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21 KiB
21 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation | top1_diff | top5_diff | rank_diff |
---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | ig_resnext101_32x48d | 58.810 | 41.190 | 81.076 | 18.924 | 828.41 | 224 | 0.875 | bilinear | -26.618 | -16.496 | +5 |
3 | ig_resnext101_32x32d | 58.386 | 41.614 | 80.381 | 19.619 | 468.53 | 224 | 0.875 | bilinear | -26.708 | -17.057 | +9 |
4 | ig_resnext101_32x16d | 57.690 | 42.310 | 79.905 | 20.095 | 194.03 | 224 | 0.875 | bilinear | -26.480 | -17.291 | +14 |
5 | swsl_resnext101_32x16d | 57.458 | 42.542 | 80.385 | 19.615 | 194.03 | 224 | 0.875 | bilinear | -25.888 | -16.461 | +18 |
6 | swsl_resnext101_32x8d | 56.438 | 43.562 | 78.944 | 21.056 | 88.79 | 224 | 0.875 | bilinear | -27.845 | -18.232 | +10 |
7 | ig_resnext101_32x8d | 54.918 | 45.082 | 77.534 | 22.466 | 88.79 | 224 | 0.875 | bilinear | -27.770 | -19.103 | +23 |
8 | swsl_resnext101_32x4d | 53.603 | 46.397 | 76.347 | 23.653 | 44.18 | 224 | 0.875 | bilinear | -29.627 | -20.413 | +17 |
9 | tf_efficientnet_l2_ns_475 | 51.494 | 48.506 | 73.928 | 26.072 | 480.31 | 475 | 0.936 | bicubic | -36.740 | -24.618 | -6 |
10 | swsl_resnext50_32x4d | 50.437 | 49.563 | 73.368 | 26.633 | 25.03 | 224 | 0.875 | bilinear | -31.745 | -22.862 | +24 |
11 | swsl_resnet50 | 49.541 | 50.459 | 72.334 | 27.666 | 25.56 | 224 | 0.875 | bilinear | -31.625 | -23.638 | +38 |
12 | tf_efficientnet_b7_ns | 47.800 | 52.200 | 69.640 | 30.360 | 66.35 | 600 | 0.949 | bicubic | -39.040 | -28.454 | -8 |
13 | tf_efficientnet_b6_ns | 47.761 | 52.239 | 69.968 | 30.032 | 43.04 | 528 | 0.942 | bicubic | -38.691 | -27.914 | -8 |
14 | tf_efficientnet_l2_ns | 47.570 | 52.430 | 70.019 | 29.981 | 480.31 | 800 | 0.960 | bicubic | -40.782 | -28.631 | -12 |
15 | tf_efficientnet_b8_ap | 45.774 | 54.226 | 67.911 | 32.089 | 87.41 | 672 | 0.954 | bicubic | -39.596 | -29.383 | -6 |
16 | tf_efficientnet_b5_ns | 45.615 | 54.385 | 67.842 | 32.158 | 30.39 | 456 | 0.934 | bicubic | -40.473 | -29.910 | -10 |
17 | tf_efficientnet_b4_ns | 43.450 | 56.550 | 65.519 | 34.481 | 19.34 | 380 | 0.922 | bicubic | -41.713 | -31.951 | -7 |
18 | tf_efficientnet_b8 | 42.508 | 57.492 | 64.857 | 35.143 | 87.41 | 672 | 0.954 | bicubic | -42.862 | -32.533 | -10 |
19 | tf_efficientnet_b7 | 41.431 | 58.569 | 63.017 | 36.983 | 66.35 | 600 | 0.949 | bicubic | -43.505 | -34.186 | -6 |
20 | tf_efficientnet_b7_ap | 41.429 | 58.571 | 62.874 | 37.126 | 66.35 | 600 | 0.949 | bicubic | -43.691 | -34.378 | -9 |
21 | tf_efficientnet_b5_ap | 41.418 | 58.582 | 62.084 | 37.916 | 30.39 | 456 | 0.934 | bicubic | -42.834 | -34.890 | -4 |
22 | tf_efficientnet_b6_ap | 41.099 | 58.901 | 62.355 | 37.645 | 43.04 | 528 | 0.942 | bicubic | -43.689 | -34.783 | -8 |
23 | tf_efficientnet_b4_ap | 40.484 | 59.516 | 61.723 | 38.277 | 19.34 | 380 | 0.922 | bicubic | -42.764 | -34.669 | +1 |
24 | tf_efficientnet_b3_ns | 39.584 | 60.416 | 61.453 | 38.547 | 12.23 | 300 | 0.904 | bicubic | -44.464 | -35.457 | -4 |
