (0.2828) Htri 0.0000 (0.0077) Acc 100.00 (92.84)
Epoch: [4][200/6439] Time 1.189 (0.669) Data 0.0002 (0.0023) Xent 0.4447 (0.2756) Htri 0.0000 (0.0076) Acc 87.50 (93.03)
Epoch: [4][300/6439] Time 0.653 (0.664) Data 0.0002 (0.0016) Xent 0.1039 (0.2644) Htri 0.0000 (0.0067) Acc 100.00 (93.38)
Epoch: [4][400/6439] Time 0.568 (0.667) Data 0.0003 (0.0013) Xent 0.2476 (0.2542) Htri 0.0000 (0.0058) Acc 96.88 (93.67)
Epoch: [4][500/6439] Time 0.526 (0.667) Data 0.0002 (0.0010) Xent 0.3036 (0.2576) Htri 0.0000 (0.0058) Acc 93.75 (93.47)
Epoch: [4][600/6439] Time 0.545 (0.669) Data 0.0003 (0.0009) Xent 0.3113 (0.2629) Htri 0.0000 (0.0067) Acc 93.75 (93.32)
Epoch: [4][700/6439] Time 0.583 (0.668) Data 0.0002 (0.0008) Xent 0.1250 (0.2630) Htri 0.0000 (0.0061) Acc 96.88 (93.37)
Epoch: [4][800/6439] Time 0.612 (0.672) Data 0.0001 (0.0007) Xent 0.1295 (0.2585) Htri 0.0000 (0.0058) Acc 96.88 (93.52)
Epoch: [4][900/6439] Time 1.316 (0.672) Data 0.0001 (0.0007) Xent 0.1178 (0.2564) Htri 0.0000 (0.0056) Acc 100.00 (93.54)
Epoch: [4][1000/6439] Time 0.620 (0.670) Data 0.0001 (0.0006) Xent 0.3324 (0.2544) Htri 0.0000 (0.0052) Acc 93.75 (93.58)
Epoch: [4][1100/6439] Time 0.612 (0.671) Data 0.0002 (0.0006) Xent 0.1079 (0.2518) Htri 0.0000 (0.0051) Acc 100.00 (93.71)
Epoch: [4][1200/6439] Time 0.661 (0.671) Data 0.0003 (0.0005) Xent 0.3663 (0.2501) Htri 0.0000 (0.0049) Acc 90.62 (93.76)
Epoch: [4][1300/6439] Time 0.548 (0.670) Data 0.0002 (0.0005) Xent 0.1679 (0.2516) Htri 0.0000 (0.0053) Acc 96.88 (93.74)
Epoch: [4][1400/6439] Time 0.591 (0.670) Data 0.0001 (0.0005) Xent 0.2105 (0.2524) Htri 0.0000 (0.0054) Acc 90.62 (93.68)
Epoch: [4][1500/6439] Time 0.703 (0.669) Data 0.0003 (0.0005) Xent 0.1146 (0.2532) Htri 0.0000 (0.0056) Acc 96.88 (93.64)
Epoch: [4][1600/6439] Time 0.527 (0.668) Data 0.0001 (0.0005) Xent 0.2481 (0.2562) Htri 0.0000 (0.0058) Acc 93.75 (93.56)
Epoch: [4][1700/6439] Time 0.566 (0.668) Data 0.0002 (0.0004) Xent 0.4073 (0.2558) Htri 0.0000 (0.0062) Acc 84.38 (93.59)
Epoch: [4][1800/6439] Time 0.513 (0.667) Data 0.0001 (0.0004) Xent 0.3154 (0.2563) Htri 0.0000 (0.0060) Acc 93.75 (93.60)
Epoch: [4][1900/6439] Time 0.614 (0.666) Data 0.0001 (0.0004) Xent 0.1713 (0.2544) Htri 0.0000 (0.0057) Acc 96.88 (93.65)
Epoch: [4][2000/6439] Time 0.501 (0.666) Data 0.0001 (0.0004) Xent 0.4918 (0.2538) Htri 0.0000 (0.0056) Acc 93.75 (93.67)
Epoch: [4][2100/6439] Time 0.663 (0.667) Data 0.0001 (0.0004) Xent 0.1278 (0.2527) Htri 0.0000 (0.0056) Acc 93.75 (93.71)
Epoch: [4][2200/6439] Time 0.579 (0.666) Data 0.0003 (0.0004) Xent 0.4046 (0.2519) Htri 0.0609 (0.0058) Acc 87.50 (93.74)
Epoch: [4][2300/6439] Time 0.639 (0.666) Data 0.0002 (0.0004) Xent 0.2058 (0.2517) Htri 0.0000 (0.0058) Acc 93.75 (93.74)
Epoch: [4][2400/6439] Time 0.516 (0.667) Data 0.0003 (0.0004) Xent 0.2029 (0.2508) Htri 0.0000 (0.0058) Acc 96.88 (93.78)
Epoch: [4][2500/6439] Time 0.522 (0.667) Data 0.0001 (0.0004) Xent 0.1260 (0.2494) Htri 0.0000 (0.0058) Acc 100.00 (93.82)
Epoch: [4][2600/6439] Time 1.437 (0.667) Data 0.0001 (0.0003) Xent 0.2281 (0.2489) Htri 0.0000 (0.0057) Acc 96.88 (93.83)
Epoch: [4][2700/6439] Time 0.472 (0.668) Data 0.0001 (0.0003) Xent 0.3869 (0.2496) Htri 0.0000 (0.0057) Acc 87.50 (93.81)
Epoch: [4][2800/6439] Time 0.561 (0.668) Data 0.0002 (0.0003) Xent 0.3995 (0.2494) Htri 0.0000 (0.0056) Acc 93.75 (93.82)
Epoch: [4][2900/6439] Time 0.516 (0.667) Data 0.0001 (0.0003) Xent 0.1386 (0.2488) Htri 0.0000 (0.0057) Acc 100.00 (93.84)
Epoch: [4][3000/6439] Time 0.458 (0.668) Data 0.0001 (0.0003) Xent 0.1236 (0.2492) Htri 0.0447 (0.0057) Acc 96.88 (93.84)
Epoch: [4][3100/6439] Time 0.392 (0.668) Data 0.0002 (0.0003) Xent 0.1631 (0.2488) Htri 0.0000 (0.0058) Acc 96.88 (93.84)
Epoch: [4][3200/6439] Time 0.595 (0.668) Data 0.0002 (0.0003) Xent 0.1741 (0.2491) Htri 0.0000 (0.0057) Acc 93.75 (93.82)
Epoch: [4][3300/6439] Time 1.603 (0.669) Data 0.0001 (0.0003) Xent 0.2680 (0.2494) Htri 0.0000 (0.0057) Acc 96.88 (93.81)
Epoch: [4][3400/6439] Time 0.678 (0.670) Data 0.0002 (0.0003) Xent 0.2991 (0.2498) Htri 0.0000 (0.0059) Acc 93.75 (93.81)
Epoch: [4][3500/6439] Time 0.737 (0.670) Data 0.0001 (0.0003) Xent 0.4407 (0.2517) Htri 0.0945 (0.0059) Acc 90.62 (93.76)
Epoch: [4][3600/6439] Time 0.608 (0.671) Data 0.0003 (0.0003) Xent 0.2878 (0.2518) Htri 0.0000 (0.0061) Acc 93.75 (93.77)
Epoch: [4][3700/6439] Time 0.624 (0.670) Data 0.0002 (0.0003) Xent 0.1071 (0.2515) Htri 0.0000 (0.0061) Acc 100.00 (93.78)
Epoch: [4][3800/6439] Time 0.545 (0.671) Data 0.0003 (0.0003) Xent 0.2635 (0.2517) Htri 0.0000 (0.0062) Acc 93.75 (93.78)
Epoch: [4][3900/6439] Time 0.703 (0.671) Data 0.0002 (0.0003) Xent 0.3685 (0.2524) Htri 0.0000 (0.0063) Acc 93.75 (93.75)
Epoch: [4][4000/6439] Time 0.634 (0.671) Data 0.0001 (0.0003) Xent 0.1105 (0.2529) Htri 0.0000 (0.0063) Acc 96.88 (93.74)
Epoch: [4][4100/6439] Time 0.561 (0.671) Data 0.0001 (0.0003) Xent 0.0669 (0.2526) Htri 0.0000 (0.0062) Acc 100.00 (93.76)
Epoch: [4][4200/6439] Time 0.739 (0.671) Data 0.0001 (0.0003) Xent 0.1189 (0.2523) Htri 0.0000 (0.0063) Acc 100.00 (93.76)
Epoch: [4][4300/6439] Time 0.705 (0.670) Data 0.0001 (0.0003) Xent 0.2104 (0.2519) Htri 0.0000 (0.0063) Acc 93.75 (93.78)
Epoch: [4][4400/6439] Time 0.694 (0.670) Data 0.0001 (0.0003) Xent 0.1864 (0.2520) Htri 0.0000 (0.0063) Acc 96.88 (93.77)
Epoch: [4][4500/6439] Time 0.515 (0.669) Data 0.0001 (0.0003) Xent 0.1342 (0.2521) Htri 0.0000 (0.0064) Acc 100.00 (93.77)
Epoch: [4][4600/6439] Time 0.644 (0.669) Data 0.0002 (0.0003) Xent 0.1355 (0.2519) Htri 0.0000 (0.0065) Acc 96.88 (93.77)
Epoch: [4][4700/6439] Time 0.689 (0.668) Data 0.0001 (0.0003) Xent 0.1722 (0.2509) Htri 0.0000 (0.0064) Acc 100.00 (93.80)
Epoch: [4][4800/6439] Time 0.743 (0.667) Data 0.0002 (0.0003) Xent 0.1325 (0.2501) Htri 0.0000 (0.0063) Acc 100.00 (93.82)
Epoch: [4][4900/6439] Time 0.638 (0.666) Data 0.0002 (0.0003) Xent 0.1689 (0.2492) Htri 0.0000 (0.0062) Acc 93.75 (93.84)
Epoch: [4][5000/6439] Time 0.643 (0.666) Data 0.0002 (0.0003) Xent 0.1449 (0.2489) Htri 0.0000 (0.0063) Acc 96.88 (93.85)
Epoch: [4][5100/6439] Time 0.767 (0.665) Data 0.0001 (0.0003) Xent 0.2626 (0.2492) Htri 0.0000 (0.0063) Acc 93.75 (93.85)
Epoch: [4][5200/6439] Time 0.386 (0.664) Data 0.0001 (0.0003) Xent 0.3482 (0.2490) Htri 0.0000 (0.0062) Acc 90.62 (93.85)
Epoch: [4][5300/6439] Time 0.580 (0.664) Data 0.0001 (0.0003) Xent 0.4494 (0.2484) Htri 0.0000 (0.0061) Acc 87.50 (93.87)
Epoch: [4][5400/6439] Time 0.418 (0.663) Data 0.0002 (0.0003) Xent 0.1264 (0.2475) Htri 0.0000 (0.0061) Acc 100.00 (93.90)
Epoch: [4][5500/6439] Time 0.490 (0.662) Data 0.0002 (0.0003) Xent 0.1044 (0.2476) Htri 0.0000 (0.0060) Acc 100.00 (93.90)
Epoch: [4][5600/6439] Time 0.578 (0.662) Data 0.0002 (0.0003) Xent 0.4416 (0.2474) Htri 0.0000 (0.0060) Acc 90.62 (93.91)
Epoch: [4][5700/6439] Time 0.509 (0.661) Data 0.0002 (0.0003) Xent 0.3017 (0.2475) Htri 0.0000 (0.0061) Acc 96.88 (93.92)
Epoch: [4][5800/6439] Time 0.569 (0.662) Data 0.0003 (0.0003) Xent 0.1604 (0.2473) Htri 0.0000 (0.0061) Acc 96.88 (93.92)
Epoch: [4][5900/6439] Time 0.645 (0.662) Data 0.0001 (0.0003) Xent 0.0967 (0.2468) Htri 0.0000 (0.0061) Acc 100.00 (93.93)
Epoch: [4][6000/6439] Time 0.591 (0.662) Data 0.0002 (0.0003) Xent 0.1648 (0.2464) Htri 0.0000 (0.0062) Acc 93.75 (93.95)
Epoch: [4][6100/6439] Time 0.734 (0.662) Data 0.0001 (0.0003) Xent 0.5512 (0.2472) Htri 0.0000 (0.0062) Acc 87.50 (93.93)
Epoch: [4][6200/6439] Time 0.679 (0.662) Data 0.0001 (0.0003) Xent 0.1135 (0.2465) Htri 0.0000 (0.0061) Acc 100.00 (93.94)
Epoch: [4][6300/6439] Time 0.663 (0.662) Data 0.0002 (0.0003) Xent 0.3273 (0.2460) Htri 0.0000 (0.0061) Acc 90.62 (93.96)
Epoch: [4][6400/6439] Time 1.038 (0.662) Data 0.0002 (0.0002) Xent 0.3722 (0.2451) Htri 0.0000 (0.0061) Acc 87.50 (93.98)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 15.1%
CMC curve
Rank-1 : 27.6%
Rank-5 : 36.7%
Rank-10 : 44.9%
Rank-20 : 52.7%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-4"
Epoch: [5][100/6439] Time 0.472 (0.657) Data 0.0001 (0.0049) Xent 0.1725 (0.2014) Htri 0.0000 (0.0099) Acc 96.88 (95.44)
Epoch: [5][200/6439] Time 0.843 (0.664) Data 0.0001 (0.0025) Xent 0.2854 (0.2079) Htri 0.0000 (0.0074) Acc 93.75 (95.11)
Epoch: [5][300/6439] Time 0.617 (0.665) Data 0.0002 (0.0017) Xent 0.3091 (0.2103) Htri 0.0000 (0.0061) Acc 87.50 (94.92)
Epoch: [5][400/6439] Time 0.747 (0.667) Data 0.0001 (0.0014) Xent 0.0965 (0.2006) Htri 0.0000 (0.0056) Acc 100.00 (95.26)
Epoch: [5][500/6439] Time 0.701 (0.669) Data 0.0001 (0.0011) Xent 0.3008 (0.2054) Htri 0.0513 (0.0059) Acc 90.62 (95.12)
Epoch: [5][600/6439] Time 1.412 (0.671) Data 0.0001 (0.0010) Xent 0.2653 (0.2098) Htri 0.0000 (0.0055) Acc 96.88 (94.93)
Epoch: [5][700/6439] Time 0.659 (0.671) Data 0.0001 (0.0008) Xent 0.4677 (0.2142) Htri 0.0153 (0.0058) Acc 84.38 (94.75)
Epoch: [5][800/6439] Time 0.595 (0.668) Data 0.0001 (0.0008) Xent 0.1875 (0.2181) Htri 0.0000 (0.0055) Acc 96.88 (94.66)
Epoch: [5][900/6439] Time 0.474 (0.666) Data 0.0002 (0.0007) Xent 0.1287 (0.2153) Htri 0.0000 (0.0053) Acc 96.88 (94.73)
Epoch: [5][1000/6439] Time 0.603 (0.665) Data 0.0002 (0.0006) Xent 0.1481 (0.2154) Htri 0.0000 (0.0051) Acc 96.88 (94.69)
Epoch: [5][1100/6439] Time 0.626 (0.664) Data 0.0001 (0.0006) Xent 0.1166 (0.2165) Htri 0.0000 (0.0050) Acc 100.00 (94.70)
Epoch: [5][1200/6439] Time 1.127 (0.668) Data 0.0002 (0.0006) Xent 0.1614 (0.2216) Htri 0.0000 (0.0058) Acc 96.88 (94.55)
Epoch: [5][1300/6439] Time 0.617 (0.669) Data 0.0001 (0.0005) Xent 0.3880 (0.2265) Htri 0.0000 (0.0063) Acc 90.62 (94.44)
Epoch: [5][1400/6439] Time 0.650 (0.671) Data 0.0001 (0.0005) Xent 0.2293 (0.2270) Htri 0.0000 (0.0062) Acc 93.75 (94.43)
Epoch: [5][1500/6439] Time 0.644 (0.672) Data 0.0002 (0.0005) Xent 0.1337 (0.2267) Htri 0.0340 (0.0060) Acc 100.00 (94.42)
Epoch: [5][1600/6439] Time 0.491 (0.672) Data 0.0002 (0.0005) Xent 0.2654 (0.2262) Htri 0.0000 (0.0058) Acc 96.88 (94.44)
Epoch: [5][1700/6439] Time 0.839 (0.673) Data 0.0002 (0.0005) Xent 0.1120 (0.2248) Htri 0.0000 (0.0056) Acc 96.88 (94.49)
Epoch: [5][1800/6439] Time 0.586 (0.673) Data 0.0002 (0.0004) Xent 0.2014 (0.2226) Htri 0.0000 (0.0056) Acc 93.75 (94.57)
Epoch: [5][1900/6439] Time 0.718 (0.674) Data 0.0002 (0.0004) Xent 0.6770 (0.2236) Htri 0.0000 (0.0060) Acc 87.50 (94.54)
Epoch: [5][2000/6439] Time 0.807 (0.675) Data 0.0001 (0.0004) Xent 0.1755 (0.2237) Htri 0.0000 (0.0059) Acc 96.88 (94.55)
Epoch: [5][2100/6439] Time 0.675 (0.675) Data 0.0001 (0.0004) Xent 0.1939 (0.2251) Htri 0.0000 (0.0062) Acc 93.75 (94.53)
Epoch: [5][2200/6439] Time 0.717 (0.675) Data 0.0002 (0.0004) Xent 0.2938 (0.2252) Htri 0.0000 (0.0060) Acc 93.75 (94.52)
Epoch: [5][2300/6439] Time 0.535 (0.676) Data 0.0001 (0.0004) Xent 0.6793 (0.2243) Htri 0.0199 (0.0060) Acc 84.38 (94.55)
Epoch: [5][2400/6439] Time 0.496 (0.676) Data 0.0001 (0.0004) Xent 0.0924 (0.2238) Htri 0.0000 (0.0058) Acc 96.88 (94.58)
Epoch: [5][2500/6439] Time 0.655 (0.675) Data 0.0001 (0.0004) Xent 0.4191 (0.2238) Htri 0.0000 (0.0058) Acc 84.38 (94.59)
Epoch: [5][2600/6439] Time 0.646 (0.676) Data 0.0001 (0.0004) Xent 0.0635 (0.2238) Htri 0.0000 (0.0056) Acc 100.00 (94.60)
Epoch: [5][2700/6439] Time 0.779 (0.676) Data 0.0001 (0.0003) Xent 0.1888 (0.2229) Htri 0.0206 (0.0057) Acc 93.75 (94.61)
Epoch: [5][2800/6439] Time 0.493 (0.675) Data 0.0001 (0.0003) Xent 0.1235 (0.2222) Htri 0.0000 (0.0056) Acc 100.00 (94.62)
Epoch: [5][2900/6439] Time 0.557 (0.676) Data 0.0002 (0.0003) Xent 0.4629 (0.2231) Htri 0.0000 (0.0059) Acc 87.50 (94.59)
Epoch: [5][3000/6439] Time 0.538 (0.675) Data 0.0001 (0.0003) Xent 0.1586 (0.2243) Htri 0.0000 (0.0059) Acc 96.88 (94.54)
Epoch: [5][3100/6439] Time 1.489 (0.676) Data 0.0001 (0.0003) Xent 0.3860 (0.2237) Htri 0.0000 (0.0058) Acc 81.25 (94.56)
Epoch: [5][3200/6439] Time 0.550 (0.675) Data 0.0001 (0.0003) Xent 0.1321 (0.2227) Htri 0.0000 (0.0057) Acc 96.88 (94.58)
Epoch: [5][3300/6439] Time 0.672 (0.675) Data 0.0001 (0.0003) Xent 0.2432 (0.2227) Htri 0.0000 (0.0059) Acc 93.75 (94.59)
Epoch: [5][3400/6439] Time 0.583 (0.676) Data 0.0001 (0.0003) Xent 0.3578 (0.2237) Htri 0.0000 (0.0062) Acc 96.88 (94.58)
Epoch: [5][3500/6439] Time 0.554 (0.675) Data 0.0001 (0.0003) Xent 0.3159 (0.2254) Htri 0.0000 (0.0063) Acc 96.88 (94.54)
Epoch: [5][3600/6439] Time 0.658 (0.676) Data 0.0001 (0.0003) Xent 0.1763 (0.2259) Htri 0.0000 (0.0063) Acc 100.00 (94.53)
Epoch: [5][3700/6439] Time 0.564 (0.675) Data 0.0001 (0.0003) Xent 0.2154 (0.2256) Htri 0.0000 (0.0062) Acc 96.88 (94.53)
Epoch: [5][3800/6439] Time 0.580 (0.675) Data 0.0001 (0.0003) Xent 0.2070 (0.2246) Htri 0.0000 (0.0062) Acc 96.88 (94.56)
Epoch: [5][3900/6439] Time 0.541 (0.675) Data 0.0001 (0.0003) Xent 0.1808 (0.2242) Htri 0.0000 (0.0061) Acc 96.88 (94.58)
Epoch: [5][4000/6439] Time 0.556 (0.674) Data 0.0001 (0.0003) Xent 0.1669 (0.2236) Htri 0.0000 (0.0060) Acc 96.88 (94.60)
Epoch: [5][4100/6439] Time 0.727 (0.675) Data 0.0001 (0.0003) Xent 0.1833 (0.2233) Htri 0.0000 (0.0061) Acc 96.88 (94.61)
Epoch: [5][4200/6439] Time 0.790 (0.675) Data 0.0003 (0.0003) Xent 0.2046 (0.2239) Htri 0.0000 (0.0061) Acc 96.88 (94.58)
Epoch: [5][4300/6439] Time 0.739 (0.675) Data 0.0002 (0.0003) Xent 0.1178 (0.2232) Htri 0.0000 (0.0062) Acc 96.88 (94.60)
Epoch: [5][4400/6439] Time 0.737 (0.675) Data 0.0002 (0.0003) Xent 0.1810 (0.2236) Htri 0.0000 (0.0063) Acc 96.88 (94.59)
Epoch: [5][4500/6439] Time 0.651 (0.675) Data 0.0003 (0.0003) Xent 0.1331 (0.2231) Htri 0.0000 (0.0063) Acc 96.88 (94.61)
Epoch: [5][4600/6439] Time 0.536 (0.675) Data 0.0002 (0.0003) Xent 0.2935 (0.2226) Htri 0.0386 (0.0062) Acc 93.75 (94.63)
Epoch: [5][4700/6439] Time 0.764 (0.674) Data 0.0001 (0.0003) Xent 0.1253 (0.2222) Htri 0.2677 (0.0062) Acc 96.88 (94.63)
Epoch: [5][4800/6439] Time 0.606 (0.675) Data 0.0001 (0.0003) Xent 0.2251 (0.2219) Htri 0.0000 (0.0062) Acc 96.88 (94.65)
Epoch: [5][4900/6439] Time 0.662 (0.674) Data 0.0001 (0.0003) Xent 0.1206 (0.2219) Htri 0.0000 (0.0063) Acc 96.88 (94.65)
Epoch: [5][5000/6439] Time 0.846 (0.675) Data 0.0001 (0.0003) Xent 0.3916 (0.2224) Htri 0.0000 (0.0062) Acc 84.38 (94.63)
Epoch: [5][5100/6439] Time 0.609 (0.674) Data 0.0003 (0.0003) Xent 0.2951 (0.2226) Htri 0.0000 (0.0062) Acc 93.75 (94.64)
Epoch: [5][5200/6439] Time 0.592 (0.675) Data 0.0002 (0.0003) Xent 0.0695 (0.2224) Htri 0.0000 (0.0061) Acc 96.88 (94.64)
Epoch: [5][5300/6439] Time 0.499 (0.675) Data 0.0004 (0.0003) Xent 0.4058 (0.2229) Htri 0.0000 (0.0063) Acc 87.50 (94.62)
Epoch: [5][5400/6439] Time 0.650 (0.675) Data 0.0002 (0.0003) Xent 0.1632 (0.2228) Htri 0.0000 (0.0062) Acc 100.00 (94.63)
Epoch: [5][5500/6439] Time 0.677 (0.675) Data 0.0001 (0.0003) Xent 0.3119 (0.2231) Htri 0.0000 (0.0063) Acc 93.75 (94.62)
Epoch: [5][5600/6439] Time 0.740 (0.675) Data 0.0001 (0.0003) Xent 0.1776 (0.2228) Htri 0.0000 (0.0063) Acc 93.75 (94.64)
Epoch: [5][5700/6439] Time 0.397 (0.675) Data 0.0003 (0.0003) Xent 0.6708 (0.2229) Htri 0.0000 (0.0064) Acc 84.38 (94.63)
Epoch: [5][5800/6439] Time 0.520 (0.675) Data 0.0002 (0.0003) Xent 0.0777 (0.2224) Htri 0.0000 (0.0063) Acc 96.88 (94.65)
Epoch: [5][5900/6439] Time 1.428 (0.675) Data 0.0002 (0.0003) Xent 0.1494 (0.2213) Htri 0.0454 (0.0062) Acc 96.88 (94.68)