25 | tf_efficientnet_b5 | 38.356 | 61.644 | 59.913 | 40.087 | 30.39 | 456 | 0.934 | bicubic | -45.456 | -36.835 | -3 |
26 | resnest269e | 37.315 | 62.685 | 57.468 | 42.532 | 110.93 | 416 | 0.928 | bicubic | -47.203 | -39.518 | -11 |
27 | tf_efficientnet_b3_ap | 37.055 | 62.945 | 57.240 | 42.760 | 12.23 | 300 | 0.904 | bicubic | -44.767 | -38.384 | +12 |
28 | tf_efficientnet_b2_ns | 36.183 | 63.817 | 57.551 | 42.449 | 9.11 | 260 | 0.890 | bicubic | -46.197 | -38.697 | +4 |
29 | ecaresnet101d | 36.004 | 63.996 | 56.165 | 43.835 | 44.57 | 224 | 0.875 | bicubic | -46.168 | -39.881 | +6 |
30 | resnest200e | 35.931 | 64.069 | 55.849 | 44.151 | 70.20 | 320 | 0.909 | bicubic | -47.901 | -41.045 | -9 |
31 | swsl_resnet18 | 35.858 | 64.142 | 58.455 | 41.545 | 11.69 | 224 | 0.875 | bilinear | -37.418 | -33.279 | +195 |
32 | resnest101e | 35.373 | 64.627 | 55.780 | 44.220 | 48.28 | 256 | 0.875 | bilinear | -47.517 | -40.540 | -4 |
33 | ssl_resnext101_32x16d | 34.603 | 65.397 | 55.931 | 44.069 | 194.03 | 224 | 0.875 | bilinear | -47.241 | -40.165 | +5 |
34 | resnest50d_4s2x40d | 34.355 | 65.645 | 54.725 | 45.275 | 30.42 | 224 | 0.875 | bicubic | -46.753 | -40.833 | +16 |
35 | tf_efficientnet_b1_ns | 34.157 | 65.843 | 55.489 | 44.511 | 7.79 | 240 | 0.882 | bicubic | -47.231 | -40.249 | +12 |
36 | tf_efficientnet_b4 | 34.064 | 65.936 | 54.198 | 45.802 | 19.34 | 380 | 0.922 | bicubic | -48.958 | -42.102 | -9 |
37 | ssl_resnext101_32x8d | 34.017 | 65.983 | 55.601 | 44.399 | 88.79 | 224 | 0.875 | bilinear | -47.599 | -40.437 | +6 |
38 | tf_efficientnet_b6 | 33.998 | 66.002 | 54.544 | 45.456 | 43.04 | 528 | 0.942 | bicubic | -50.112 | -42.342 | -19 |
39 | efficientnet_b3_pruned | 33.996 | 66.004 | 54.108 | 45.892 | 9.86 | 300 | 0.904 | bicubic | -46.862 | -41.134 | +18 |
40 | tresnet_xl | 33.257 | 66.743 | 52.294 | 47.706 | 78.44 | 224 | 0.875 | bilinear | -48.797 | -43.642 | -4 |
41 | resnest50d_1s4x24d | 33.147 | 66.853 | 52.839 | 47.161 | 25.68 | 224 | 0.875 | bicubic | -47.841 | -42.483 | +11 |
42 | rexnet_200 | 32.987 | 67.013 | 52.939 | 47.061 | 16.37 | 224 | 0.875 | bicubic | -48.645 | -42.729 | 0 |
43 | resnest50d | 32.972 | 67.028 | 52.713 | 47.287 | 27.48 | 224 | 0.875 | bilinear | -48.002 | -42.665 | +10 |
44 | tf_efficientnet_b3 | 32.860 | 67.140 | 52.950 | 47.050 | 12.23 | 300 | 0.904 | bicubic | -48.776 | -42.767 | -3 |
45 | pnasnet5large | 32.848 | 67.152 | 50.500 | 49.500 | 86.06 | 331 | 0.911 | bicubic | -49.934 | -45.540 | -16 |
46 | nasnetalarge | 32.775 | 67.225 | 50.141 | 49.859 | 88.75 | 331 | 0.911 | bicubic | -49.845 | -45.906 | -15 |
47 | inception_resnet_v2 | 32.738 | 67.262 | 50.648 | 49.352 | 55.84 | 299 | 0.897 | bicubic | -47.720 | -44.658 | +20 |
48 | gluon_resnet152_v1d | 32.734 | 67.266 | 51.088 | 48.912 | 60.21 | 224 | 0.875 | bicubic | -47.740 | -44.118 | +17 |
49 | tf_efficientnet_b2_ap | 32.681 | 67.319 | 52.239 | 47.761 | 9.11 | 260 | 0.890 | bicubic | -47.619 | -42.789 | +27 |