Epoch: [5][6000/6439] Time 0.848 (0.675) Data 0.0002 (0.0003) Xent 0.1269 (0.2212) Htri 0.0000 (0.0061) Acc 96.88 (94.69)
Epoch: [5][6100/6439] Time 0.790 (0.675) Data 0.0001 (0.0002) Xent 0.3696 (0.2201) Htri 0.0000 (0.0060) Acc 84.38 (94.72)
Epoch: [5][6200/6439] Time 0.841 (0.675) Data 0.0003 (0.0002) Xent 0.0367 (0.2193) Htri 0.0000 (0.0060) Acc 100.00 (94.74)
Epoch: [5][6300/6439] Time 0.584 (0.675) Data 0.0002 (0.0002) Xent 0.1129 (0.2186) Htri 0.0000 (0.0059) Acc 100.00 (94.76)
Epoch: [5][6400/6439] Time 0.619 (0.675) Data 0.0001 (0.0002) Xent 0.2601 (0.2182) Htri 0.0000 (0.0059) Acc 93.75 (94.77)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 14.9%
CMC curve
Rank-1 : 28.0%
Rank-5 : 38.4%
Rank-10 : 44.9%
Rank-20 : 50.7%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-5"
Epoch: [6][100/6439] Time 0.631 (0.688) Data 0.0001 (0.0047) Xent 0.2108 (0.1878) Htri 0.0000 (0.0055) Acc 96.88 (95.66)
Epoch: [6][200/6439] Time 0.580 (0.665) Data 0.0002 (0.0025) Xent 0.3687 (0.2038) Htri 0.0000 (0.0051) Acc 87.50 (95.34)
Epoch: [6][300/6439] Time 0.536 (0.668) Data 0.0002 (0.0017) Xent 0.1114 (0.1956) Htri 0.0000 (0.0039) Acc 100.00 (95.51)
Epoch: [6][400/6439] Time 1.555 (0.672) Data 0.0002 (0.0013) Xent 0.1935 (0.1923) Htri 0.0000 (0.0036) Acc 100.00 (95.58)
Epoch: [6][500/6439] Time 0.753 (0.671) Data 0.0001 (0.0011) Xent 0.0423 (0.1961) Htri 0.0000 (0.0040) Acc 100.00 (95.44)
Epoch: [6][600/6439] Time 0.566 (0.672) Data 0.0001 (0.0009) Xent 0.1753 (0.1952) Htri 0.0000 (0.0041) Acc 96.88 (95.53)
Epoch: [6][700/6439] Time 0.502 (0.670) Data 0.0001 (0.0008) Xent 0.2131 (0.1937) Htri 0.0000 (0.0042) Acc 93.75 (95.52)
Epoch: [6][800/6439] Time 0.665 (0.671) Data 0.0001 (0.0007) Xent 0.0781 (0.1919) Htri 0.0000 (0.0038) Acc 100.00 (95.55)
Epoch: [6][900/6439] Time 1.214 (0.673) Data 0.0001 (0.0007) Xent 0.1114 (0.1940) Htri 0.0000 (0.0043) Acc 96.88 (95.50)
Epoch: [6][1000/6439] Time 0.349 (0.671) Data 0.0001 (0.0006) Xent 0.2023 (0.1948) Htri 0.0000 (0.0045) Acc 96.88 (95.47)
Epoch: [6][1100/6439] Time 0.603 (0.674) Data 0.0001 (0.0006) Xent 0.1254 (0.1954) Htri 0.0000 (0.0043) Acc 100.00 (95.43)
Epoch: [6][1200/6439] Time 0.688 (0.674) Data 0.0002 (0.0006) Xent 0.3575 (0.1955) Htri 0.0000 (0.0041) Acc 87.50 (95.45)
Epoch: [6][1300/6439] Time 0.627 (0.674) Data 0.0003 (0.0005) Xent 0.1043 (0.1957) Htri 0.0000 (0.0041) Acc 96.88 (95.46)
Epoch: [6][1400/6439] Time 0.582 (0.671) Data 0.0002 (0.0005) Xent 0.1446 (0.1952) Htri 0.0000 (0.0038) Acc 93.75 (95.47)
Epoch: [6][1500/6439] Time 0.723 (0.670) Data 0.0002 (0.0005) Xent 0.1745 (0.1937) Htri 0.0000 (0.0037) Acc 96.88 (95.50)
Epoch: [6][1600/6439] Time 0.650 (0.668) Data 0.0002 (0.0005) Xent 0.2873 (0.1915) Htri 0.0000 (0.0037) Acc 90.62 (95.56)
Epoch: [6][1700/6439] Time 0.575 (0.669) Data 0.0002 (0.0004) Xent 0.2593 (0.1953) Htri 0.0535 (0.0040) Acc 93.75 (95.47)
Epoch: [6][1800/6439] Time 0.531 (0.668) Data 0.0001 (0.0004) Xent 0.2275 (0.1966) Htri 0.0000 (0.0040) Acc 90.62 (95.44)
Epoch: [6][1900/6439] Time 0.633 (0.667) Data 0.0001 (0.0004) Xent 0.1925 (0.1955) Htri 0.0000 (0.0038) Acc 96.88 (95.48)
Epoch: [6][2000/6439] Time 0.560 (0.667) Data 0.0001 (0.0004) Xent 0.1213 (0.1953) Htri 0.0000 (0.0041) Acc 96.88 (95.48)
Epoch: [6][2100/6439] Time 0.609 (0.665) Data 0.0002 (0.0004) Xent 0.4741 (0.1955) Htri 0.0000 (0.0041) Acc 81.25 (95.49)
Epoch: [6][2200/6439] Time 0.545 (0.663) Data 0.0002 (0.0004) Xent 0.3255 (0.1955) Htri 0.4024 (0.0045) Acc 93.75 (95.48)
Epoch: [6][2300/6439] Time 0.629 (0.661) Data 0.0002 (0.0004) Xent 0.1000 (0.1960) Htri 0.0000 (0.0043) Acc 100.00 (95.46)
Epoch: [6][2400/6439] Time 0.648 (0.659) Data 0.0002 (0.0004) Xent 0.2115 (0.1954) Htri 0.0000 (0.0042) Acc 96.88 (95.47)
Epoch: [6][2500/6439] Time 0.536 (0.657) Data 0.0001 (0.0004) Xent 0.1041 (0.1958) Htri 0.0000 (0.0042) Acc 100.00 (95.47)
Epoch: [6][2600/6439] Time 0.677 (0.656) Data 0.0001 (0.0004) Xent 0.2311 (0.1958) Htri 0.0000 (0.0043) Acc 96.88 (95.47)
Epoch: [6][2700/6439] Time 0.888 (0.655) Data 0.0003 (0.0003) Xent 0.2704 (0.1961) Htri 0.0000 (0.0044) Acc 93.75 (95.48)
Epoch: [6][2800/6439] Time 0.739 (0.654) Data 0.0002 (0.0003) Xent 0.1987 (0.1960) Htri 0.0000 (0.0043) Acc 96.88 (95.48)
Epoch: [6][2900/6439] Time 0.506 (0.653) Data 0.0002 (0.0003) Xent 0.4730 (0.1968) Htri 0.0000 (0.0045) Acc 87.50 (95.47)
Epoch: [6][3000/6439] Time 0.658 (0.652) Data 0.0002 (0.0003) Xent 0.2707 (0.1974) Htri 0.0000 (0.0045) Acc 100.00 (95.45)
Epoch: [6][3100/6439] Time 0.649 (0.651) Data 0.0002 (0.0003) Xent 0.0952 (0.1975) Htri 0.0000 (0.0045) Acc 100.00 (95.45)
Epoch: [6][3200/6439] Time 0.763 (0.650) Data 0.0001 (0.0003) Xent 0.2198 (0.1974) Htri 0.0000 (0.0045) Acc 96.88 (95.45)
Epoch: [6][3300/6439] Time 0.802 (0.649) Data 0.0002 (0.0003) Xent 0.2402 (0.1979) Htri 0.0029 (0.0045) Acc 90.62 (95.43)
Epoch: [6][3400/6439] Time 0.756 (0.649) Data 0.0002 (0.0003) Xent 0.1061 (0.1984) Htri 0.0000 (0.0046) Acc 100.00 (95.42)
Epoch: [6][3500/6439] Time 0.555 (0.648) Data 0.0002 (0.0003) Xent 0.2070 (0.1989) Htri 0.0000 (0.0047) Acc 93.75 (95.41)
Epoch: [6][3600/6439] Time 0.592 (0.649) Data 0.0001 (0.0003) Xent 0.1688 (0.1982) Htri 0.0000 (0.0046) Acc 93.75 (95.43)
Epoch: [6][3700/6439] Time 0.605 (0.650) Data 0.0002 (0.0003) Xent 0.1544 (0.1978) Htri 0.0000 (0.0046) Acc 96.88 (95.44)
Epoch: [6][3800/6439] Time 0.612 (0.651) Data 0.0001 (0.0003) Xent 0.1734 (0.1978) Htri 0.0000 (0.0047) Acc 93.75 (95.44)
Epoch: [6][3900/6439] Time 0.528 (0.651) Data 0.0001 (0.0003) Xent 0.2120 (0.1986) Htri 0.0000 (0.0047) Acc 93.75 (95.40)
Epoch: [6][4000/6439] Time 0.643 (0.651) Data 0.0001 (0.0003) Xent 0.0702 (0.1995) Htri 0.0000 (0.0047) Acc 100.00 (95.39)
Epoch: [6][4100/6439] Time 0.417 (0.652) Data 0.0002 (0.0003) Xent 0.2708 (0.2000) Htri 0.0000 (0.0047) Acc 96.88 (95.37)
Epoch: [6][4200/6439] Time 0.773 (0.653) Data 0.0002 (0.0003) Xent 0.0831 (0.1997) Htri 0.0000 (0.0047) Acc 100.00 (95.37)
Epoch: [6][4300/6439] Time 1.052 (0.653) Data 0.0003 (0.0003) Xent 0.2143 (0.2005) Htri 0.0000 (0.0048) Acc 93.75 (95.35)
Epoch: [6][4400/6439] Time 0.609 (0.654) Data 0.0003 (0.0003) Xent 0.1539 (0.2015) Htri 0.0000 (0.0049) Acc 93.75 (95.32)
Epoch: [6][4500/6439] Time 0.636 (0.655) Data 0.0001 (0.0003) Xent 0.2592 (0.2011) Htri 0.0000 (0.0049) Acc 93.75 (95.33)
Epoch: [6][4600/6439] Time 0.613 (0.656) Data 0.0001 (0.0003) Xent 0.1722 (0.2007) Htri 0.0000 (0.0049) Acc 96.88 (95.34)
Epoch: [6][4700/6439] Time 0.502 (0.656) Data 0.0001 (0.0003) Xent 0.0472 (0.2007) Htri 0.0000 (0.0048) Acc 100.00 (95.34)
Epoch: [6][4800/6439] Time 0.591 (0.656) Data 0.0002 (0.0003) Xent 0.2274 (0.2007) Htri 0.0000 (0.0048) Acc 87.50 (95.34)
Epoch: [6][4900/6439] Time 0.694 (0.656) Data 0.0001 (0.0003) Xent 0.2043 (0.2006) Htri 0.0000 (0.0048) Acc 96.88 (95.34)
Epoch: [6][5000/6439] Time 0.461 (0.656) Data 0.0001 (0.0003) Xent 0.2106 (0.2017) Htri 0.0000 (0.0049) Acc 96.88 (95.32)
Epoch: [6][5100/6439] Time 0.680 (0.657) Data 0.0001 (0.0003) Xent 0.0887 (0.2025) Htri 0.0000 (0.0049) Acc 96.88 (95.29)
Epoch: [6][5200/6439] Time 0.589 (0.657) Data 0.0001 (0.0003) Xent 0.1379 (0.2031) Htri 0.0000 (0.0049) Acc 96.88 (95.28)
Epoch: [6][5300/6439] Time 0.553 (0.657) Data 0.0001 (0.0003) Xent 0.1218 (0.2029) Htri 0.0000 (0.0049) Acc 96.88 (95.28)
Epoch: [6][5400/6439] Time 0.630 (0.658) Data 0.0002 (0.0003) Xent 0.2530 (0.2034) Htri 0.0000 (0.0049) Acc 90.62 (95.27)
Epoch: [6][5500/6439] Time 0.645 (0.658) Data 0.0002 (0.0003) Xent 0.4757 (0.2032) Htri 0.2587 (0.0049) Acc 87.50 (95.28)
Epoch: [6][5600/6439] Time 0.584 (0.658) Data 0.0001 (0.0003) Xent 0.1320 (0.2031) Htri 0.0000 (0.0049) Acc 96.88 (95.29)
Epoch: [6][5700/6439] Time 0.613 (0.658) Data 0.0001 (0.0003) Xent 0.2096 (0.2032) Htri 0.0000 (0.0049) Acc 93.75 (95.28)
Epoch: [6][5800/6439] Time 0.585 (0.659) Data 0.0002 (0.0003) Xent 0.1158 (0.2032) Htri 0.0000 (0.0049) Acc 100.00 (95.27)
Epoch: [6][5900/6439] Time 0.544 (0.659) Data 0.0001 (0.0003) Xent 0.2249 (0.2030) Htri 0.0000 (0.0048) Acc 96.88 (95.28)
Epoch: [6][6000/6439] Time 0.546 (0.659) Data 0.0001 (0.0003) Xent 0.1962 (0.2026) Htri 0.0000 (0.0048) Acc 96.88 (95.29)
Epoch: [6][6100/6439] Time 1.438 (0.659) Data 0.0001 (0.0003) Xent 0.1024 (0.2031) Htri 0.0000 (0.0049) Acc 100.00 (95.28)
Epoch: [6][6200/6439] Time 0.658 (0.659) Data 0.0001 (0.0002) Xent 0.1916 (0.2029) Htri 0.0000 (0.0049) Acc 93.75 (95.30)
Epoch: [6][6300/6439] Time 1.543 (0.659) Data 0.0002 (0.0002) Xent 0.1069 (0.2027) Htri 0.0000 (0.0049) Acc 100.00 (95.29)
Epoch: [6][6400/6439] Time 0.522 (0.659) Data 0.0004 (0.0002) Xent 0.3398 (0.2024) Htri 0.0000 (0.0049) Acc 90.62 (95.30)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 14.5%
CMC curve
Rank-1 : 30.0%
Rank-5 : 42.0%
Rank-10 : 48.4%
Rank-20 : 55.8%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-6"
Epoch: [7][100/6439] Time 0.501 (0.686) Data 0.0001 (0.0050) Xent 0.1600 (0.1818) Htri 0.0000 (0.0033) Acc 96.88 (95.47)
Epoch: [7][200/6439] Time 0.635 (0.682) Data 0.0001 (0.0026) Xent 0.2561 (0.1630) Htri 0.0000 (0.0034) Acc 87.50 (96.28)
Epoch: [7][300/6439] Time 0.542 (0.676) Data 0.0002 (0.0018) Xent 0.1050 (0.1532) Htri 0.0000 (0.0041) Acc 96.88 (96.54)
Epoch: [7][400/6439] Time 0.617 (0.672) Data 0.0002 (0.0014) Xent 0.1602 (0.1630) Htri 0.0000 (0.0047) Acc 93.75 (96.23)
Epoch: [7][500/6439] Time 1.672 (0.675) Data 0.0001 (0.0011) Xent 0.1141 (0.1719) Htri 0.0000 (0.0050) Acc 96.88 (95.90)
Epoch: [7][600/6439] Time 0.735 (0.675) Data 0.0002 (0.0010) Xent 0.2014 (0.1756) Htri 0.0000 (0.0047) Acc 93.75 (95.80)
Epoch: [7][700/6439] Time 0.580 (0.673) Data 0.0001 (0.0009) Xent 0.1845 (0.1764) Htri 0.0000 (0.0044) Acc 96.88 (95.83)
Epoch: [7][800/6439] Time 0.552 (0.671) Data 0.0001 (0.0008) Xent 0.0862 (0.1781) Htri 0.0000 (0.0041) Acc 100.00 (95.82)
Epoch: [7][900/6439] Time 0.567 (0.671) Data 0.0003 (0.0007) Xent 0.1977 (0.1785) Htri 0.0000 (0.0044) Acc 96.88 (95.82)
Epoch: [7][1000/6439] Time 0.434 (0.670) Data 0.0003 (0.0007) Xent 0.1540 (0.1782) Htri 0.0000 (0.0044) Acc 100.00 (95.83)
Epoch: [7][1100/6439] Time 0.628 (0.669) Data 0.0001 (0.0006) Xent 0.1069 (0.1776) Htri 0.0000 (0.0046) Acc 96.88 (95.84)
Epoch: [7][1200/6439] Time 0.570 (0.666) Data 0.0001 (0.0006) Xent 0.2574 (0.1780) Htri 0.0000 (0.0044) Acc 93.75 (95.83)
Epoch: [7][1300/6439] Time 0.532 (0.666) Data 0.0002 (0.0005) Xent 0.2816 (0.1796) Htri 0.0000 (0.0044) Acc 96.88 (95.81)
Epoch: [7][1400/6439] Time 0.663 (0.667) Data 0.0001 (0.0005) Xent 0.3146 (0.1829) Htri 0.0344 (0.0050) Acc 90.62 (95.74)
Epoch: [7][1500/6439] Time 0.556 (0.667) Data 0.0002 (0.0005) Xent 0.1406 (0.1850) Htri 0.0000 (0.0048) Acc 96.88 (95.70)
Epoch: [7][1600/6439] Time 0.680 (0.669) Data 0.0001 (0.0005) Xent 0.2626 (0.1867) Htri 0.0000 (0.0050) Acc 96.88 (95.66)
Epoch: [7][1700/6439] Time 0.614 (0.670) Data 0.0003 (0.0005) Xent 0.0694 (0.1859) Htri 0.0000 (0.0053) Acc 100.00 (95.71)
Epoch: [7][1800/6439] Time 0.555 (0.670) Data 0.0001 (0.0004) Xent 0.1432 (0.1863) Htri 0.0000 (0.0056) Acc 100.00 (95.71)
Epoch: [7][1900/6439] Time 0.851 (0.672) Data 0.0006 (0.0004) Xent 0.2758 (0.1884) Htri 0.0000 (0.0056) Acc 93.75 (95.64)
Epoch: [7][2000/6439] Time 0.541 (0.673) Data 0.0001 (0.0004) Xent 0.2455 (0.1871) Htri 0.0000 (0.0055) Acc 93.75 (95.68)
Epoch: [7][2100/6439] Time 0.680 (0.673) Data 0.0002 (0.0004) Xent 0.0622 (0.1868) Htri 0.0000 (0.0054) Acc 100.00 (95.70)
Epoch: [7][2200/6439] Time 0.688 (0.672) Data 0.0001 (0.0004) Xent 0.1287 (0.1878) Htri 0.0000 (0.0056) Acc 96.88 (95.68)
Epoch: [7][2300/6439] Time 0.747 (0.673) Data 0.0004 (0.0004) Xent 0.1224 (0.1872) Htri 0.0000 (0.0056) Acc 100.00 (95.68)
Epoch: [7][2400/6439] Time 0.587 (0.674) Data 0.0001 (0.0004) Xent 0.2253 (0.1877) Htri 0.0000 (0.0057) Acc 90.62 (95.66)
Epoch: [7][2500/6439] Time 0.729 (0.675) Data 0.0001 (0.0004) Xent 0.0919 (0.1887) Htri 0.0000 (0.0056) Acc 96.88 (95.64)
Epoch: [7][2600/6439] Time 0.676 (0.675) Data 0.0004 (0.0004) Xent 0.2663 (0.1888) Htri 0.0000 (0.0056) Acc 96.88 (95.64)
Epoch: [7][2700/6439] Time 0.661 (0.675) Data 0.0002 (0.0004) Xent 0.1837 (0.1894) Htri 0.0000 (0.0057) Acc 96.88 (95.62)
Epoch: [7][2800/6439] Time 0.540 (0.674) Data 0.0001 (0.0004) Xent 0.2153 (0.1891) Htri 0.0000 (0.0057) Acc 96.88 (95.62)
Epoch: [7][2900/6439] Time 0.403 (0.673) Data 0.0001 (0.0003) Xent 0.1575 (0.1891) Htri 0.0000 (0.0056) Acc 96.88 (95.62)
Epoch: [7][3000/6439] Time 0.564 (0.673) Data 0.0001 (0.0003) Xent 0.1950 (0.1895) Htri 0.0000 (0.0055) Acc 90.62 (95.60)
Epoch: [7][3100/6439] Time 0.532 (0.673) Data 0.0002 (0.0003) Xent 0.2717 (0.1902) Htri 0.0000 (0.0056) Acc 90.62 (95.59)
Epoch: [7][3200/6439] Time 0.650 (0.672) Data 0.0002 (0.0003) Xent 0.2409 (0.1896) Htri 0.0000 (0.0055) Acc 90.62 (95.61)
Epoch: [7][3300/6439] Time 0.779 (0.671) Data 0.0001 (0.0003) Xent 0.1185 (0.1897) Htri 0.0000 (0.0055) Acc 96.88 (95.62)
Epoch: [7][3400/6439] Time 0.802 (0.671) Data 0.0001 (0.0003) Xent 0.2512 (0.1919) Htri 0.0000 (0.0057) Acc 96.88 (95.56)
Epoch: [7][3500/6439] Time 0.592 (0.670) Data 0.0001 (0.0003) Xent 0.1829 (0.1925) Htri 0.0000 (0.0058) Acc 96.88 (95.55)
Epoch: [7][3600/6439] Time 0.755 (0.670) Data 0.0001 (0.0003) Xent 0.1047 (0.1923) Htri 0.0000 (0.0057) Acc 100.00 (95.56)
Epoch: [7][3700/6439] Time 0.631 (0.670) Data 0.0002 (0.0003) Xent 0.1278 (0.1924) Htri 0.0000 (0.0056) Acc 100.00 (95.55)
Epoch: [7][3800/6439] Time 0.629 (0.669) Data 0.0001 (0.0003) Xent 0.1067 (0.1918) Htri 0.0167 (0.0055) Acc 100.00 (95.56)
Epoch: [7][3900/6439] Time 0.645 (0.669) Data 0.0001 (0.0003) Xent 0.2083 (0.1915) Htri 0.0000 (0.0055) Acc 93.75 (95.56)
Epoch: [7][4000/6439] Time 0.705 (0.669) Data 0.0002 (0.0003) Xent 0.2800 (0.1914) Htri 0.0000 (0.0055) Acc 93.75 (95.55)
Epoch: [7][4100/6439] Time 0.641 (0.669) Data 0.0001 (0.0003) Xent 0.1151 (0.1907) Htri 0.0000 (0.0055) Acc 100.00 (95.58)
Epoch: [7][4200/6439] Time 0.519 (0.669) Data 0.0003 (0.0003) Xent 0.0763 (0.1906) Htri 0.0000 (0.0054) Acc 100.00 (95.58)
Epoch: [7][4300/6439] Time 1.742 (0.669) Data 0.0002 (0.0003) Xent 0.3443 (0.1900) Htri 0.0000 (0.0053) Acc 87.50 (95.60)
Epoch: [7][4400/6439] Time 1.364 (0.669) Data 0.0001 (0.0003) Xent 0.2744 (0.1890) Htri 0.0000 (0.0053) Acc 93.75 (95.62)
Epoch: [7][4500/6439] Time 0.633 (0.669) Data 0.0001 (0.0003) Xent 0.2698 (0.1894) Htri 0.0000 (0.0053) Acc 93.75 (95.60)
Epoch: [7][4600/6439] Time 0.580 (0.669) Data 0.0002 (0.0003) Xent 0.3533 (0.1891) Htri 0.0000 (0.0053) Acc 90.62 (95.61)
Epoch: [7][4700/6439] Time 0.624 (0.669) Data 0.0002 (0.0003) Xent 0.2069 (0.1881) Htri 0.0000 (0.0052) Acc 93.75 (95.64)
Epoch: [7][4800/6439] Time 0.600 (0.669) Data 0.0001 (0.0003) Xent 0.1509 (0.1892) Htri 0.0000 (0.0053) Acc 96.88 (95.61)
Epoch: [7][4900/6439] Time 0.551 (0.669) Data 0.0002 (0.0003) Xent 0.1693 (0.1899) Htri 0.0000 (0.0053) Acc 93.75 (95.59)
Epoch: [7][5000/6439] Time 1.734 (0.669) Data 0.0001 (0.0003) Xent 0.3612 (0.1899) Htri 0.0000 (0.0053) Acc 87.50 (95.59)
Epoch: [7][5100/6439] Time 0.676 (0.669) Data 0.0002 (0.0003) Xent 0.2783 (0.1897) Htri 0.0000 (0.0053) Acc 93.75 (95.60)
Epoch: [7][5200/6439] Time 0.664 (0.669) Data 0.0002 (0.0003) Xent 0.0509 (0.1893) Htri 0.0000 (0.0052) Acc 100.00 (95.60)
Epoch: [7][5300/6439] Time 0.695 (0.670) Data 0.0001 (0.0003) Xent 0.0951 (0.1890) Htri 0.0000 (0.0051) Acc 100.00 (95.61)
Epoch: [7][5400/6439] Time 0.735 (0.670) Data 0.0002 (0.0003) Xent 0.2021 (0.1896) Htri 0.0000 (0.0053) Acc 96.88 (95.60)
Epoch: [7][5500/6439] Time 0.528 (0.669) Data 0.0003 (0.0003) Xent 0.2222 (0.1903) Htri 0.0000 (0.0053) Acc 93.75 (95.59)
Epoch: [7][5600/6439] Time 0.500 (0.669) Data 0.0001 (0.0003) Xent 0.1436 (0.1907) Htri 0.0000 (0.0052) Acc 100.00 (95.58)
Epoch: [7][5700/6439] Time 0.606 (0.669) Data 0.0001 (0.0003) Xent 0.2144 (0.1902) Htri 0.0000 (0.0051) Acc 93.75 (95.60)
Epoch: [7][5800/6439] Time 0.536 (0.669) Data 0.0001 (0.0003) Xent 0.2059 (0.1900) Htri 0.0000 (0.0051) Acc 93.75 (95.61)
Epoch: [7][5900/6439] Time 0.533 (0.669) Data 0.0002 (0.0003) Xent 0.0939 (0.1898) Htri 0.0000 (0.0051) Acc 100.00 (95.62)
Epoch: [7][6000/6439] Time 0.521 (0.668) Data 0.0003 (0.0003) Xent 0.1126 (0.1894) Htri 0.0000 (0.0051) Acc 96.88 (95.62)
Epoch: [7][6100/6439] Time 0.681 (0.668) Data 0.0003 (0.0003) Xent 0.1674 (0.1891) Htri 0.0000 (0.0051) Acc 96.88 (95.63)
Epoch: [7][6200/6439] Time 0.638 (0.668) Data 0.0002 (0.0003) Xent 0.1098 (0.1890) Htri 0.0000 (0.0050) Acc 96.88 (95.64)
Epoch: [7][6300/6439] Time 0.532 (0.668) Data 0.0001 (0.0003) Xent 0.0550 (0.1886) Htri 0.0000 (0.0049) Acc 100.00 (95.65)
Epoch: [7][6400/6439] Time 0.625 (0.668) Data 0.0003 (0.0003) Xent 0.1014 (0.1879) Htri 0.0000 (0.0050) Acc 96.88 (95.67)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 16.2%
CMC curve
Rank-1 : 28.2%
Rank-5 : 41.6%
Rank-10 : 48.0%
Rank-20 : 54.0%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-7"
Epoch: [8][100/6439] Time 0.589 (0.632) Data 0.0002 (0.0053) Xent 0.3571 (0.1568) Htri 0.0000 (0.0031) Acc 96.88 (96.59)
Epoch: [8][200/6439] Time 0.557 (0.635) Data 0.0003 (0.0028) Xent 0.0927 (0.1456) Htri 0.0000 (0.0016) Acc 100.00 (96.91)
Epoch: [8][300/6439] Time 0.622 (0.635) Data 0.0004 (0.0019) Xent 0.0901 (0.1511) Htri 0.0000 (0.0024) Acc 100.00 (96.74)
Epoch: [8][400/6439] Time 0.690 (0.636) Data 0.0001 (0.0015) Xent 0.0747 (0.1494) Htri 0.0000 (0.0022) Acc 100.00 (96.84)
Epoch: [8][500/6439] Time 0.538 (0.632) Data 0.0001 (0.0012) Xent 0.1012 (0.1485) Htri 0.0000 (0.0024) Acc 100.00 (96.89)
Epoch: [8][600/6439] Time 0.613 (0.627) Data 0.0002 (0.0010) Xent 0.0820 (0.1427) Htri 0.0000 (0.0025) Acc 96.88 (97.00)
Epoch: [8][700/6439] Time 0.633 (0.627) Data 0.0002 (0.0009) Xent 0.0889 (0.1398) Htri 0.0000 (0.0023) Acc 100.00 (97.05)
Epoch: [8][800/6439] Time 0.652 (0.627) Data 0.0001 (0.0008) Xent 0.1692 (0.1390) Htri 0.0000 (0.0023) Acc 96.88 (97.08)
Epoch: [8][900/6439] Time 0.606 (0.628) Data 0.0002 (0.0007) Xent 0.1130 (0.1404) Htri 0.0000 (0.0023) Acc 96.88 (97.03)
Epoch: [8][1000/6439] Time 0.651 (0.626) Data 0.0001 (0.0007) Xent 0.2059 (0.1439) Htri 0.0000 (0.0023) Acc 96.88 (96.99)
Epoch: [8][1100/6439] Time 0.601 (0.625) Data 0.0002 (0.0006) Xent 0.2778 (0.1464) Htri 0.0000 (0.0024) Acc 96.88 (96.94)
Epoch: [8][1200/6439] Time 0.655 (0.623) Data 0.0003 (0.0006) Xent 0.1970 (0.1494) Htri 0.0000 (0.0024) Acc 93.75 (96.85)
Epoch: [8][1300/6439] Time 0.638 (0.625) Data 0.0001 (0.0006) Xent 0.0413 (0.1487) Htri 0.0000 (0.0024) Acc 100.00 (96.87)
Epoch: [8][1400/6439] Time 0.539 (0.626) Data 0.0001 (0.0005) Xent 0.0796 (0.1496) Htri 0.0000 (0.0025) Acc 100.00 (96.85)
Epoch: [8][1500/6439] Time 0.737 (0.629) Data 0.0002 (0.0005) Xent 0.1260 (0.1515) Htri 0.0000 (0.0028) Acc 96.88 (96.80)
Epoch: [8][1600/6439] Time 0.551 (0.631) Data 0.0002 (0.0005) Xent 0.0541 (0.1545) Htri 0.0000 (0.0029) Acc 100.00 (96.73)
Epoch: [8][1700/6439] Time 0.545 (0.633) Data 0.0001 (0.0005) Xent 0.1357 (0.1539) Htri 0.0000 (0.0028) Acc 96.88 (96.74)
Epoch: [8][1800/6439] Time 0.548 (0.634) Data 0.0002 (0.0005) Xent 0.1974 (0.1535) Htri 0.0000 (0.0029) Acc 96.88 (96.75)
Epoch: [8][1900/6439] Time 0.621 (0.635) Data 0.0001 (0.0004) Xent 0.1076 (0.1548) Htri 0.0000 (0.0028) Acc 100.00 (96.75)
Epoch: [8][2000/6439] Time 0.501 (0.636) Data 0.0001 (0.0004) Xent 0.1673 (0.1568) Htri 0.0000 (0.0029) Acc 96.88 (96.69)
Epoch: [8][2100/6439] Time 0.584 (0.636) Data 0.0001 (0.0004) Xent 0.1617 (0.1567) Htri 0.0000 (0.0028) Acc 96.88 (96.70)
Epoch: [8][2200/6439] Time 0.468 (0.637) Data 0.0002 (0.0004) Xent 0.2139 (0.1575) Htri 0.0000 (0.0030) Acc 96.88 (96.67)
Epoch: [8][2300/6439] Time 0.546 (0.638) Data 0.0001 (0.0004) Xent 0.3077 (0.1576) Htri 0.0000 (0.0030) Acc 87.50 (96.66)
Epoch: [8][2400/6439] Time 1.505 (0.640) Data 0.0001 (0.0004) Xent 0.1383 (0.1582) Htri 0.0000 (0.0030) Acc 96.88 (96.66)
Epoch: [8][2500/6439] Time 0.557 (0.640) Data 0.0002 (0.0004) Xent 0.3302 (0.1572) Htri 0.0000 (0.0029) Acc 96.88 (96.69)
Epoch: [8][2600/6439] Time 0.653 (0.641) Data 0.0002 (0.0004) Xent 0.2239 (0.1578) Htri 0.0000 (0.0029) Acc 90.62 (96.67)
Epoch: [8][2700/6439] Time 0.645 (0.641) Data 0.0003 (0.0004) Xent 0.0929 (0.1575) Htri 0.0000 (0.0028) Acc 100.00 (96.67)
Epoch: [8][2800/6439] Time 0.898 (0.642) Data 0.0002 (0.0004) Xent 0.2238 (0.1573) Htri 0.0000 (0.0028) Acc 90.62 (96.67)
Epoch: [8][2900/6439] Time 0.555 (0.643) Data 0.0001 (0.0004) Xent 0.2400 (0.1582) Htri 0.1113 (0.0028) Acc 93.75 (96.63)
Epoch: [8][3000/6439] Time 0.852 (0.644) Data 0.0001 (0.0003) Xent 0.1987 (0.1593) Htri 0.0000 (0.0029) Acc 96.88 (96.60)
Epoch: [8][3100/6439] Time 0.682 (0.644) Data 0.0003 (0.0003) Xent 0.2918 (0.1604) Htri 0.0000 (0.0028) Acc 87.50 (96.56)
Epoch: [8][3200/6439] Time 0.648 (0.645) Data 0.0003 (0.0003) Xent 0.1560 (0.1606) Htri 0.0000 (0.0029) Acc 96.88 (96.55)
Epoch: [8][3300/6439] Time 1.394 (0.646) Data 0.0002 (0.0003) Xent 0.1344 (0.1614) Htri 0.0000 (0.0031) Acc 96.88 (96.53)
Epoch: [8][3400/6439] Time 0.643 (0.646) Data 0.0002 (0.0003) Xent 0.2806 (0.1637) Htri 0.1738 (0.0033) Acc 90.62 (96.45)
Epoch: [8][3500/6439] Time 0.563 (0.646) Data 0.0002 (0.0003) Xent 0.0772 (0.1649) Htri 0.0000 (0.0033) Acc 96.88 (96.41)
Epoch: [8][3600/6439] Time 0.485 (0.647) Data 0.0001 (0.0003) Xent 0.1166 (0.1653) Htri 0.0000 (0.0032) Acc 96.88 (96.39)
Epoch: [8][3700/6439] Time 0.858 (0.648) Data 0.0001 (0.0003) Xent 0.1581 (0.1657) Htri 0.0000 (0.0032) Acc 96.88 (96.38)
Epoch: [8][3800/6439] Time 1.262 (0.648) Data 0.0002 (0.0003) Xent 0.2676 (0.1672) Htri 0.0000 (0.0033) Acc 93.75 (96.33)
Epoch: [8][3900/6439] Time 0.742 (0.649) Data 0.0001 (0.0003) Xent 0.1736 (0.1677) Htri 0.0000 (0.0033) Acc 96.88 (96.32)
Epoch: [8][4000/6439] Time 0.669 (0.649) Data 0.0001 (0.0003) Xent 0.4242 (0.1679) Htri 0.0000 (0.0032) Acc 84.38 (96.31)
Epoch: [8][4100/6439] Time 0.614 (0.649) Data 0.0002 (0.0003) Xent 0.1129 (0.1676) Htri 0.0000 (0.0032) Acc 100.00 (96.32)
Epoch: [8][4200/6439] Time 0.788 (0.649) Data 0.0002 (0.0003) Xent 0.1639 (0.1681) Htri 0.0000 (0.0032) Acc 96.88 (96.30)
Epoch: [8][4300/6439] Time 0.646 (0.649) Data 0.0002 (0.0003) Xent 0.1100 (0.1676) Htri 0.0000 (0.0032) Acc 96.88 (96.31)
Epoch: [8][4400/6439] Time 0.453 (0.649) Data 0.0001 (0.0003) Xent 0.1398 (0.1684) Htri 0.0000 (0.0032) Acc 96.88 (96.29)
Epoch: [8][4500/6439] Time 1.782 (0.649) Data 0.0001 (0.0003) Xent 0.1668 (0.1686) Htri 0.0000 (0.0032) Acc 100.00 (96.28)
Epoch: [8][4600/6439] Time 0.646 (0.649) Data 0.0003 (0.0003) Xent 0.1426 (0.1687) Htri 0.0000 (0.0032) Acc 100.00 (96.28)
Epoch: [8][4700/6439] Time 0.598 (0.650) Data 0.0001 (0.0003) Xent 0.1947 (0.1688) Htri 0.0000 (0.0032) Acc 96.88 (96.28)
Epoch: [8][4800/6439] Time 0.457 (0.650) Data 0.0003 (0.0003) Xent 0.1939 (0.1698) Htri 0.0000 (0.0032) Acc 93.75 (96.25)
Epoch: [8][4900/6439] Time 0.656 (0.650) Data 0.0001 (0.0003) Xent 0.3758 (0.1718) Htri 0.0000 (0.0033) Acc 87.50 (96.19)
Epoch: [8][5000/6439] Time 0.554 (0.650) Data 0.0001 (0.0003) Xent 0.2609 (0.1724) Htri 0.0000 (0.0033) Acc 96.88 (96.18)
Epoch: [8][5100/6439] Time 0.369 (0.650) Data 0.0002 (0.0003) Xent 0.1188 (0.1732) Htri 0.0000 (0.0034) Acc 96.88 (96.16)
Epoch: [8][5200/6439] Time 0.463 (0.650) Data 0.0002 (0.0003) Xent 0.0992 (0.1741) Htri 0.0000 (0.0034) Acc 100.00 (96.13)
Epoch: [8][5300/6439] Time 0.591 (0.650) Data 0.0001 (0.0003) Xent 0.0854 (0.1738) Htri 0.0000 (0.0034) Acc 96.88 (96.13)
Epoch: [8][5400/6439] Time 0.564 (0.650) Data 0.0002 (0.0003) Xent 0.0788 (0.1733) Htri 0.0000 (0.0033) Acc 96.88 (96.14)
Epoch: [8][5500/6439] Time 0.535 (0.650) Data 0.0003 (0.0003) Xent 0.0955 (0.1730) Htri 0.0000 (0.0034) Acc 96.88 (96.15)
Epoch: [8][5600/6439] Time 0.659 (0.649) Data 0.0002 (0.0003) Xent 0.2198 (0.1731) Htri 0.0000 (0.0034) Acc 96.88 (96.14)
Epoch: [8][5700/6439] Time 0.607 (0.649) Data 0.0002 (0.0003) Xent 0.1891 (0.1736) Htri 0.0000 (0.0034) Acc 93.75 (96.12)
Epoch: [8][5800/6439] Time 0.732 (0.649) Data 0.0001 (0.0003) Xent 0.0830 (0.1735) Htri 0.0000 (0.0034) Acc 100.00 (96.12)
Epoch: [8][5900/6439] Time 1.036 (0.649) Data 0.0003 (0.0003) Xent 0.0372 (0.1730) Htri 0.0000 (0.0033) Acc 100.00 (96.14)
Epoch: [8][6000/6439] Time 0.470 (0.649) Data 0.0002 (0.0003) Xent 0.0716 (0.1725) Htri 0.0000 (0.0033) Acc 100.00 (96.15)
Epoch: [8][6100/6439] Time 0.536 (0.648) Data 0.0001 (0.0003) Xent 0.1602 (0.1720) Htri 0.0000 (0.0033) Acc 93.75 (96.17)
Epoch: [8][6200/6439] Time 0.526 (0.648) Data 0.0003 (0.0003) Xent 0.0858 (0.1715) Htri 0.0000 (0.0033) Acc 96.88 (96.19)
Epoch: [8][6300/6439] Time 0.774 (0.648) Data 0.0001 (0.0003) Xent 0.1344 (0.1718) Htri 0.0000 (0.0034) Acc 96.88 (96.18)
Epoch: [8][6400/6439] Time 0.682 (0.648) Data 0.0001 (0.0003) Xent 0.1550 (0.1723) Htri 0.0000 (0.0034) Acc 96.88 (96.17)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 15.6%
CMC curve
Rank-1 : 27.6%
Rank-5 : 38.7%
Rank-10 : 46.7%
Rank-20 : 53.8%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-8"
Epoch: [9][100/6439] Time 0.584 (0.652) Data 0.0001 (0.0051) Xent 0.4141 (0.1748) Htri 0.0000 (0.0081) Acc 90.62 (96.50)
Epoch: [9][200/6439] Time 0.600 (0.635) Data 0.0001 (0.0026) Xent 0.2466 (0.1769) Htri 0.0000 (0.0053) Acc 90.62 (96.17)
Epoch: [9][300/6439] Time 0.568 (0.646) Data 0.0003 (0.0018) Xent 0.0907 (0.1737) Htri 0.0000 (0.0044) Acc 100.00 (96.19)
Epoch: [9][400/6439] Time 0.564 (0.649) Data 0.0001 (0.0014) Xent 0.1846 (0.1660) Htri 0.0000 (0.0039) Acc 93.75 (96.42)
Epoch: [9][500/6439] Time 0.660 (0.649) Data 0.0001 (0.0012) Xent 0.2136 (0.1655) Htri 0.0000 (0.0035) Acc 90.62 (96.39)
Epoch: [9][600/6439] Time 1.527 (0.652) Data 0.0002 (0.0010) Xent 0.1695 (0.1602) Htri 0.0000 (0.0030) Acc 93.75 (96.54)
Epoch: [9][700/6439] Time 0.730 (0.651) Data 0.0002 (0.0009) Xent 0.1927 (0.1572) Htri 0.0000 (0.0028) Acc 93.75 (96.61)
Epoch: [9][800/6439] Time 0.536 (0.652) Data 0.0002 (0.0008) Xent 0.2199 (0.1577) Htri 0.0000 (0.0033) Acc 96.88 (96.55)
Epoch: [9][900/6439] Time 0.545 (0.652) Data 0.0001 (0.0007) Xent 0.1459 (0.1612) Htri 0.0000 (0.0036) Acc 96.88 (96.43)
Epoch: [9][1000/6439] Time 0.546 (0.651) Data 0.0002 (0.0007) Xent 0.2332 (0.1672) Htri 0.0000 (0.0034) Acc 96.88 (96.27)
Epoch: [9][1100/6439] Time 0.487 (0.649) Data 0.0002 (0.0006) Xent 0.0388 (0.1660) Htri 0.0474 (0.0034) Acc 100.00 (96.31)
Epoch: [9][1200/6439] Time 0.826 (0.650) Data 0.0003 (0.0006) Xent 0.1343 (0.1643) Htri 0.0000 (0.0035) Acc 100.00 (96.35)
Epoch: [9][1300/6439] Time 0.450 (0.652) Data 0.0002 (0.0006) Xent 0.0837 (0.1638) Htri 0.0000 (0.0033) Acc 96.88 (96.37)
Epoch: [9][1400/6439] Time 0.867 (0.654) Data 0.0002 (0.0005) Xent 0.1788 (0.1634) Htri 0.0000 (0.0032) Acc 96.88 (96.38)
Epoch: [9][1500/6439] Time 0.424 (0.655) Data 0.0001 (0.0005) Xent 0.1225 (0.1621) Htri 0.0000 (0.0033) Acc 96.88 (96.43)
Epoch: [9][1600/6439] Time 0.569 (0.655) Data 0.0002 (0.0005) Xent 0.0319 (0.1631) Htri 0.0000 (0.0032) Acc 100.00 (96.41)
Epoch: [9][1700/6439] Time 0.614 (0.656) Data 0.0001 (0.0005) Xent 0.2267 (0.1640) Htri 0.0000 (0.0032) Acc 93.75 (96.40)
Epoch: [9][1800/6439] Time 0.507 (0.656) Data 0.0002 (0.0004) Xent 0.0563 (0.1632) Htri 0.0000 (0.0032) Acc 100.00 (96.42)
Epoch: [9][1900/6439] Time 0.591 (0.657) Data 0.0001 (0.0004) Xent 0.0833 (0.1620) Htri 0.0000 (0.0034) Acc 100.00 (96.46)
Epoch: [9][2000/6439] Time 0.445 (0.657) Data 0.0002 (0.0004) Xent 0.2371 (0.1622) Htri 0.0000 (0.0034) Acc 93.75 (96.44)
Epoch: [9][2100/6439] Time 0.772 (0.658) Data 0.0001 (0.0004) Xent 0.0544 (0.1608) Htri 0.0000 (0.0033) Acc 100.00 (96.50)
Epoch: [9][2200/6439] Time 0.532 (0.657) Data 0.0001 (0.0004) Xent 0.2503 (0.1604) Htri 0.0000 (0.0033) Acc 93.75 (96.52)
Epoch: [9][2300/6439] Time 0.791 (0.657) Data 0.0003 (0.0004) Xent 0.2066 (0.1598) Htri 0.0000 (0.0032) Acc 96.88 (96.54)
Epoch: [9][2400/6439] Time 0.649 (0.658) Data 0.0001 (0.0004) Xent 0.1836 (0.1611) Htri 0.0000 (0.0032) Acc 96.88 (96.50)
Epoch: [9][2500/6439] Time 0.773 (0.658) Data 0.0002 (0.0004) Xent 0.2608 (0.1602) Htri 0.0143 (0.0031) Acc 93.75 (96.52)
Epoch: [9][2600/6439] Time 0.716 (0.657) Data 0.0002 (0.0004) Xent 0.5040 (0.1608) Htri 0.0000 (0.0030) Acc 87.50 (96.50)
Epoch: [9][2700/6439] Time 0.600 (0.656) Data 0.0001 (0.0004) Xent 0.2613 (0.1617) Htri 0.0647 (0.0031) Acc 90.62 (96.45)
Epoch: [9][2800/6439] Time 0.640 (0.656) Data 0.0001 (0.0004) Xent 0.4623 (0.1625) Htri 0.0000 (0.0031) Acc 87.50 (96.43)
Epoch: [9][2900/6439] Time 0.762 (0.657) Data 0.0001 (0.0003) Xent 0.1219 (0.1630) Htri 0.0000 (0.0031) Acc 96.88 (96.41)
Epoch: [9][3000/6439] Time 0.559 (0.656) Data 0.0003 (0.0003) Xent 0.1440 (0.1640) Htri 0.0000 (0.0032) Acc 96.88 (96.39)
Epoch: [9][3100/6439] Time 1.640 (0.656) Data 0.0002 (0.0003) Xent 0.0525 (0.1653) Htri 0.0000 (0.0033) Acc 100.00 (96.37)
Epoch: [9][3200/6439] Time 0.537 (0.655) Data 0.0001 (0.0003) Xent 0.3237 (0.1670) Htri 0.0000 (0.0034) Acc 93.75 (96.32)
Epoch: [9][3300/6439] Time 0.562 (0.655) Data 0.0001 (0.0003) Xent 0.0725 (0.1680) Htri 0.0000 (0.0034) Acc 100.00 (96.30)
Epoch: [9][3400/6439] Time 0.503 (0.654) Data 0.0001 (0.0003) Xent 0.0669 (0.1675) Htri 0.0000 (0.0034) Acc 100.00 (96.31)
Epoch: [9][3500/6439] Time 0.525 (0.654) Data 0.0003 (0.0003) Xent 0.0331 (0.1666) Htri 0.0000 (0.0033) Acc 100.00 (96.33)
Epoch: [9][3600/6439] Time 0.537 (0.654) Data 0.0001 (0.0003) Xent 0.1078 (0.1661) Htri 0.0000 (0.0034) Acc 100.00 (96.35)
Epoch: [9][3700/6439] Time 0.528 (0.653) Data 0.0002 (0.0003) Xent 0.1073 (0.1659) Htri 0.0000 (0.0034) Acc 96.88 (96.35)
Epoch: [9][3800/6439] Time 0.607 (0.653) Data 0.0003 (0.0003) Xent 0.0844 (0.1657) Htri 0.0000 (0.0034) Acc 96.88 (96.34)
Epoch: [9][3900/6439] Time 0.592 (0.652) Data 0.0003 (0.0003) Xent 0.0710 (0.1649) Htri 0.0000 (0.0034) Acc 100.00 (96.37)
Epoch: [9][4000/6439] Time 0.680 (0.652) Data 0.0001 (0.0003) Xent 0.0823 (0.1646) Htri 0.0000 (0.0033) Acc 100.00 (96.37)
Epoch: [9][4100/6439] Time 0.730 (0.651) Data 0.0002 (0.0003) Xent 0.2472 (0.1650) Htri 0.0000 (0.0033) Acc 93.75 (96.35)
Epoch: [9][4200/6439] Time 0.629 (0.652) Data 0.0002 (0.0003) Xent 0.0800 (0.1642) Htri 0.0000 (0.0033) Acc 96.88 (96.38)
Epoch: [9][4300/6439] Time 0.653 (0.652) Data 0.0001 (0.0003) Xent 0.1516 (0.1639) Htri 0.0000 (0.0034) Acc 96.88 (96.39)
Epoch: [9][4400/6439] Time 0.702 (0.651) Data 0.0001 (0.0003) Xent 0.1553 (0.1641) Htri 0.0000 (0.0034) Acc 96.88 (96.38)