50 | tresnet_l | 32.559 | 67.441 | 51.139 | 48.861 | 55.99 | 224 | 0.875 | bilinear | -48.929 | -44.485 | -4 |
51 | ens_adv_inception_resnet_v2 | 32.370 | 67.629 | 50.427 | 49.573 | 55.84 | 299 | 0.897 | bicubic | -47.611 | -44.509 | +36 |
52 | gluon_resnet152_v1s | 32.331 | 67.669 | 50.526 | 49.474 | 60.32 | 224 | 0.875 | bicubic | -48.685 | -44.886 | -1 |
53 | gluon_seresnext101_64x4d | 32.205 | 67.795 | 50.319 | 49.681 | 88.23 | 224 | 0.875 | bicubic | -48.689 | -44.989 | +3 |
54 | gluon_seresnext101_32x4d | 32.107 | 67.893 | 51.237 | 48.763 | 48.96 | 224 | 0.875 | bicubic | -48.797 | -44.057 | +1 |
55 | cspresnext50 | 31.822 | 68.178 | 51.602 | 48.398 | 20.57 | 224 | 0.875 | bilinear | -48.218 | -43.342 | +30 |
56 | efficientnet_b3a | 31.732 | 68.268 | 51.325 | 48.675 | 12.23 | 320 | 1.000 | bicubic | -50.134 | -44.511 | -19 |
57 | efficientnet_b3 | 31.555 | 68.445 | 51.276 | 48.724 | 12.23 | 300 | 0.904 | bicubic | -49.939 | -44.440 | -12 |
58 | resnet50 | 31.547 | 68.453 | 50.170 | 49.830 | 25.56 | 224 | 0.875 | bicubic | -47.491 | -44.220 | +68 |
59 | ssl_resnext101_32x4d | 31.423 | 68.577 | 52.121 | 47.879 | 44.18 | 224 | 0.875 | bilinear | -49.501 | -43.607 | -5 |
60 | inception_v4 | 31.378 | 68.622 | 49.244 | 50.756 | 42.68 | 299 | 0.875 | bicubic | -48.790 | -45.724 | +20 |
61 | rexnet_150 | 31.366 | 68.634 | 51.288 | 48.712 | 9.73 | 224 | 0.875 | bicubic | -48.944 | -43.878 | +13 |
62 | ecaresnetlight | 31.121 | 68.879 | 50.243 | 49.757 | 30.16 | 224 | 0.875 | bicubic | -49.341 | -45.007 | +4 |
63 | gluon_resnet101_v1s | 31.115 | 68.885 | 49.793 | 50.207 | 44.67 | 224 | 0.875 | bicubic | -49.187 | -45.367 | +12 |
64 | tf_efficientnet_cc_b0_8e | 31.087 | 68.913 | 50.761 | 49.239 | 24.01 | 224 | 0.875 | bicubic | -46.821 | -42.892 | +100 |
65 | ecaresnet50d | 31.058 | 68.942 | 50.848 | 49.152 | 25.58 | 224 | 0.875 | bicubic | -49.534 | -44.472 | -2 |
66 | cspdarknet53 | 31.018 | 68.981 | 50.390 | 49.610 | 27.64 | 256 | 0.887 | bilinear | -49.040 | -44.694 | +18 |
67 | tresnet_m | 30.997 | 69.003 | 48.682 | 51.318 | 31.39 | 224 | 0.875 | bilinear | -49.805 | -46.178 | -7 |
68 | gluon_resnet152_v1c | 30.991 | 69.009 | 48.924 | 51.076 | 60.21 | 224 | 0.875 | bicubic | -48.919 | -45.916 | +22 |
69 | gluon_resnext101_64x4d | 30.987 | 69.013 | 48.549 | 51.451 | 83.46 | 224 | 0.875 | bicubic | -49.617 | -46.439 | -7 |
70 | tf_efficientnet_cc_b1_8e | 30.899 | 69.101 | 50.080 | 49.920 | 39.72 | 240 | 0.882 | bicubic | -48.409 | -44.290 | +42 |
71 | ecaresnet101d_pruned | 30.897 | 69.103 | 50.013 | 49.987 | 24.88 | 224 | 0.875 | bicubic | -49.921 | -45.615 | -13 |
72 | gluon_resnext101_32x4d | 30.877 | 69.123 | 48.537 | 51.463 | 44.18 | 224 | 0.875 | bicubic | -49.457 | -46.389 | 0 |
73 | tf_efficientnet_lite4 | 30.830 | 69.170 | 50.386 | 49.614 | 13.01 | 380 | 0.920 | bilinear | -50.706 | -45.282 | -29 |
74 | dpn107 | 30.678 | 69.322 | 48.810 | 51.190 | 86.92 | 224 | 0.875 | bicubic | -49.478 | -46.100 | +7 |