Epoch: [9][4500/6439] Time 0.555 (0.650) Data 0.0002 (0.0003) Xent 0.4405 (0.1648) Htri 0.0000 (0.0034) Acc 87.50 (96.37)
Epoch: [9][4600/6439] Time 0.529 (0.649) Data 0.0002 (0.0003) Xent 0.0441 (0.1646) Htri 0.0000 (0.0035) Acc 100.00 (96.38)
Epoch: [9][4700/6439] Time 0.362 (0.647) Data 0.0001 (0.0003) Xent 0.1859 (0.1652) Htri 0.0000 (0.0035) Acc 96.88 (96.36)
Epoch: [9][4800/6439] Time 0.662 (0.646) Data 0.0002 (0.0003) Xent 0.3452 (0.1662) Htri 0.0000 (0.0036) Acc 90.62 (96.34)
Epoch: [9][4900/6439] Time 0.497 (0.645) Data 0.0002 (0.0003) Xent 0.2600 (0.1683) Htri 0.0000 (0.0038) Acc 93.75 (96.28)
Epoch: [9][5000/6439] Time 0.619 (0.644) Data 0.0002 (0.0003) Xent 0.1395 (0.1693) Htri 0.0000 (0.0038) Acc 96.88 (96.25)
Epoch: [9][5100/6439] Time 0.577 (0.643) Data 0.0002 (0.0003) Xent 0.1093 (0.1697) Htri 0.0000 (0.0038) Acc 100.00 (96.24)
Epoch: [9][5200/6439] Time 0.506 (0.642) Data 0.0001 (0.0003) Xent 0.1022 (0.1693) Htri 0.0000 (0.0038) Acc 96.88 (96.25)
Epoch: [9][5300/6439] Time 0.541 (0.641) Data 0.0001 (0.0003) Xent 0.2240 (0.1692) Htri 0.0000 (0.0038) Acc 93.75 (96.25)
Epoch: [9][5400/6439] Time 0.543 (0.640) Data 0.0002 (0.0003) Xent 0.0852 (0.1692) Htri 0.0000 (0.0039) Acc 100.00 (96.25)
Epoch: [9][5500/6439] Time 0.478 (0.639) Data 0.0001 (0.0003) Xent 0.3148 (0.1692) Htri 0.0000 (0.0039) Acc 93.75 (96.25)
Epoch: [9][5600/6439] Time 0.537 (0.638) Data 0.0001 (0.0003) Xent 0.1782 (0.1692) Htri 0.0000 (0.0038) Acc 96.88 (96.26)
Epoch: [9][5700/6439] Time 0.536 (0.638) Data 0.0001 (0.0003) Xent 0.1218 (0.1693) Htri 0.0000 (0.0038) Acc 96.88 (96.25)
Epoch: [9][5800/6439] Time 0.552 (0.637) Data 0.0002 (0.0003) Xent 0.1581 (0.1696) Htri 0.0000 (0.0038) Acc 93.75 (96.25)
Epoch: [9][5900/6439] Time 0.552 (0.636) Data 0.0001 (0.0003) Xent 0.1369 (0.1692) Htri 0.0000 (0.0038) Acc 100.00 (96.26)
Epoch: [9][6000/6439] Time 0.520 (0.636) Data 0.0001 (0.0003) Xent 0.0905 (0.1695) Htri 0.0000 (0.0038) Acc 100.00 (96.25)
Epoch: [9][6100/6439] Time 0.613 (0.636) Data 0.0001 (0.0003) Xent 0.2107 (0.1698) Htri 0.0000 (0.0038) Acc 90.62 (96.24)
Epoch: [9][6200/6439] Time 0.620 (0.636) Data 0.0002 (0.0003) Xent 0.0843 (0.1699) Htri 0.0000 (0.0038) Acc 100.00 (96.24)
Epoch: [9][6300/6439] Time 0.608 (0.635) Data 0.0001 (0.0003) Xent 0.2548 (0.1696) Htri 0.0000 (0.0037) Acc 93.75 (96.25)
Epoch: [9][6400/6439] Time 0.518 (0.635) Data 0.0001 (0.0003) Xent 0.1039 (0.1688) Htri 0.0000 (0.0038) Acc 100.00 (96.27)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 14.4%
CMC curve
Rank-1 : 26.2%
Rank-5 : 37.8%
Rank-10 : 44.0%
Rank-20 : 50.7%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-9"
Epoch: [10][100/6439] Time 0.777 (0.648) Data 0.0003 (0.0066) Xent 0.0806 (0.1561) Htri 0.0000 (0.0027) Acc 100.00 (96.53)
Epoch: [10][200/6439] Time 0.701 (0.636) Data 0.0001 (0.0034) Xent 0.2922 (0.1708) Htri 0.0000 (0.0048) Acc 96.88 (96.16)
Epoch: [10][300/6439] Time 0.603 (0.636) Data 0.0001 (0.0023) Xent 0.1019 (0.1733) Htri 0.0000 (0.0060) Acc 100.00 (96.09)
Epoch: [10][400/6439] Time 0.558 (0.643) Data 0.0001 (0.0018) Xent 0.1035 (0.1726) Htri 0.0250 (0.0065) Acc 100.00 (96.14)
Epoch: [10][500/6439] Time 0.557 (0.643) Data 0.0001 (0.0015) Xent 0.1069 (0.1673) Htri 0.0000 (0.0064) Acc 96.88 (96.26)
Epoch: [10][600/6439] Time 0.498 (0.643) Data 0.0001 (0.0012) Xent 0.0860 (0.1635) Htri 0.0000 (0.0059) Acc 96.88 (96.34)
Epoch: [10][700/6439] Time 0.573 (0.642) Data 0.0001 (0.0011) Xent 0.1261 (0.1663) Htri 0.0398 (0.0059) Acc 96.88 (96.29)
Epoch: [10][800/6439] Time 0.631 (0.642) Data 0.0001 (0.0010) Xent 0.1523 (0.1689) Htri 0.0000 (0.0056) Acc 96.88 (96.23)
Epoch: [10][900/6439] Time 0.598 (0.639) Data 0.0001 (0.0009) Xent 0.1420 (0.1685) Htri 0.0000 (0.0052) Acc 96.88 (96.23)
Epoch: [10][1000/6439] Time 0.597 (0.642) Data 0.0001 (0.0008) Xent 0.1915 (0.1658) Htri 0.0000 (0.0049) Acc 96.88 (96.34)
Epoch: [10][1100/6439] Time 0.566 (0.642) Data 0.0001 (0.0008) Xent 0.1742 (0.1644) Htri 0.0661 (0.0047) Acc 96.88 (96.39)
Epoch: [10][1200/6439] Time 0.607 (0.641) Data 0.0001 (0.0007) Xent 0.3125 (0.1638) Htri 0.0000 (0.0047) Acc 90.62 (96.38)
Epoch: [10][1300/6439] Time 0.552 (0.641) Data 0.0001 (0.0007) Xent 0.2580 (0.1639) Htri 0.0000 (0.0047) Acc 93.75 (96.36)
Epoch: [10][1400/6439] Time 0.508 (0.641) Data 0.0002 (0.0006) Xent 0.1329 (0.1648) Htri 0.0000 (0.0047) Acc 96.88 (96.33)
Epoch: [10][1500/6439] Time 0.533 (0.641) Data 0.0002 (0.0006) Xent 0.1295 (0.1658) Htri 0.0000 (0.0049) Acc 100.00 (96.30)
Epoch: [10][1600/6439] Time 0.560 (0.641) Data 0.0001 (0.0006) Xent 0.0566 (0.1639) Htri 0.0000 (0.0046) Acc 100.00 (96.34)
Epoch: [10][1700/6439] Time 0.523 (0.642) Data 0.0001 (0.0005) Xent 0.0731 (0.1620) Htri 0.0000 (0.0044) Acc 96.88 (96.39)
Epoch: [10][1800/6439] Time 0.621 (0.643) Data 0.0001 (0.0005) Xent 0.1217 (0.1625) Htri 0.0000 (0.0047) Acc 96.88 (96.38)
Epoch: [10][1900/6439] Time 0.442 (0.643) Data 0.0001 (0.0005) Xent 0.1027 (0.1609) Htri 0.0000 (0.0045) Acc 100.00 (96.42)
Epoch: [10][2000/6439] Time 0.517 (0.643) Data 0.0002 (0.0005) Xent 0.3101 (0.1599) Htri 0.0000 (0.0045) Acc 87.50 (96.47)
Epoch: [10][2100/6439] Time 0.542 (0.643) Data 0.0001 (0.0005) Xent 0.0956 (0.1590) Htri 0.0000 (0.0043) Acc 100.00 (96.51)
Epoch: [10][2200/6439] Time 1.777 (0.643) Data 0.0002 (0.0005) Xent 0.1261 (0.1590) Htri 0.0000 (0.0044) Acc 93.75 (96.53)
Epoch: [10][2300/6439] Time 0.589 (0.643) Data 0.0001 (0.0005) Xent 0.0434 (0.1568) Htri 0.0000 (0.0043) Acc 100.00 (96.61)
Epoch: [10][2400/6439] Time 0.689 (0.643) Data 0.0001 (0.0004) Xent 0.0775 (0.1552) Htri 0.0000 (0.0043) Acc 100.00 (96.65)
Epoch: [10][2500/6439] Time 0.823 (0.642) Data 0.0002 (0.0004) Xent 0.0757 (0.1530) Htri 0.0000 (0.0041) Acc 96.88 (96.71)
Epoch: [10][2600/6439] Time 0.640 (0.642) Data 0.0001 (0.0004) Xent 0.0438 (0.1524) Htri 0.0000 (0.0041) Acc 100.00 (96.70)
Epoch: [10][2700/6439] Time 0.626 (0.642) Data 0.0001 (0.0004) Xent 0.2733 (0.1521) Htri 0.0000 (0.0042) Acc 93.75 (96.70)
Epoch: [10][2800/6439] Time 0.523 (0.642) Data 0.0002 (0.0004) Xent 0.0982 (0.1521) Htri 0.0000 (0.0041) Acc 100.00 (96.71)
Epoch: [10][2900/6439] Time 0.636 (0.641) Data 0.0001 (0.0004) Xent 0.0677 (0.1519) Htri 0.0000 (0.0040) Acc 100.00 (96.70)
Epoch: [10][3000/6439] Time 0.686 (0.641) Data 0.0003 (0.0004) Xent 0.0834 (0.1515) Htri 0.0000 (0.0039) Acc 96.88 (96.72)
Epoch: [10][3100/6439] Time 0.647 (0.641) Data 0.0002 (0.0004) Xent 0.1439 (0.1509) Htri 0.0000 (0.0038) Acc 96.88 (96.73)
Epoch: [10][3200/6439] Time 0.624 (0.642) Data 0.0001 (0.0004) Xent 0.2117 (0.1504) Htri 0.0000 (0.0037) Acc 93.75 (96.74)
Epoch: [10][3300/6439] Time 0.625 (0.642) Data 0.0001 (0.0004) Xent 0.1287 (0.1503) Htri 0.0000 (0.0037) Acc 93.75 (96.75)
Epoch: [10][3400/6439] Time 0.474 (0.641) Data 0.0001 (0.0004) Xent 0.0686 (0.1505) Htri 0.0000 (0.0037) Acc 100.00 (96.75)
Epoch: [10][3500/6439] Time 0.514 (0.641) Data 0.0001 (0.0004) Xent 0.2910 (0.1514) Htri 0.0000 (0.0037) Acc 96.88 (96.73)
Epoch: [10][3600/6439] Time 0.679 (0.640) Data 0.0002 (0.0003) Xent 0.1513 (0.1520) Htri 0.0000 (0.0037) Acc 96.88 (96.71)
Epoch: [10][3700/6439] Time 0.568 (0.641) Data 0.0001 (0.0003) Xent 0.1701 (0.1520) Htri 0.0000 (0.0037) Acc 96.88 (96.72)
Epoch: [10][3800/6439] Time 0.542 (0.641) Data 0.0002 (0.0003) Xent 0.3250 (0.1525) Htri 0.0000 (0.0037) Acc 90.62 (96.71)
Epoch: [10][3900/6439] Time 0.574 (0.641) Data 0.0001 (0.0003) Xent 0.2142 (0.1531) Htri 0.0000 (0.0038) Acc 96.88 (96.70)
Epoch: [10][4000/6439] Time 0.530 (0.641) Data 0.0002 (0.0003) Xent 0.1516 (0.1545) Htri 0.0000 (0.0037) Acc 96.88 (96.66)
Epoch: [10][4100/6439] Time 0.621 (0.641) Data 0.0002 (0.0003) Xent 0.0676 (0.1543) Htri 0.0000 (0.0037) Acc 100.00 (96.67)
Epoch: [10][4200/6439] Time 0.677 (0.641) Data 0.0001 (0.0003) Xent 0.1001 (0.1542) Htri 0.0000 (0.0036) Acc 100.00 (96.67)
Epoch: [10][4300/6439] Time 0.553 (0.641) Data 0.0002 (0.0003) Xent 0.1363 (0.1544) Htri 0.0000 (0.0036) Acc 96.88 (96.67)
Epoch: [10][4400/6439] Time 0.637 (0.640) Data 0.0002 (0.0003) Xent 0.2095 (0.1559) Htri 0.0363 (0.0037) Acc 96.88 (96.63)
Epoch: [10][4500/6439] Time 0.475 (0.640) Data 0.0003 (0.0003) Xent 0.4477 (0.1569) Htri 0.0000 (0.0037) Acc 87.50 (96.60)
Epoch: [10][4600/6439] Time 0.597 (0.640) Data 0.0001 (0.0003) Xent 0.2019 (0.1583) Htri 0.0000 (0.0038) Acc 93.75 (96.57)
Epoch: [10][4700/6439] Time 0.640 (0.640) Data 0.0001 (0.0003) Xent 0.1973 (0.1592) Htri 0.0000 (0.0039) Acc 96.88 (96.54)
Epoch: [10][4800/6439] Time 0.623 (0.639) Data 0.0001 (0.0003) Xent 0.2330 (0.1598) Htri 0.0000 (0.0039) Acc 96.88 (96.51)
Epoch: [10][4900/6439] Time 0.446 (0.640) Data 0.0002 (0.0003) Xent 0.0755 (0.1594) Htri 0.0000 (0.0038) Acc 100.00 (96.52)
Epoch: [10][5000/6439] Time 0.742 (0.640) Data 0.0002 (0.0003) Xent 0.0918 (0.1595) Htri 0.0000 (0.0038) Acc 96.88 (96.52)
Epoch: [10][5100/6439] Time 0.658 (0.640) Data 0.0003 (0.0003) Xent 0.1818 (0.1610) Htri 0.0000 (0.0038) Acc 96.88 (96.48)
Epoch: [10][5200/6439] Time 0.676 (0.640) Data 0.0002 (0.0003) Xent 0.1753 (0.1610) Htri 0.0000 (0.0038) Acc 96.88 (96.48)
Epoch: [10][5300/6439] Time 0.747 (0.639) Data 0.0002 (0.0003) Xent 0.0903 (0.1608) Htri 0.0000 (0.0037) Acc 100.00 (96.49)
Epoch: [10][5400/6439] Time 0.685 (0.639) Data 0.0001 (0.0003) Xent 0.0740 (0.1609) Htri 0.0000 (0.0037) Acc 100.00 (96.49)
Epoch: [10][5500/6439] Time 1.058 (0.639) Data 0.0002 (0.0003) Xent 0.2844 (0.1611) Htri 0.0000 (0.0038) Acc 87.50 (96.48)
Epoch: [10][5600/6439] Time 0.539 (0.640) Data 0.0001 (0.0003) Xent 0.1779 (0.1624) Htri 0.1569 (0.0039) Acc 96.88 (96.45)
Epoch: [10][5700/6439] Time 0.505 (0.640) Data 0.0001 (0.0003) Xent 0.1107 (0.1628) Htri 0.0000 (0.0039) Acc 96.88 (96.44)
Epoch: [10][5800/6439] Time 0.643 (0.640) Data 0.0001 (0.0003) Xent 0.3040 (0.1629) Htri 0.0000 (0.0039) Acc 90.62 (96.43)
Epoch: [10][5900/6439] Time 1.677 (0.640) Data 0.0001 (0.0003) Xent 0.2246 (0.1630) Htri 0.0000 (0.0039) Acc 96.88 (96.43)
Epoch: [10][6000/6439] Time 0.655 (0.641) Data 0.0001 (0.0003) Xent 0.2639 (0.1631) Htri 0.0000 (0.0039) Acc 93.75 (96.43)
Epoch: [10][6100/6439] Time 0.678 (0.641) Data 0.0001 (0.0003) Xent 0.1651 (0.1634) Htri 0.0574 (0.0039) Acc 93.75 (96.42)
Epoch: [10][6200/6439] Time 0.619 (0.641) Data 0.0001 (0.0003) Xent 0.3182 (0.1636) Htri 0.0742 (0.0039) Acc 93.75 (96.41)
Epoch: [10][6300/6439] Time 0.671 (0.641) Data 0.0001 (0.0003) Xent 0.1639 (0.1645) Htri 0.0000 (0.0039) Acc 96.88 (96.38)
Epoch: [10][6400/6439] Time 0.576 (0.641) Data 0.0001 (0.0003) Xent 0.1770 (0.1646) Htri 0.0000 (0.0039) Acc 96.88 (96.38)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.026/32
Computing CMC and mAP
Results ----------
mAP: 16.2%
CMC curve
Rank-1 : 28.0%
Rank-5 : 41.1%
Rank-10 : 47.1%
Rank-20 : 55.1%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-10"
Epoch: [11][100/6439] Time 0.981 (0.615) Data 0.0003 (0.0053) Xent 0.2936 (0.1055) Htri 0.0000 (0.0020) Acc 93.75 (98.00)
Epoch: [11][200/6439] Time 0.645 (0.631) Data 0.0001 (0.0027) Xent 0.0451 (0.0909) Htri 0.0000 (0.0030) Acc 100.00 (98.27)
Epoch: [11][300/6439] Time 0.553 (0.632) Data 0.0001 (0.0019) Xent 0.0131 (0.0817) Htri 0.0000 (0.0024) Acc 100.00 (98.52)
Epoch: [11][400/6439] Time 1.477 (0.646) Data 0.0001 (0.0015) Xent 0.0505 (0.0744) Htri 0.0000 (0.0024) Acc 100.00 (98.71)
Epoch: [11][500/6439] Time 0.632 (0.646) Data 0.0002 (0.0012) Xent 0.0246 (0.0702) Htri 0.0000 (0.0021) Acc 100.00 (98.79)
Epoch: [11][600/6439] Time 0.672 (0.645) Data 0.0002 (0.0010) Xent 0.0504 (0.0648) Htri 0.0000 (0.0018) Acc 100.00 (98.92)
Epoch: [11][700/6439] Time 0.637 (0.646) Data 0.0002 (0.0009) Xent 0.0268 (0.0614) Htri 0.0000 (0.0018) Acc 100.00 (98.96)
Epoch: [11][800/6439] Time 0.626 (0.648) Data 0.0001 (0.0008) Xent 0.0217 (0.0583) Htri 0.0000 (0.0016) Acc 100.00 (99.03)
Epoch: [11][900/6439] Time 0.534 (0.651) Data 0.0001 (0.0008) Xent 0.0886 (0.0569) Htri 0.0438 (0.0014) Acc 100.00 (99.07)
Epoch: [11][1000/6439] Time 0.597 (0.650) Data 0.0001 (0.0007) Xent 0.0184 (0.0545) Htri 0.0000 (0.0013) Acc 100.00 (99.10)
Epoch: [11][1100/6439] Time 1.608 (0.652) Data 0.0001 (0.0006) Xent 0.0845 (0.0528) Htri 0.0000 (0.0014) Acc 96.88 (99.12)
Epoch: [11][1200/6439] Time 0.462 (0.653) Data 0.0002 (0.0006) Xent 0.0715 (0.0513) Htri 0.0000 (0.0013) Acc 100.00 (99.17)
Epoch: [11][1300/6439] Time 0.532 (0.653) Data 0.0001 (0.0006) Xent 0.1048 (0.0502) Htri 0.0000 (0.0012) Acc 96.88 (99.19)
Epoch: [11][1400/6439] Time 1.560 (0.654) Data 0.0002 (0.0005) Xent 0.0171 (0.0491) Htri 0.0000 (0.0011) Acc 100.00 (99.22)
Epoch: [11][1500/6439] Time 0.671 (0.655) Data 0.0003 (0.0005) Xent 0.0192 (0.0481) Htri 0.0000 (0.0011) Acc 100.00 (99.25)
Epoch: [11][1600/6439] Time 0.540 (0.655) Data 0.0002 (0.0005) Xent 0.0362 (0.0470) Htri 0.0000 (0.0011) Acc 100.00 (99.27)
Epoch: [11][1700/6439] Time 0.669 (0.655) Data 0.0001 (0.0005) Xent 0.0132 (0.0461) Htri 0.0000 (0.0010) Acc 100.00 (99.29)
Epoch: [11][1800/6439] Time 0.503 (0.654) Data 0.0003 (0.0005) Xent 0.0137 (0.0454) Htri 0.0000 (0.0010) Acc 100.00 (99.31)
Epoch: [11][1900/6439] Time 0.511 (0.654) Data 0.0002 (0.0004) Xent 0.0222 (0.0447) Htri 0.0000 (0.0009) Acc 100.00 (99.32)
Epoch: [11][2000/6439] Time 0.541 (0.654) Data 0.0001 (0.0004) Xent 0.0663 (0.0439) Htri 0.0000 (0.0009) Acc 100.00 (99.34)
Epoch: [11][2100/6439] Time 0.609 (0.654) Data 0.0002 (0.0004) Xent 0.0178 (0.0433) Htri 0.0000 (0.0009) Acc 100.00 (99.35)
Epoch: [11][2200/6439] Time 0.540 (0.656) Data 0.0001 (0.0004) Xent 0.0251 (0.0426) Htri 0.0000 (0.0009) Acc 100.00 (99.37)
Epoch: [11][2300/6439] Time 0.658 (0.656) Data 0.0002 (0.0004) Xent 0.0056 (0.0420) Htri 0.0000 (0.0009) Acc 100.00 (99.38)
Epoch: [11][2400/6439] Time 0.683 (0.657) Data 0.0002 (0.0004) Xent 0.0145 (0.0412) Htri 0.0000 (0.0008) Acc 100.00 (99.39)
Epoch: [11][2500/6439] Time 0.545 (0.658) Data 0.0002 (0.0004) Xent 0.0125 (0.0408) Htri 0.0000 (0.0008) Acc 100.00 (99.40)
Epoch: [11][2600/6439] Time 0.532 (0.658) Data 0.0001 (0.0004) Xent 0.0319 (0.0404) Htri 0.0000 (0.0008) Acc 100.00 (99.41)
Epoch: [11][2700/6439] Time 0.614 (0.659) Data 0.0002 (0.0004) Xent 0.0239 (0.0399) Htri 0.0000 (0.0009) Acc 100.00 (99.42)
Epoch: [11][2800/6439] Time 0.898 (0.660) Data 0.0007 (0.0004) Xent 0.0287 (0.0394) Htri 0.0000 (0.0008) Acc 100.00 (99.43)
Epoch: [11][2900/6439] Time 0.587 (0.659) Data 0.0002 (0.0004) Xent 0.0200 (0.0389) Htri 0.0000 (0.0008) Acc 100.00 (99.44)
Epoch: [11][3000/6439] Time 0.834 (0.657) Data 0.0001 (0.0004) Xent 0.0244 (0.0383) Htri 0.0000 (0.0008) Acc 100.00 (99.45)
Epoch: [11][3100/6439] Time 0.769 (0.655) Data 0.0001 (0.0003) Xent 0.0405 (0.0379) Htri 0.0000 (0.0008) Acc 100.00 (99.46)
Epoch: [11][3200/6439] Time 0.466 (0.654) Data 0.0001 (0.0003) Xent 0.0810 (0.0375) Htri 0.0000 (0.0008) Acc 96.88 (99.47)
Epoch: [11][3300/6439] Time 0.787 (0.653) Data 0.0002 (0.0003) Xent 0.0073 (0.0373) Htri 0.0000 (0.0007) Acc 100.00 (99.47)
Epoch: [11][3400/6439] Time 0.669 (0.652) Data 0.0002 (0.0003) Xent 0.0128 (0.0370) Htri 0.0000 (0.0007) Acc 100.00 (99.48)
Epoch: [11][3500/6439] Time 0.434 (0.651) Data 0.0001 (0.0003) Xent 0.0259 (0.0368) Htri 0.0000 (0.0007) Acc 100.00 (99.48)
Epoch: [11][3600/6439] Time 0.604 (0.650) Data 0.0001 (0.0003) Xent 0.0710 (0.0365) Htri 0.0000 (0.0007) Acc 100.00 (99.49)
Epoch: [11][3700/6439] Time 0.716 (0.649) Data 0.0002 (0.0003) Xent 0.0325 (0.0363) Htri 0.0000 (0.0007) Acc 100.00 (99.49)
Epoch: [11][3800/6439] Time 0.643 (0.648) Data 0.0002 (0.0003) Xent 0.0078 (0.0359) Htri 0.0000 (0.0007) Acc 100.00 (99.50)
Epoch: [11][3900/6439] Time 0.688 (0.647) Data 0.0001 (0.0003) Xent 0.0327 (0.0357) Htri 0.0000 (0.0007) Acc 100.00 (99.50)
Epoch: [11][4000/6439] Time 0.506 (0.646) Data 0.0002 (0.0003) Xent 0.0315 (0.0354) Htri 0.0000 (0.0007) Acc 100.00 (99.51)
Epoch: [11][4100/6439] Time 0.418 (0.645) Data 0.0003 (0.0003) Xent 0.0161 (0.0351) Htri 0.0000 (0.0007) Acc 100.00 (99.52)
Epoch: [11][4200/6439] Time 0.582 (0.645) Data 0.0002 (0.0003) Xent 0.0305 (0.0349) Htri 0.0000 (0.0007) Acc 100.00 (99.53)
Epoch: [11][4300/6439] Time 0.549 (0.644) Data 0.0002 (0.0003) Xent 0.0169 (0.0347) Htri 0.0000 (0.0007) Acc 100.00 (99.53)
Epoch: [11][4400/6439] Time 0.630 (0.645) Data 0.0002 (0.0003) Xent 0.0062 (0.0345) Htri 0.0000 (0.0007) Acc 100.00 (99.54)
Epoch: [11][4500/6439] Time 0.641 (0.644) Data 0.0003 (0.0003) Xent 0.0203 (0.0342) Htri 0.0000 (0.0007) Acc 100.00 (99.54)
Epoch: [11][4600/6439] Time 1.233 (0.645) Data 0.0001 (0.0003) Xent 0.0659 (0.0340) Htri 0.0000 (0.0006) Acc 96.88 (99.55)
Epoch: [11][4700/6439] Time 0.700 (0.645) Data 0.0004 (0.0003) Xent 0.0157 (0.0337) Htri 0.0000 (0.0006) Acc 100.00 (99.56)
Epoch: [11][4800/6439] Time 0.654 (0.645) Data 0.0002 (0.0003) Xent 0.0254 (0.0335) Htri 0.0000 (0.0006) Acc 100.00 (99.56)
Epoch: [11][4900/6439] Time 0.647 (0.645) Data 0.0001 (0.0003) Xent 0.0147 (0.0333) Htri 0.0000 (0.0006) Acc 100.00 (99.57)
Epoch: [11][5000/6439] Time 0.539 (0.645) Data 0.0001 (0.0003) Xent 0.0125 (0.0331) Htri 0.0000 (0.0006) Acc 100.00 (99.57)
Epoch: [11][5100/6439] Time 1.324 (0.646) Data 0.0002 (0.0003) Xent 0.0092 (0.0329) Htri 0.0000 (0.0006) Acc 100.00 (99.58)
Epoch: [11][5200/6439] Time 0.772 (0.646) Data 0.0002 (0.0003) Xent 0.0323 (0.0326) Htri 0.0000 (0.0006) Acc 100.00 (99.58)
Epoch: [11][5300/6439] Time 0.535 (0.646) Data 0.0001 (0.0003) Xent 0.0161 (0.0324) Htri 0.0000 (0.0006) Acc 100.00 (99.58)
Epoch: [11][5400/6439] Time 0.486 (0.646) Data 0.0003 (0.0003) Xent 0.0182 (0.0322) Htri 0.0000 (0.0006) Acc 100.00 (99.59)
Epoch: [11][5500/6439] Time 0.657 (0.647) Data 0.0002 (0.0003) Xent 0.0302 (0.0320) Htri 0.0000 (0.0006) Acc 100.00 (99.59)
Epoch: [11][5600/6439] Time 0.551 (0.647) Data 0.0001 (0.0003) Xent 0.0315 (0.0319) Htri 0.0000 (0.0006) Acc 100.00 (99.60)
Epoch: [11][5700/6439] Time 0.570 (0.647) Data 0.0002 (0.0003) Xent 0.0129 (0.0318) Htri 0.0000 (0.0006) Acc 100.00 (99.60)
Epoch: [11][5800/6439] Time 1.898 (0.647) Data 0.0002 (0.0003) Xent 0.0597 (0.0316) Htri 0.0511 (0.0006) Acc 96.88 (99.60)
Epoch: [11][5900/6439] Time 1.601 (0.647) Data 0.0003 (0.0003) Xent 0.0715 (0.0315) Htri 0.0000 (0.0006) Acc 96.88 (99.61)
Epoch: [11][6000/6439] Time 0.620 (0.647) Data 0.0003 (0.0003) Xent 0.0773 (0.0314) Htri 0.0000 (0.0006) Acc 96.88 (99.61)
Epoch: [11][6100/6439] Time 0.583 (0.647) Data 0.0001 (0.0003) Xent 0.0209 (0.0313) Htri 0.0000 (0.0006) Acc 100.00 (99.61)
Epoch: [11][6200/6439] Time 0.613 (0.647) Data 0.0001 (0.0003) Xent 0.0069 (0.0312) Htri 0.0000 (0.0006) Acc 100.00 (99.61)
Epoch: [11][6300/6439] Time 0.632 (0.647) Data 0.0003 (0.0003) Xent 0.0323 (0.0311) Htri 0.0000 (0.0005) Acc 100.00 (99.61)
Epoch: [11][6400/6439] Time 1.368 (0.648) Data 0.0001 (0.0003) Xent 0.0482 (0.0309) Htri 0.0000 (0.0005) Acc 100.00 (99.62)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 19.9%
CMC curve
Rank-1 : 33.3%
Rank-5 : 46.4%
Rank-10 : 53.8%
Rank-20 : 62.2%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-11"
Epoch: [12][100/6439] Time 0.659 (0.678) Data 0.0001 (0.0045) Xent 0.0247 (0.0208) Htri 0.0000 (0.0000) Acc 100.00 (99.81)
Epoch: [12][200/6439] Time 0.601 (0.660) Data 0.0003 (0.0023) Xent 0.0215 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.91)
Epoch: [12][300/6439] Time 2.111 (0.661) Data 0.0001 (0.0016) Xent 0.0437 (0.0196) Htri 0.0000 (0.0000) Acc 100.00 (99.90)
Epoch: [12][400/6439] Time 0.885 (0.665) Data 0.0002 (0.0013) Xent 0.0121 (0.0212) Htri 0.0000 (0.0000) Acc 100.00 (99.85)
Epoch: [12][500/6439] Time 0.594 (0.672) Data 0.0001 (0.0010) Xent 0.0122 (0.0208) Htri 0.0000 (0.0001) Acc 100.00 (99.86)
Epoch: [12][600/6439] Time 0.518 (0.669) Data 0.0003 (0.0009) Xent 0.0194 (0.0210) Htri 0.0000 (0.0001) Acc 100.00 (99.84)
Epoch: [12][700/6439] Time 0.568 (0.669) Data 0.0001 (0.0008) Xent 0.0510 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.84)
Epoch: [12][800/6439] Time 0.557 (0.671) Data 0.0002 (0.0007) Xent 0.0233 (0.0208) Htri 0.0000 (0.0001) Acc 100.00 (99.86)
Epoch: [12][900/6439] Time 0.610 (0.667) Data 0.0001 (0.0007) Xent 0.0260 (0.0209) Htri 0.0000 (0.0001) Acc 100.00 (99.85)
Epoch: [12][1000/6439] Time 0.665 (0.667) Data 0.0002 (0.0006) Xent 0.0108 (0.0207) Htri 0.0000 (0.0001) Acc 100.00 (99.85)
Epoch: [12][1100/6439] Time 0.679 (0.667) Data 0.0002 (0.0006) Xent 0.0201 (0.0208) Htri 0.0000 (0.0001) Acc 100.00 (99.84)
Epoch: [12][1200/6439] Time 0.635 (0.667) Data 0.0002 (0.0005) Xent 0.0201 (0.0208) Htri 0.0000 (0.0001) Acc 100.00 (99.85)
Epoch: [12][1300/6439] Time 0.675 (0.668) Data 0.0002 (0.0005) Xent 0.0077 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.84)
Epoch: [12][1400/6439] Time 0.473 (0.667) Data 0.0001 (0.0005) Xent 0.0096 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.84)
Epoch: [12][1500/6439] Time 0.714 (0.667) Data 0.0002 (0.0005) Xent 0.0104 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.84)
Epoch: [12][1600/6439] Time 0.635 (0.668) Data 0.0001 (0.0005) Xent 0.0142 (0.0209) Htri 0.0000 (0.0003) Acc 100.00 (99.85)
Epoch: [12][1700/6439] Time 0.833 (0.668) Data 0.0002 (0.0004) Xent 0.0121 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.85)
Epoch: [12][1800/6439] Time 0.468 (0.668) Data 0.0001 (0.0004) Xent 0.0070 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.85)
Epoch: [12][1900/6439] Time 0.630 (0.668) Data 0.0002 (0.0004) Xent 0.0257 (0.0208) Htri 0.0187 (0.0003) Acc 100.00 (99.86)
Epoch: [12][2000/6439] Time 0.663 (0.667) Data 0.0002 (0.0004) Xent 0.0167 (0.0209) Htri 0.0000 (0.0003) Acc 100.00 (99.86)
Epoch: [12][2100/6439] Time 0.786 (0.668) Data 0.0003 (0.0004) Xent 0.0361 (0.0208) Htri 0.0000 (0.0003) Acc 100.00 (99.86)
Epoch: [12][2200/6439] Time 0.710 (0.666) Data 0.0002 (0.0004) Xent 0.0273 (0.0207) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][2300/6439] Time 0.606 (0.667) Data 0.0003 (0.0004) Xent 0.0143 (0.0207) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][2400/6439] Time 0.641 (0.666) Data 0.0001 (0.0004) Xent 0.0151 (0.0208) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][2500/6439] Time 0.662 (0.666) Data 0.0002 (0.0004) Xent 0.0091 (0.0207) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][2600/6439] Time 0.569 (0.666) Data 0.0001 (0.0004) Xent 0.0076 (0.0209) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][2700/6439] Time 0.651 (0.665) Data 0.0002 (0.0004) Xent 0.0185 (0.0209) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][2800/6439] Time 0.598 (0.665) Data 0.0001 (0.0003) Xent 0.0174 (0.0209) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][2900/6439] Time 0.593 (0.665) Data 0.0002 (0.0003) Xent 0.0177 (0.0209) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][3000/6439] Time 0.502 (0.665) Data 0.0002 (0.0003) Xent 0.0151 (0.0208) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][3100/6439] Time 0.744 (0.665) Data 0.0002 (0.0003) Xent 0.0128 (0.0208) Htri 0.0000 (0.0003) Acc 100.00 (99.88)
Epoch: [12][3200/6439] Time 0.514 (0.665) Data 0.0002 (0.0003) Xent 0.0082 (0.0208) Htri 0.0000 (0.0003) Acc 100.00 (99.88)
Epoch: [12][3300/6439] Time 0.658 (0.665) Data 0.0002 (0.0003) Xent 0.0059 (0.0208) Htri 0.0000 (0.0003) Acc 100.00 (99.88)
Epoch: [12][3400/6439] Time 0.663 (0.665) Data 0.0002 (0.0003) Xent 0.0486 (0.0209) Htri 0.0000 (0.0003) Acc 100.00 (99.88)
Epoch: [12][3500/6439] Time 0.543 (0.666) Data 0.0002 (0.0003) Xent 0.0195 (0.0210) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][3600/6439] Time 0.581 (0.666) Data 0.0002 (0.0003) Xent 0.0185 (0.0210) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][3700/6439] Time 0.493 (0.666) Data 0.0002 (0.0003) Xent 0.0124 (0.0211) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][3800/6439] Time 0.632 (0.666) Data 0.0002 (0.0003) Xent 0.0075 (0.0210) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][3900/6439] Time 0.619 (0.666) Data 0.0003 (0.0003) Xent 0.0164 (0.0211) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][4000/6439] Time 0.656 (0.667) Data 0.0001 (0.0003) Xent 0.0142 (0.0211) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][4100/6439] Time 0.538 (0.666) Data 0.0001 (0.0003) Xent 0.0395 (0.0211) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][4200/6439] Time 0.581 (0.666) Data 0.0001 (0.0003) Xent 0.0084 (0.0211) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][4300/6439] Time 0.638 (0.666) Data 0.0003 (0.0003) Xent 0.0086 (0.0211) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][4400/6439] Time 0.653 (0.666) Data 0.0001 (0.0003) Xent 0.0113 (0.0211) Htri 0.0000 (0.0003) Acc 100.00 (99.87)
Epoch: [12][4500/6439] Time 0.426 (0.666) Data 0.0001 (0.0003) Xent 0.0717 (0.0212) Htri 0.0000 (0.0002) Acc 96.88 (99.87)
Epoch: [12][4600/6439] Time 0.597 (0.666) Data 0.0001 (0.0003) Xent 0.0145 (0.0212) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][4700/6439] Time 1.775 (0.665) Data 0.0002 (0.0003) Xent 0.0226 (0.0212) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][4800/6439] Time 0.600 (0.665) Data 0.0001 (0.0003) Xent 0.0121 (0.0212) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][4900/6439] Time 0.582 (0.665) Data 0.0001 (0.0003) Xent 0.0071 (0.0213) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5000/6439] Time 0.624 (0.665) Data 0.0001 (0.0003) Xent 0.0143 (0.0213) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5100/6439] Time 0.581 (0.665) Data 0.0001 (0.0003) Xent 0.0336 (0.0212) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5200/6439] Time 0.621 (0.665) Data 0.0001 (0.0003) Xent 0.0090 (0.0212) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5300/6439] Time 0.509 (0.665) Data 0.0001 (0.0003) Xent 0.0218 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5400/6439] Time 0.685 (0.665) Data 0.0002 (0.0003) Xent 0.0175 (0.0212) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5500/6439] Time 0.627 (0.664) Data 0.0002 (0.0003) Xent 0.0359 (0.0212) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5600/6439] Time 0.503 (0.664) Data 0.0001 (0.0003) Xent 0.0124 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5700/6439] Time 0.584 (0.665) Data 0.0002 (0.0003) Xent 0.0233 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5800/6439] Time 0.720 (0.664) Data 0.0001 (0.0003) Xent 0.0197 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.87)
Epoch: [12][5900/6439] Time 1.359 (0.665) Data 0.0002 (0.0003) Xent 0.0245 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.88)
Epoch: [12][6000/6439] Time 0.612 (0.665) Data 0.0002 (0.0003) Xent 0.0178 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.88)
Epoch: [12][6100/6439] Time 0.523 (0.666) Data 0.0001 (0.0003) Xent 0.0157 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.88)
Epoch: [12][6200/6439] Time 0.886 (0.666) Data 0.0003 (0.0003) Xent 0.0110 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.88)
Epoch: [12][6300/6439] Time 0.741 (0.666) Data 0.0003 (0.0003) Xent 0.0220 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.88)
Epoch: [12][6400/6439] Time 0.742 (0.666) Data 0.0001 (0.0003) Xent 0.0123 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.88)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.026/32
Computing CMC and mAP
Results ----------
mAP: 21.2%
CMC curve
Rank-1 : 33.8%
Rank-5 : 47.8%
Rank-10 : 54.9%
Rank-20 : 62.2%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-12"
Epoch: [13][100/6439] Time 0.567 (0.669) Data 0.0002 (0.0048) Xent 0.0181 (0.0197) Htri 0.0000 (0.0000) Acc 100.00 (99.94)
Epoch: [13][200/6439] Time 0.517 (0.673) Data 0.0002 (0.0025) Xent 0.0197 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [13][300/6439] Time 0.594 (0.671) Data 0.0001 (0.0017) Xent 0.0124 (0.0192) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [13][400/6439] Time 0.584 (0.668) Data 0.0002 (0.0013) Xent 0.0072 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [13][500/6439] Time 0.535 (0.666) Data 0.0001 (0.0011) Xent 0.0220 (0.0191) Htri 0.0000 (0.0001) Acc 100.00 (99.96)
Epoch: [13][600/6439] Time 0.613 (0.657) Data 0.0002 (0.0009) Xent 0.0132 (0.0192) Htri 0.0000 (0.0001) Acc 100.00 (99.95)
Epoch: [13][700/6439] Time 0.656 (0.654) Data 0.0001 (0.0008) Xent 0.0283 (0.0195) Htri 0.0000 (0.0001) Acc 100.00 (99.95)
Epoch: [13][800/6439] Time 0.621 (0.648) Data 0.0002 (0.0008) Xent 0.0154 (0.0195) Htri 0.0000 (0.0001) Acc 100.00 (99.95)
Epoch: [13][900/6439] Time 0.518 (0.644) Data 0.0001 (0.0007) Xent 0.0099 (0.0195) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [13][1000/6439] Time 0.524 (0.641) Data 0.0001 (0.0006) Xent 0.0167 (0.0197) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [13][1100/6439] Time 0.557 (0.639) Data 0.0001 (0.0006) Xent 0.0131 (0.0198) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [13][1200/6439] Time 0.590 (0.637) Data 0.0001 (0.0006) Xent 0.0165 (0.0198) Htri 0.0000 (0.0002) Acc 100.00 (99.94)
Epoch: [13][1300/6439] Time 0.620 (0.635) Data 0.0001 (0.0005) Xent 0.0134 (0.0199) Htri 0.0000 (0.0002) Acc 100.00 (99.94)
Epoch: [13][1400/6439] Time 0.637 (0.634) Data 0.0003 (0.0005) Xent 0.0256 (0.0204) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][1500/6439] Time 0.639 (0.633) Data 0.0003 (0.0005) Xent 0.0162 (0.0203) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [13][1600/6439] Time 0.473 (0.632) Data 0.0001 (0.0005) Xent 0.0158 (0.0204) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][1700/6439] Time 0.581 (0.630) Data 0.0001 (0.0005) Xent 0.0156 (0.0204) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][1800/6439] Time 0.614 (0.629) Data 0.0001 (0.0004) Xent 0.0330 (0.0206) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [13][1900/6439] Time 0.535 (0.628) Data 0.0001 (0.0004) Xent 0.0104 (0.0205) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [13][2000/6439] Time 0.557 (0.628) Data 0.0001 (0.0004) Xent 0.0141 (0.0204) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][2100/6439] Time 0.531 (0.628) Data 0.0002 (0.0004) Xent 0.0330 (0.0204) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [13][2200/6439] Time 0.592 (0.629) Data 0.0002 (0.0004) Xent 0.0163 (0.0206) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [13][2300/6439] Time 0.565 (0.630) Data 0.0002 (0.0004) Xent 0.0200 (0.0206) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [13][2400/6439] Time 0.661 (0.631) Data 0.0003 (0.0004) Xent 0.0537 (0.0206) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][2500/6439] Time 0.603 (0.632) Data 0.0003 (0.0004) Xent 0.0466 (0.0207) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][2600/6439] Time 1.543 (0.633) Data 0.0002 (0.0004) Xent 0.0233 (0.0208) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][2700/6439] Time 0.687 (0.634) Data 0.0002 (0.0004) Xent 0.0192 (0.0208) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][2800/6439] Time 0.748 (0.635) Data 0.0002 (0.0003) Xent 0.0112 (0.0208) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][2900/6439] Time 1.181 (0.635) Data 0.0002 (0.0003) Xent 0.0079 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][3000/6439] Time 0.676 (0.636) Data 0.0002 (0.0003) Xent 0.0274 (0.0209) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][3100/6439] Time 0.578 (0.637) Data 0.0002 (0.0003) Xent 0.0217 (0.0209) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][3200/6439] Time 0.519 (0.638) Data 0.0001 (0.0003) Xent 0.0357 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][3300/6439] Time 0.729 (0.638) Data 0.0001 (0.0003) Xent 0.0080 (0.0209) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][3400/6439] Time 0.554 (0.639) Data 0.0001 (0.0003) Xent 0.0110 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][3500/6439] Time 0.531 (0.639) Data 0.0001 (0.0003) Xent 0.0203 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][3600/6439] Time 0.523 (0.640) Data 0.0001 (0.0003) Xent 0.0130 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][3700/6439] Time 0.531 (0.641) Data 0.0005 (0.0003) Xent 0.0127 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][3800/6439] Time 0.534 (0.641) Data 0.0001 (0.0003) Xent 0.0516 (0.0209) Htri 0.0000 (0.0002) Acc 96.88 (99.92)
Epoch: [13][3900/6439] Time 0.759 (0.642) Data 0.0002 (0.0003) Xent 0.0395 (0.0209) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [13][4000/6439] Time 0.809 (0.642) Data 0.0003 (0.0003) Xent 0.0185 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4100/6439] Time 0.805 (0.643) Data 0.0002 (0.0003) Xent 0.0287 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4200/6439] Time 0.575 (0.643) Data 0.0002 (0.0003) Xent 0.0266 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4300/6439] Time 0.534 (0.644) Data 0.0001 (0.0003) Xent 0.0125 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4400/6439] Time 0.562 (0.644) Data 0.0002 (0.0003) Xent 0.0127 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4500/6439] Time 0.607 (0.645) Data 0.0002 (0.0003) Xent 0.0195 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4600/6439] Time 0.563 (0.646) Data 0.0002 (0.0003) Xent 0.0147 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4700/6439] Time 0.547 (0.645) Data 0.0001 (0.0003) Xent 0.0155 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4800/6439] Time 0.602 (0.646) Data 0.0001 (0.0003) Xent 0.0104 (0.0210) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][4900/6439] Time 0.676 (0.647) Data 0.0001 (0.0003) Xent 0.0170 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][5000/6439] Time 0.722 (0.648) Data 0.0002 (0.0003) Xent 0.0316 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][5100/6439] Time 0.728 (0.648) Data 0.0001 (0.0003) Xent 0.0482 (0.0211) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [13][5200/6439] Time 0.574 (0.648) Data 0.0002 (0.0003) Xent 0.0153 (0.0211) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][5300/6439] Time 0.610 (0.649) Data 0.0003 (0.0003) Xent 0.0235 (0.0211) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][5400/6439] Time 0.572 (0.649) Data 0.0002 (0.0003) Xent 0.1237 (0.0211) Htri 0.0000 (0.0001) Acc 96.88 (99.92)
Epoch: [13][5500/6439] Time 0.619 (0.649) Data 0.0001 (0.0003) Xent 0.0197 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][5600/6439] Time 0.550 (0.649) Data 0.0001 (0.0003) Xent 0.0237 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][5700/6439] Time 0.555 (0.650) Data 0.0001 (0.0003) Xent 0.0416 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][5800/6439] Time 0.619 (0.650) Data 0.0002 (0.0003) Xent 0.0150 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][5900/6439] Time 1.529 (0.650) Data 0.0002 (0.0003) Xent 0.0794 (0.0212) Htri 0.0000 (0.0001) Acc 96.88 (99.92)
Epoch: [13][6000/6439] Time 0.574 (0.650) Data 0.0009 (0.0003) Xent 0.0170 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][6100/6439] Time 0.544 (0.651) Data 0.0002 (0.0003) Xent 0.0244 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][6200/6439] Time 0.569 (0.651) Data 0.0002 (0.0003) Xent 0.0533 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][6300/6439] Time 0.653 (0.651) Data 0.0003 (0.0003) Xent 0.0086 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [13][6400/6439] Time 0.573 (0.651) Data 0.0002 (0.0003) Xent 0.0187 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.025/32
Computing CMC and mAP
Results ----------
mAP: 21.0%
CMC curve
Rank-1 : 35.1%
Rank-5 : 46.4%
Rank-10 : 54.4%
Rank-20 : 60.4%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-13"
Epoch: [14][100/6439] Time 0.577 (0.650) Data 0.0002 (0.0049) Xent 0.0083 (0.0194) Htri 0.0000 (0.0000) Acc 100.00 (99.94)
Epoch: [14][200/6439] Time 0.614 (0.652) Data 0.0003 (0.0025) Xent 0.0112 (0.0204) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][300/6439] Time 0.727 (0.660) Data 0.0001 (0.0017) Xent 0.0157 (0.0207) Htri 0.0000 (0.0000) Acc 100.00 (99.93)
Epoch: [14][400/6439] Time 0.721 (0.667) Data 0.0001 (0.0014) Xent 0.0158 (0.0213) Htri 0.0000 (0.0003) Acc 100.00 (99.92)
Epoch: [14][500/6439] Time 0.904 (0.661) Data 0.0002 (0.0011) Xent 0.0191 (0.0214) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [14][600/6439] Time 0.564 (0.662) Data 0.0002 (0.0010) Xent 0.0360 (0.0216) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [14][700/6439] Time 0.472 (0.657) Data 0.0003 (0.0009) Xent 0.0208 (0.0215) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [14][800/6439] Time 0.825 (0.657) Data 0.0002 (0.0008) Xent 0.0394 (0.0213) Htri 0.0000 (0.0002) Acc 100.00 (99.92)
Epoch: [14][900/6439] Time 0.803 (0.657) Data 0.0002 (0.0007) Xent 0.0227 (0.0212) Htri 0.0000 (0.0002) Acc 100.00 (99.93)
Epoch: [14][1000/6439] Time 0.644 (0.661) Data 0.0002 (0.0006) Xent 0.0165 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.91)
Epoch: [14][1100/6439] Time 0.823 (0.659) Data 0.0003 (0.0006) Xent 0.0712 (0.0218) Htri 0.0000 (0.0001) Acc 100.00 (99.91)
Epoch: [14][1200/6439] Time 0.597 (0.661) Data 0.0002 (0.0006) Xent 0.0283 (0.0216) Htri 0.0000 (0.0001) Acc 100.00 (99.91)
Epoch: [14][1300/6439] Time 0.693 (0.660) Data 0.0002 (0.0005) Xent 0.0273 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.91)
Epoch: [14][1400/6439] Time 0.591 (0.659) Data 0.0001 (0.0005) Xent 0.0159 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [14][1500/6439] Time 0.661 (0.660) Data 0.0001 (0.0005) Xent 0.0167 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [14][1600/6439] Time 0.530 (0.659) Data 0.0002 (0.0005) Xent 0.0212 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [14][1700/6439] Time 0.609 (0.658) Data 0.0003 (0.0005) Xent 0.0167 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [14][1800/6439] Time 0.788 (0.657) Data 0.0002 (0.0004) Xent 0.0070 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [14][1900/6439] Time 0.610 (0.655) Data 0.0003 (0.0004) Xent 0.0124 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2000/6439] Time 0.702 (0.656) Data 0.0001 (0.0004) Xent 0.0102 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2100/6439] Time 0.558 (0.655) Data 0.0002 (0.0004) Xent 0.0172 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2200/6439] Time 0.782 (0.655) Data 0.0003 (0.0004) Xent 0.0158 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.92)
Epoch: [14][2300/6439] Time 0.507 (0.655) Data 0.0001 (0.0004) Xent 0.0176 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2400/6439] Time 0.508 (0.655) Data 0.0002 (0.0004) Xent 0.0140 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2500/6439] Time 0.480 (0.655) Data 0.0001 (0.0004) Xent 0.0329 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2600/6439] Time 0.473 (0.656) Data 0.0001 (0.0004) Xent 0.0229 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2700/6439] Time 0.606 (0.656) Data 0.0002 (0.0004) Xent 0.0149 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2800/6439] Time 0.605 (0.656) Data 0.0003 (0.0003) Xent 0.0148 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][2900/6439] Time 0.534 (0.656) Data 0.0001 (0.0003) Xent 0.0575 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][3000/6439] Time 0.535 (0.655) Data 0.0002 (0.0003) Xent 0.0077 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][3100/6439] Time 0.752 (0.655) Data 0.0002 (0.0003) Xent 0.0083 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][3200/6439] Time 1.674 (0.655) Data 0.0002 (0.0003) Xent 0.0175 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.93)
Epoch: [14][3300/6439] Time 0.658 (0.655) Data 0.0001 (0.0003) Xent 0.0103 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][3400/6439] Time 0.545 (0.655) Data 0.0001 (0.0003) Xent 0.0216 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][3500/6439] Time 0.641 (0.655) Data 0.0002 (0.0003) Xent 0.0153 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][3600/6439] Time 0.438 (0.656) Data 0.0002 (0.0003) Xent 0.0126 (0.0211) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][3700/6439] Time 0.550 (0.656) Data 0.0001 (0.0003) Xent 0.0249 (0.0212) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][3800/6439] Time 0.563 (0.656) Data 0.0002 (0.0003) Xent 0.0151 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][3900/6439] Time 0.502 (0.656) Data 0.0002 (0.0003) Xent 0.0265 (0.0213) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4000/6439] Time 0.648 (0.656) Data 0.0002 (0.0003) Xent 0.0246 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4100/6439] Time 0.554 (0.656) Data 0.0001 (0.0003) Xent 0.0697 (0.0213) Htri 0.0000 (0.0001) Acc 96.88 (99.94)
Epoch: [14][4200/6439] Time 0.692 (0.656) Data 0.0001 (0.0003) Xent 0.0292 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4300/6439] Time 1.097 (0.656) Data 0.0002 (0.0003) Xent 0.0162 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4400/6439] Time 0.805 (0.657) Data 0.0001 (0.0003) Xent 0.0440 (0.0214) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4500/6439] Time 0.629 (0.657) Data 0.0001 (0.0003) Xent 0.0382 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4600/6439] Time 0.518 (0.657) Data 0.0002 (0.0003) Xent 0.0307 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4700/6439] Time 0.633 (0.657) Data 0.0003 (0.0003) Xent 0.0278 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4800/6439] Time 0.519 (0.657) Data 0.0003 (0.0003) Xent 0.0118 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][4900/6439] Time 0.581 (0.657) Data 0.0001 (0.0003) Xent 0.0125 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5000/6439] Time 0.534 (0.656) Data 0.0001 (0.0003) Xent 0.0108 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5100/6439] Time 0.630 (0.655) Data 0.0001 (0.0003) Xent 0.0129 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5200/6439] Time 0.571 (0.655) Data 0.0001 (0.0003) Xent 0.0140 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5300/6439] Time 0.546 (0.654) Data 0.0001 (0.0003) Xent 0.0176 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5400/6439] Time 0.659 (0.653) Data 0.0003 (0.0003) Xent 0.0120 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5500/6439] Time 0.594 (0.653) Data 0.0001 (0.0003) Xent 0.0160 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5600/6439] Time 0.552 (0.652) Data 0.0001 (0.0003) Xent 0.0251 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5700/6439] Time 0.555 (0.651) Data 0.0001 (0.0003) Xent 0.0071 (0.0216) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5800/6439] Time 0.528 (0.650) Data 0.0001 (0.0003) Xent 0.0192 (0.0215) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][5900/6439] Time 0.530 (0.650) Data 0.0002 (0.0003) Xent 0.0139 (0.0216) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][6000/6439] Time 0.557 (0.650) Data 0.0001 (0.0003) Xent 0.0201 (0.0216) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][6100/6439] Time 0.614 (0.649) Data 0.0004 (0.0003) Xent 0.0192 (0.0216) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][6200/6439] Time 0.492 (0.648) Data 0.0002 (0.0003) Xent 0.0540 (0.0216) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][6300/6439] Time 0.772 (0.647) Data 0.0002 (0.0003) Xent 0.0185 (0.0217) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
Epoch: [14][6400/6439] Time 0.575 (0.646) Data 0.0001 (0.0003) Xent 0.0068 (0.0217) Htri 0.0000 (0.0001) Acc 100.00 (99.94)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.026/32
Computing CMC and mAP
Results ----------
mAP: 21.3%
CMC curve
Rank-1 : 35.3%
Rank-5 : 48.4%
Rank-10 : 53.3%
Rank-20 : 60.4%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-14"
Epoch: [15][100/6439] Time 0.545 (0.647) Data 0.0001 (0.0049) Xent 0.0314 (0.0193) Htri 0.0000 (0.0000) Acc 100.00 (100.00)
Epoch: [15][200/6439] Time 0.518 (0.654) Data 0.0007 (0.0026) Xent 0.0340 (0.0200) Htri 0.0000 (0.0000) Acc 100.00 (99.98)
Epoch: [15][300/6439] Time 0.606 (0.658) Data 0.0002 (0.0018) Xent 0.0100 (0.0204) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [15][400/6439] Time 0.672 (0.661) Data 0.0002 (0.0014) Xent 0.0131 (0.0207) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [15][500/6439] Time 0.602 (0.660) Data 0.0003 (0.0011) Xent 0.0226 (0.0210) Htri 0.0000 (0.0000) Acc 100.00 (99.94)
Epoch: [15][600/6439] Time 0.575 (0.661) Data 0.0004 (0.0010) Xent 0.0277 (0.0208) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][700/6439] Time 0.584 (0.660) Data 0.0002 (0.0009) Xent 0.0187 (0.0206) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [15][800/6439] Time 0.837 (0.659) Data 0.0004 (0.0008) Xent 0.0159 (0.0206) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][900/6439] Time 0.848 (0.661) Data 0.0024 (0.0007) Xent 0.0276 (0.0207) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1000/6439] Time 0.694 (0.662) Data 0.0001 (0.0007) Xent 0.0127 (0.0210) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1100/6439] Time 0.673 (0.661) Data 0.0001 (0.0006) Xent 0.0171 (0.0210) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1200/6439] Time 0.650 (0.662) Data 0.0002 (0.0006) Xent 0.0168 (0.0212) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1300/6439] Time 0.508 (0.662) Data 0.0001 (0.0006) Xent 0.0270 (0.0212) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1400/6439] Time 0.543 (0.662) Data 0.0001 (0.0005) Xent 0.0208 (0.0211) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1500/6439] Time 0.606 (0.661) Data 0.0001 (0.0005) Xent 0.0121 (0.0211) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1600/6439] Time 0.632 (0.661) Data 0.0001 (0.0005) Xent 0.0262 (0.0212) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1700/6439] Time 0.494 (0.659) Data 0.0002 (0.0005) Xent 0.0330 (0.0212) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1800/6439] Time 0.420 (0.658) Data 0.0001 (0.0005) Xent 0.0140 (0.0212) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][1900/6439] Time 0.597 (0.657) Data 0.0001 (0.0004) Xent 0.0174 (0.0211) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [15][2000/6439] Time 0.605 (0.656) Data 0.0001 (0.0004) Xent 0.0169 (0.0210) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [15][2100/6439] Time 0.427 (0.657) Data 0.0003 (0.0004) Xent 0.0233 (0.0211) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [15][2200/6439] Time 0.505 (0.655) Data 0.0003 (0.0004) Xent 0.0151 (0.0211) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [15][2300/6439] Time 0.552 (0.656) Data 0.0002 (0.0004) Xent 0.0174 (0.0212) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][2400/6439] Time 0.526 (0.653) Data 0.0001 (0.0004) Xent 0.0254 (0.0213) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][2500/6439] Time 0.612 (0.652) Data 0.0003 (0.0004) Xent 0.0239 (0.0212) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][2600/6439] Time 0.575 (0.651) Data 0.0002 (0.0004) Xent 0.0395 (0.0213) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][2700/6439] Time 0.604 (0.651) Data 0.0002 (0.0004) Xent 0.0183 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][2800/6439] Time 1.554 (0.651) Data 0.0003 (0.0004) Xent 0.0770 (0.0215) Htri 0.0000 (0.0000) Acc 96.88 (99.94)
Epoch: [15][2900/6439] Time 0.493 (0.650) Data 0.0002 (0.0004) Xent 0.0187 (0.0215) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3000/6439] Time 0.594 (0.649) Data 0.0001 (0.0003) Xent 0.0213 (0.0215) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3100/6439] Time 0.467 (0.648) Data 0.0002 (0.0003) Xent 0.0129 (0.0215) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3200/6439] Time 0.517 (0.648) Data 0.0003 (0.0003) Xent 0.0178 (0.0215) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3300/6439] Time 0.677 (0.648) Data 0.0001 (0.0003) Xent 0.0358 (0.0216) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3400/6439] Time 0.457 (0.647) Data 0.0002 (0.0003) Xent 0.0216 (0.0215) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3500/6439] Time 0.759 (0.647) Data 0.0002 (0.0003) Xent 0.0191 (0.0215) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3600/6439] Time 0.554 (0.646) Data 0.0002 (0.0003) Xent 0.0170 (0.0215) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3700/6439] Time 0.576 (0.646) Data 0.0001 (0.0003) Xent 0.0196 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3800/6439] Time 0.683 (0.646) Data 0.0002 (0.0003) Xent 0.0328 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][3900/6439] Time 0.622 (0.646) Data 0.0004 (0.0003) Xent 0.0087 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4000/6439] Time 0.746 (0.646) Data 0.0002 (0.0003) Xent 0.0141 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4100/6439] Time 0.619 (0.646) Data 0.0001 (0.0003) Xent 0.0303 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4200/6439] Time 0.564 (0.646) Data 0.0002 (0.0003) Xent 0.0128 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4300/6439] Time 0.561 (0.646) Data 0.0001 (0.0003) Xent 0.0146 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4400/6439] Time 0.514 (0.646) Data 0.0001 (0.0003) Xent 0.0099 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4500/6439] Time 0.481 (0.646) Data 0.0001 (0.0003) Xent 0.0168 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4600/6439] Time 0.668 (0.646) Data 0.0002 (0.0003) Xent 0.0082 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4700/6439] Time 0.530 (0.645) Data 0.0003 (0.0003) Xent 0.0337 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][4800/6439] Time 0.632 (0.645) Data 0.0002 (0.0003) Xent 0.0627 (0.0214) Htri 0.0000 (0.0000) Acc 96.88 (99.95)
Epoch: [15][4900/6439] Time 0.698 (0.645) Data 0.0001 (0.0003) Xent 0.0160 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5000/6439] Time 0.535 (0.645) Data 0.0002 (0.0003) Xent 0.0129 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5100/6439] Time 0.503 (0.646) Data 0.0001 (0.0003) Xent 0.0090 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5200/6439] Time 0.535 (0.645) Data 0.0001 (0.0003) Xent 0.0219 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5300/6439] Time 0.549 (0.645) Data 0.0001 (0.0003) Xent 0.0100 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5400/6439] Time 0.599 (0.645) Data 0.0002 (0.0003) Xent 0.0144 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5500/6439] Time 0.478 (0.645) Data 0.0001 (0.0003) Xent 0.0505 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5600/6439] Time 0.613 (0.645) Data 0.0003 (0.0003) Xent 0.0272 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5700/6439] Time 0.502 (0.646) Data 0.0002 (0.0003) Xent 0.0296 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5800/6439] Time 0.522 (0.646) Data 0.0003 (0.0003) Xent 0.0118 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][5900/6439] Time 0.615 (0.647) Data 0.0003 (0.0003) Xent 0.0211 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][6000/6439] Time 0.670 (0.646) Data 0.0002 (0.0003) Xent 0.0212 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][6100/6439] Time 0.538 (0.647) Data 0.0002 (0.0003) Xent 0.0139 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][6200/6439] Time 0.559 (0.646) Data 0.0001 (0.0003) Xent 0.0207 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][6300/6439] Time 0.920 (0.647) Data 0.0007 (0.0003) Xent 0.0412 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [15][6400/6439] Time 0.720 (0.647) Data 0.0003 (0.0003) Xent 0.0283 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.031/32
Computing CMC and mAP
Results ----------
mAP: 21.3%
CMC curve
Rank-1 : 36.2%
Rank-5 : 47.6%
Rank-10 : 54.0%
Rank-20 : 61.3%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-15"
Epoch: [16][100/6439] Time 0.483 (0.632) Data 0.0004 (0.0051) Xent 0.0168 (0.0214) Htri 0.0000 (0.0000) Acc 100.00 (100.00)
Epoch: [16][200/6439] Time 0.567 (0.635) Data 0.0004 (0.0027) Xent 0.0169 (0.0210) Htri 0.0000 (0.0000) Acc 100.00 (100.00)
Epoch: [16][300/6439] Time 0.509 (0.629) Data 0.0002 (0.0018) Xent 0.0136 (0.0209) Htri 0.0000 (0.0000) Acc 100.00 (100.00)
Epoch: [16][400/6439] Time 0.527 (0.625) Data 0.0001 (0.0014) Xent 0.0254 (0.0208) Htri 0.0000 (0.0000) Acc 100.00 (99.99)
Epoch: [16][500/6439] Time 0.500 (0.622) Data 0.0002 (0.0012) Xent 0.0236 (0.0207) Htri 0.0000 (0.0000) Acc 100.00 (99.99)
Epoch: [16][600/6439] Time 0.568 (0.623) Data 0.0002 (0.0010) Xent 0.0160 (0.0205) Htri 0.0000 (0.0000) Acc 100.00 (99.99)
Epoch: [16][700/6439] Time 0.503 (0.622) Data 0.0002 (0.0009) Xent 0.0252 (0.0205) Htri 0.0000 (0.0000) Acc 100.00 (99.99)
Epoch: [16][800/6439] Time 0.656 (0.623) Data 0.0002 (0.0008) Xent 0.0444 (0.0208) Htri 0.0000 (0.0000) Acc 100.00 (99.98)
Epoch: [16][900/6439] Time 0.506 (0.624) Data 0.0002 (0.0007) Xent 0.0282 (0.0207) Htri 0.0000 (0.0000) Acc 100.00 (99.98)
Epoch: [16][1000/6439] Time 0.625 (0.623) Data 0.0002 (0.0007) Xent 0.0344 (0.0205) Htri 0.0000 (0.0000) Acc 100.00 (99.98)
Epoch: [16][1100/6439] Time 0.528 (0.622) Data 0.0001 (0.0006) Xent 0.0224 (0.0204) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][1200/6439] Time 0.639 (0.622) Data 0.0002 (0.0006) Xent 0.0060 (0.0204) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][1300/6439] Time 0.674 (0.622) Data 0.0003 (0.0006) Xent 0.0120 (0.0204) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][1400/6439] Time 0.578 (0.621) Data 0.0002 (0.0006) Xent 0.0105 (0.0203) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][1500/6439] Time 0.404 (0.621) Data 0.0002 (0.0005) Xent 0.0090 (0.0201) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][1600/6439] Time 1.711 (0.620) Data 0.0002 (0.0005) Xent 0.0193 (0.0203) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][1700/6439] Time 0.584 (0.621) Data 0.0002 (0.0005) Xent 0.0078 (0.0203) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][1800/6439] Time 0.644 (0.621) Data 0.0002 (0.0005) Xent 0.0192 (0.0204) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][1900/6439] Time 0.665 (0.621) Data 0.0001 (0.0005) Xent 0.0119 (0.0202) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2000/6439] Time 0.597 (0.620) Data 0.0002 (0.0004) Xent 0.0491 (0.0202) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2100/6439] Time 0.391 (0.620) Data 0.0002 (0.0004) Xent 0.0245 (0.0202) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2200/6439] Time 0.516 (0.620) Data 0.0001 (0.0004) Xent 0.0240 (0.0203) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2300/6439] Time 0.647 (0.622) Data 0.0003 (0.0004) Xent 0.0116 (0.0202) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2400/6439] Time 0.732 (0.621) Data 0.0001 (0.0004) Xent 0.0385 (0.0201) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2500/6439] Time 0.657 (0.621) Data 0.0001 (0.0004) Xent 0.0126 (0.0201) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2600/6439] Time 0.561 (0.621) Data 0.0002 (0.0004) Xent 0.0196 (0.0201) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2700/6439] Time 0.537 (0.621) Data 0.0003 (0.0004) Xent 0.0141 (0.0201) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2800/6439] Time 0.498 (0.620) Data 0.0002 (0.0004) Xent 0.0237 (0.0201) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][2900/6439] Time 0.506 (0.620) Data 0.0003 (0.0004) Xent 0.0201 (0.0201) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][3000/6439] Time 0.503 (0.620) Data 0.0002 (0.0004) Xent 0.0444 (0.0200) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][3100/6439] Time 0.520 (0.621) Data 0.0002 (0.0004) Xent 0.0154 (0.0200) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [16][3200/6439] Time 0.496 (0.621) Data 0.0002 (0.0004) Xent 0.0122 (0.0200) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [16][3300/6439] Time 0.621 (0.620) Data 0.0002 (0.0004) Xent 0.0302 (0.0200) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [16][3400/6439] Time 0.444 (0.619) Data 0.0002 (0.0003) Xent 0.0314 (0.0200) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][3500/6439] Time 0.562 (0.618) Data 0.0002 (0.0003) Xent 0.0110 (0.0200) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][3600/6439] Time 0.679 (0.617) Data 0.0001 (0.0003) Xent 0.0068 (0.0200) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][3700/6439] Time 0.663 (0.616) Data 0.0002 (0.0003) Xent 0.0262 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][3800/6439] Time 0.716 (0.616) Data 0.0002 (0.0003) Xent 0.0289 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][3900/6439] Time 0.710 (0.615) Data 0.0003 (0.0003) Xent 0.0152 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4000/6439] Time 0.544 (0.614) Data 0.0002 (0.0003) Xent 0.0119 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4100/6439] Time 0.477 (0.613) Data 0.0002 (0.0003) Xent 0.0052 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4200/6439] Time 0.599 (0.612) Data 0.0001 (0.0003) Xent 0.0309 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4300/6439] Time 0.626 (0.612) Data 0.0002 (0.0003) Xent 0.0258 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4400/6439] Time 0.540 (0.611) Data 0.0003 (0.0003) Xent 0.0289 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4500/6439] Time 0.498 (0.610) Data 0.0003 (0.0003) Xent 0.0187 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4600/6439] Time 0.788 (0.610) Data 0.0001 (0.0003) Xent 0.0144 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4700/6439] Time 0.783 (0.609) Data 0.0001 (0.0003) Xent 0.0095 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4800/6439] Time 0.512 (0.609) Data 0.0002 (0.0003) Xent 0.0170 (0.0199) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][4900/6439] Time 0.717 (0.610) Data 0.0002 (0.0003) Xent 0.0139 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5000/6439] Time 0.695 (0.609) Data 0.0002 (0.0003) Xent 0.0138 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5100/6439] Time 0.537 (0.610) Data 0.0002 (0.0003) Xent 0.0281 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5200/6439] Time 0.456 (0.610) Data 0.0002 (0.0003) Xent 0.0340 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5300/6439] Time 0.605 (0.610) Data 0.0002 (0.0003) Xent 0.0140 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5400/6439] Time 0.624 (0.611) Data 0.0001 (0.0003) Xent 0.0236 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5500/6439] Time 0.685 (0.611) Data 0.0001 (0.0003) Xent 0.0074 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5600/6439] Time 0.574 (0.611) Data 0.0002 (0.0003) Xent 0.0144 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5700/6439] Time 0.430 (0.611) Data 0.0001 (0.0003) Xent 0.0248 (0.0197) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5800/6439] Time 0.553 (0.611) Data 0.0002 (0.0003) Xent 0.0221 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][5900/6439] Time 0.499 (0.611) Data 0.0002 (0.0003) Xent 0.0118 (0.0198) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][6000/6439] Time 0.491 (0.611) Data 0.0002 (0.0003) Xent 0.0216 (0.0197) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][6100/6439] Time 0.680 (0.612) Data 0.0002 (0.0003) Xent 0.0322 (0.0197) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][6200/6439] Time 0.610 (0.612) Data 0.0003 (0.0003) Xent 0.0184 (0.0197) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][6300/6439] Time 1.400 (0.612) Data 0.0002 (0.0003) Xent 0.0125 (0.0197) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [16][6400/6439] Time 0.696 (0.612) Data 0.0002 (0.0003) Xent 0.0165 (0.0197) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.027/32
Computing CMC and mAP
Results ----------
mAP: 21.1%
CMC curve
Rank-1 : 35.1%
Rank-5 : 47.8%
Rank-10 : 54.2%
Rank-20 : 61.1%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-16"
Epoch: [17][100/6439] Time 0.616 (0.599) Data 0.0002 (0.0050) Xent 0.0557 (0.0186) Htri 0.0000 (0.0000) Acc 100.00 (100.00)
Epoch: [17][200/6439] Time 0.355 (0.612) Data 0.0001 (0.0026) Xent 0.0160 (0.0187) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [17][300/6439] Time 0.621 (0.613) Data 0.0004 (0.0018) Xent 0.0287 (0.0187) Htri 0.0000 (0.0000) Acc 100.00 (99.94)
Epoch: [17][400/6439] Time 0.655 (0.616) Data 0.0001 (0.0014) Xent 0.0282 (0.0186) Htri 0.0000 (0.0000) Acc 100.00 (99.95)
Epoch: [17][500/6439] Time 0.599 (0.621) Data 0.0003 (0.0012) Xent 0.0132 (0.0183) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][600/6439] Time 0.815 (0.623) Data 0.0001 (0.0010) Xent 0.0118 (0.0186) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][700/6439] Time 0.564 (0.622) Data 0.0002 (0.0009) Xent 0.0115 (0.0186) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][800/6439] Time 0.451 (0.621) Data 0.0002 (0.0008) Xent 0.0164 (0.0185) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][900/6439] Time 0.656 (0.627) Data 0.0003 (0.0007) Xent 0.0172 (0.0186) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][1000/6439] Time 0.587 (0.625) Data 0.0002 (0.0007) Xent 0.0157 (0.0187) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][1100/6439] Time 0.513 (0.625) Data 0.0002 (0.0006) Xent 0.0133 (0.0185) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][1200/6439] Time 0.482 (0.625) Data 0.0001 (0.0006) Xent 0.0149 (0.0185) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][1300/6439] Time 0.503 (0.625) Data 0.0002 (0.0006) Xent 0.0274 (0.0185) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][1400/6439] Time 0.651 (0.624) Data 0.0002 (0.0005) Xent 0.0274 (0.0184) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][1500/6439] Time 0.501 (0.626) Data 0.0001 (0.0005) Xent 0.0138 (0.0184) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][1600/6439] Time 0.565 (0.624) Data 0.0001 (0.0005) Xent 0.0111 (0.0184) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][1700/6439] Time 0.480 (0.624) Data 0.0002 (0.0005) Xent 0.0185 (0.0185) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][1800/6439] Time 0.457 (0.625) Data 0.0003 (0.0005) Xent 0.0158 (0.0186) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][1900/6439] Time 0.605 (0.623) Data 0.0001 (0.0004) Xent 0.0131 (0.0187) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2000/6439] Time 0.641 (0.625) Data 0.0001 (0.0004) Xent 0.0176 (0.0187) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2100/6439] Time 0.655 (0.624) Data 0.0001 (0.0004) Xent 0.0083 (0.0187) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2200/6439] Time 0.528 (0.623) Data 0.0001 (0.0004) Xent 0.0110 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2300/6439] Time 0.670 (0.624) Data 0.0001 (0.0004) Xent 0.0167 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2400/6439] Time 0.624 (0.625) Data 0.0002 (0.0004) Xent 0.0219 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2500/6439] Time 0.613 (0.625) Data 0.0002 (0.0004) Xent 0.0227 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2600/6439] Time 0.571 (0.625) Data 0.0002 (0.0004) Xent 0.0118 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2700/6439] Time 0.483 (0.625) Data 0.0002 (0.0004) Xent 0.0134 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2800/6439] Time 0.553 (0.625) Data 0.0002 (0.0004) Xent 0.0064 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][2900/6439] Time 0.581 (0.625) Data 0.0003 (0.0004) Xent 0.0153 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][3000/6439] Time 0.640 (0.625) Data 0.0002 (0.0003) Xent 0.0103 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][3100/6439] Time 0.514 (0.626) Data 0.0002 (0.0003) Xent 0.0116 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][3200/6439] Time 0.615 (0.626) Data 0.0002 (0.0003) Xent 0.0135 (0.0188) Htri 0.0000 (0.0001) Acc 100.00 (99.97)
Epoch: [17][3300/6439] Time 0.557 (0.627) Data 0.0002 (0.0003) Xent 0.0605 (0.0188) Htri 0.0000 (0.0001) Acc 100.00 (99.97)
Epoch: [17][3400/6439] Time 0.526 (0.628) Data 0.0002 (0.0003) Xent 0.0297 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.96)
Epoch: [17][3500/6439] Time 0.697 (0.628) Data 0.0003 (0.0003) Xent 0.0108 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][3600/6439] Time 1.344 (0.628) Data 0.0001 (0.0003) Xent 0.0458 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][3700/6439] Time 0.745 (0.629) Data 0.0002 (0.0003) Xent 0.0244 (0.0190) Htri 0.0000 (0.0001) Acc 100.00 (99.97)
Epoch: [17][3800/6439] Time 0.728 (0.630) Data 0.0002 (0.0003) Xent 0.0107 (0.0189) Htri 0.0000 (0.0001) Acc 100.00 (99.97)
Epoch: [17][3900/6439] Time 1.245 (0.630) Data 0.0002 (0.0003) Xent 0.0098 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4000/6439] Time 0.486 (0.630) Data 0.0002 (0.0003) Xent 0.0104 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4100/6439] Time 0.561 (0.631) Data 0.0002 (0.0003) Xent 0.0165 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4200/6439] Time 0.850 (0.631) Data 0.0002 (0.0003) Xent 0.0122 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4300/6439] Time 0.558 (0.631) Data 0.0002 (0.0003) Xent 0.0184 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4400/6439] Time 0.472 (0.632) Data 0.0001 (0.0003) Xent 0.0418 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4500/6439] Time 0.637 (0.632) Data 0.0004 (0.0003) Xent 0.0167 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4600/6439] Time 0.518 (0.633) Data 0.0002 (0.0003) Xent 0.0133 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4700/6439] Time 0.535 (0.633) Data 0.0002 (0.0003) Xent 0.0248 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4800/6439] Time 0.670 (0.633) Data 0.0001 (0.0003) Xent 0.0185 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][4900/6439] Time 0.518 (0.633) Data 0.0002 (0.0003) Xent 0.0259 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][5000/6439] Time 0.525 (0.633) Data 0.0002 (0.0003) Xent 0.0323 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][5100/6439] Time 0.463 (0.633) Data 0.0001 (0.0003) Xent 0.0138 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][5200/6439] Time 0.525 (0.633) Data 0.0002 (0.0003) Xent 0.0170 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][5300/6439] Time 0.704 (0.633) Data 0.0002 (0.0003) Xent 0.0408 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][5400/6439] Time 0.669 (0.634) Data 0.0002 (0.0003) Xent 0.0245 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][5500/6439] Time 0.589 (0.634) Data 0.0004 (0.0003) Xent 0.0121 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][5600/6439] Time 0.917 (0.634) Data 0.0002 (0.0003) Xent 0.0134 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][5700/6439] Time 0.557 (0.634) Data 0.0002 (0.0003) Xent 0.0222 (0.0189) Htri 0.0000 (0.0001) Acc 100.00 (99.97)
Epoch: [17][5800/6439] Time 0.610 (0.634) Data 0.0001 (0.0003) Xent 0.0156 (0.0188) Htri 0.0000 (0.0001) Acc 100.00 (99.97)
Epoch: [17][5900/6439] Time 0.644 (0.634) Data 0.0002 (0.0003) Xent 0.0126 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][6000/6439] Time 0.597 (0.635) Data 0.0002 (0.0003) Xent 0.0304 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][6100/6439] Time 0.632 (0.635) Data 0.0001 (0.0003) Xent 0.0094 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][6200/6439] Time 0.758 (0.635) Data 0.0004 (0.0003) Xent 0.0643 (0.0189) Htri 0.0000 (0.0000) Acc 96.88 (99.97)
Epoch: [17][6300/6439] Time 0.659 (0.636) Data 0.0003 (0.0003) Xent 0.0202 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [17][6400/6439] Time 0.557 (0.636) Data 0.0002 (0.0003) Xent 0.0227 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.027/32
Computing CMC and mAP
Results ----------
mAP: 21.5%
CMC curve
Rank-1 : 36.4%
Rank-5 : 48.2%
Rank-10 : 54.9%
Rank-20 : 62.0%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-17"
Epoch: [18][100/6439] Time 0.605 (0.679) Data 0.0002 (0.0051) Xent 0.0264 (0.0192) Htri 0.0000 (0.0000) Acc 100.00 (100.00)
Epoch: [18][200/6439] Time 0.683 (0.678) Data 0.0002 (0.0026) Xent 0.0110 (0.0196) Htri 0.0000 (0.0003) Acc 100.00 (99.97)
Epoch: [18][300/6439] Time 0.582 (0.672) Data 0.0002 (0.0018) Xent 0.0415 (0.0194) Htri 0.0000 (0.0002) Acc 100.00 (99.97)
Epoch: [18][400/6439] Time 0.603 (0.679) Data 0.0003 (0.0014) Xent 0.0188 (0.0193) Htri 0.0000 (0.0002) Acc 100.00 (99.98)
Epoch: [18][500/6439] Time 0.585 (0.681) Data 0.0003 (0.0012) Xent 0.0122 (0.0190) Htri 0.0000 (0.0001) Acc 100.00 (99.97)
Epoch: [18][600/6439] Time 0.676 (0.678) Data 0.0002 (0.0010) Xent 0.0189 (0.0190) Htri 0.0000 (0.0001) Acc 100.00 (99.98)
Epoch: [18][700/6439] Time 0.576 (0.682) Data 0.0002 (0.0009) Xent 0.0479 (0.0191) Htri 0.0000 (0.0001) Acc 100.00 (99.98)
Epoch: [18][800/6439] Time 0.523 (0.680) Data 0.0002 (0.0008) Xent 0.0217 (0.0188) Htri 0.0000 (0.0001) Acc 100.00 (99.98)
Epoch: [18][900/6439] Time 0.621 (0.683) Data 0.0002 (0.0008) Xent 0.0076 (0.0187) Htri 0.0000 (0.0001) Acc 100.00 (99.99)
Epoch: [18][1000/6439] Time 0.697 (0.683) Data 0.0002 (0.0007) Xent 0.0169 (0.0188) Htri 0.0000 (0.0001) Acc 100.00 (99.98)
Epoch: [18][1100/6439] Time 0.619 (0.682) Data 0.0002 (0.0007) Xent 0.0102 (0.0189) Htri 0.0000 (0.0001) Acc 100.00 (99.98)
Epoch: [18][1200/6439] Time 0.591 (0.684) Data 0.0003 (0.0006) Xent 0.0117 (0.0189) Htri 0.0000 (0.0001) Acc 100.00 (99.98)
Epoch: [18][1300/6439] Time 0.584 (0.679) Data 0.0002 (0.0006) Xent 0.0191 (0.0190) Htri 0.0000 (0.0001) Acc 100.00 (99.97)
Epoch: [18][1400/6439] Time 0.753 (0.677) Data 0.0002 (0.0006) Xent 0.0119 (0.0191) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][1500/6439] Time 0.587 (0.673) Data 0.0002 (0.0005) Xent 0.0162 (0.0191) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][1600/6439] Time 0.620 (0.668) Data 0.0002 (0.0005) Xent 0.0288 (0.0191) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][1700/6439] Time 0.516 (0.665) Data 0.0002 (0.0005) Xent 0.0176 (0.0191) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][1800/6439] Time 0.608 (0.664) Data 0.0002 (0.0005) Xent 0.0145 (0.0191) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][1900/6439] Time 0.612 (0.662) Data 0.0002 (0.0005) Xent 0.0114 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2000/6439] Time 0.568 (0.661) Data 0.0002 (0.0005) Xent 0.0350 (0.0191) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2100/6439] Time 0.268 (0.653) Data 0.0001 (0.0004) Xent 0.0101 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2200/6439] Time 0.515 (0.650) Data 0.0002 (0.0004) Xent 0.0167 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2300/6439] Time 0.645 (0.648) Data 0.0002 (0.0004) Xent 0.0551 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2400/6439] Time 0.588 (0.646) Data 0.0002 (0.0004) Xent 0.0225 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2500/6439] Time 0.601 (0.644) Data 0.0002 (0.0004) Xent 0.0150 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2600/6439] Time 0.598 (0.643) Data 0.0002 (0.0004) Xent 0.0112 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2700/6439] Time 0.708 (0.642) Data 0.0001 (0.0004) Xent 0.0150 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2800/6439] Time 0.512 (0.642) Data 0.0002 (0.0004) Xent 0.0127 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][2900/6439] Time 0.663 (0.642) Data 0.0002 (0.0004) Xent 0.0101 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3000/6439] Time 1.656 (0.643) Data 0.0002 (0.0004) Xent 0.0159 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3100/6439] Time 0.775 (0.644) Data 0.0001 (0.0004) Xent 0.0155 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3200/6439] Time 0.482 (0.644) Data 0.0002 (0.0004) Xent 0.0104 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3300/6439] Time 0.470 (0.643) Data 0.0001 (0.0003) Xent 0.0144 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3400/6439] Time 0.625 (0.643) Data 0.0002 (0.0003) Xent 0.0139 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3500/6439] Time 0.474 (0.644) Data 0.0002 (0.0003) Xent 0.0175 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3600/6439] Time 0.491 (0.644) Data 0.0002 (0.0003) Xent 0.0229 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3700/6439] Time 0.620 (0.644) Data 0.0002 (0.0003) Xent 0.0177 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3800/6439] Time 0.675 (0.644) Data 0.0001 (0.0003) Xent 0.0343 (0.0190) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][3900/6439] Time 0.571 (0.644) Data 0.0002 (0.0003) Xent 0.0152 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4000/6439] Time 0.432 (0.644) Data 0.0003 (0.0003) Xent 0.0197 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4100/6439] Time 0.426 (0.644) Data 0.0026 (0.0003) Xent 0.0119 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4200/6439] Time 0.589 (0.644) Data 0.0001 (0.0003) Xent 0.0321 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4300/6439] Time 0.568 (0.644) Data 0.0001 (0.0003) Xent 0.0113 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4400/6439] Time 0.586 (0.644) Data 0.0002 (0.0003) Xent 0.0162 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4500/6439] Time 0.682 (0.644) Data 0.0002 (0.0003) Xent 0.0265 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4600/6439] Time 0.653 (0.644) Data 0.0002 (0.0003) Xent 0.0156 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4700/6439] Time 1.396 (0.644) Data 0.0003 (0.0003) Xent 0.0256 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4800/6439] Time 0.656 (0.643) Data 0.0002 (0.0003) Xent 0.0237 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][4900/6439] Time 0.607 (0.643) Data 0.0002 (0.0003) Xent 0.0097 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5000/6439] Time 0.507 (0.643) Data 0.0002 (0.0003) Xent 0.0223 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5100/6439] Time 0.471 (0.644) Data 0.0003 (0.0003) Xent 0.0359 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5200/6439] Time 0.494 (0.644) Data 0.0001 (0.0003) Xent 0.0154 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5300/6439] Time 0.604 (0.644) Data 0.0002 (0.0003) Xent 0.0244 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5400/6439] Time 0.530 (0.644) Data 0.0001 (0.0003) Xent 0.0074 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5500/6439] Time 0.601 (0.644) Data 0.0002 (0.0003) Xent 0.0121 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5600/6439] Time 0.580 (0.644) Data 0.0002 (0.0003) Xent 0.0135 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5700/6439] Time 0.497 (0.644) Data 0.0001 (0.0003) Xent 0.0147 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5800/6439] Time 0.640 (0.644) Data 0.0002 (0.0003) Xent 0.0121 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][5900/6439] Time 0.440 (0.644) Data 0.0002 (0.0003) Xent 0.0158 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][6000/6439] Time 0.657 (0.644) Data 0.0002 (0.0003) Xent 0.0216 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][6100/6439] Time 0.620 (0.645) Data 0.0002 (0.0003) Xent 0.0214 (0.0189) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][6200/6439] Time 0.589 (0.645) Data 0.0001 (0.0003) Xent 0.0126 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][6300/6439] Time 0.646 (0.645) Data 0.0001 (0.0003) Xent 0.0112 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
Epoch: [18][6400/6439] Time 0.471 (0.645) Data 0.0002 (0.0003) Xent 0.0171 (0.0188) Htri 0.0000 (0.0000) Acc 100.00 (99.97)
=> Validation
Evaluating Aic ...
Extracted features for query set, obtained 3028-by-2048 matrix
Extracted features for gallery set, obtained 20494-by-2048 matrix
=> BatchTime(s)/BatchSize(img): 0.027/32
Computing CMC and mAP
Results ----------
mAP: 21.4%
CMC curve
Rank-1 : 35.8%
Rank-5 : 48.2%
Rank-10 : 54.2%
Rank-20 : 61.1%
------------------
Checkpoint saved to "models/resnet101-Aic/model.pth.tar-18"KevinQian97 commented
Hi wang,
Thanks for your interest!
If the result is trained on the training set and testing on the testing set then it's comparable.
Plz see this issue: #7
KevinQian97 commented
Close since raised again in #13