75 | ese_vovnet39b | 30.657 | 69.343 | 49.875 | 50.125 | 24.57 | 224 | 0.875 | bicubic | -48.663 | -44.837 | +35 |
76 | gluon_resnet152_v1b | 30.623 | 69.376 | 48.521 | 51.479 | 60.19 | 224 | 0.875 | bicubic | -49.063 | -46.215 | +24 |
77 | tresnet_xl_448 | 30.614 | 69.386 | 49.069 | 50.931 | 78.44 | 448 | 0.875 | bilinear | -52.436 | -47.104 | -51 |
78 | ssl_resnext50_32x4d | 30.594 | 69.406 | 50.657 | 49.343 | 25.03 | 224 | 0.875 | bilinear | -49.724 | -44.749 | -5 |
79 | gluon_resnet101_v1d | 30.523 | 69.477 | 47.950 | 52.050 | 44.57 | 224 | 0.875 | bicubic | -49.891 | -47.064 | -10 |
80 | dpn68b | 30.517 | 69.483 | 49.158 | 50.842 | 12.61 | 224 | 0.875 | bicubic | -48.699 | -45.256 | +39 |
81 | resnest26d | 30.490 | 69.510 | 50.677 | 49.323 | 17.07 | 224 | 0.875 | bilinear | -47.988 | -43.621 | +63 |
82 | efficientnet_b2a | 30.435 | 69.565 | 49.698 | 50.302 | 9.11 | 288 | 1.000 | bicubic | -50.177 | -45.620 | -21 |
83 | tf_efficientnet_b1_ap | 30.421 | 69.579 | 49.553 | 50.447 | 7.79 | 240 | 0.882 | bicubic | -48.859 | -44.753 | +33 |
84 | seresnet50 | 30.077 | 69.923 | 49.292 | 50.708 | 28.09 | 224 | 0.875 | bicubic | -50.197 | -45.778 | -6 |
85 | dpn98 | 30.067 | 69.933 | 48.244 | 51.756 | 61.57 | 224 | 0.875 | bicubic | -49.575 | -46.354 | +17 |
86 | tf_efficientnet_b2 | 30.026 | 69.974 | 49.581 | 50.419 | 9.11 | 260 | 0.890 | bicubic | -50.060 | -45.327 | -3 |
87 | dpn131 | 30.024 | 69.976 | 48.146 | 51.854 | 79.25 | 224 | 0.875 | bicubic | -49.798 | -46.564 | +7 |
88 | dpn92 | 29.953 | 70.047 | 49.162 | 50.838 | 37.67 | 224 | 0.875 | bicubic | -50.055 | -45.674 | -2 |
89 | gluon_senet154 | 29.877 | 70.123 | 47.894 | 52.106 | 115.09 | 224 | 0.875 | bicubic | -51.357 | -47.454 | -41 |
90 | xception | 29.865 | 70.135 | 48.686 | 51.314 | 22.86 | 299 | 0.897 | bicubic | -49.187 | -45.706 | +35 |
91 | adv_inception_v3 | 29.816 | 70.184 | 47.847 | 52.153 | 23.83 | 299 | 0.875 | bicubic | -47.766 | -45.889 | +80 |
92 | gluon_xception65 | 29.784 | 70.216 | 47.755 | 52.245 | 39.92 | 299 | 0.903 | bicubic | -49.932 | -47.105 | +7 |
93 | resnetblur50 | 29.625 | 70.375 | 48.248 | 51.752 | 25.56 | 224 | 0.875 | bicubic | -49.661 | -46.390 | +22 |
94 | efficientnet_b2 | 29.615 | 70.385 | 48.777 | 51.223 | 9.11 | 260 | 0.875 | bicubic | -50.777 | -46.299 | -24 |
95 | resnext101_32x8d | 29.439 | 70.561 | 48.486 | 51.514 | 88.79 | 224 | 0.875 | bilinear | -49.869 | -46.032 | +16 |
96 | ssl_resnet50 | 29.423 | 70.577 | 49.781 | 50.219 | 25.56 | 224 | 0.875 | bilinear | -49.799 | -45.051 | +21 |
97 | resnext50_32x4d | 29.331 | 70.669 | 47.397 | 52.603 | 25.03 | 224 | 0.875 | bicubic | -50.438 | -47.201 | -1 |
98 | ecaresnet50d_pruned | 29.215 | 70.785 | 48.453 | 51.547 | 19.94 | 224 | 0.875 | bicubic | -50.501 | -46.427 | 0 |
99 | tresnet_l_448 | 29.165 | 70.835 | 47.232 | 52.768 | 55.99 | 448 | 0.875 | bilinear | -53.103 | -48.744 | -66 |
100 | gluon_inception_v3 | 29.124 | 70.876 | 46.957 | 53.043 | 23.83 | 299 | 0.875 | bicubic | -49.682 | -47.413 | +33 |
101 | xception71 | 29.047 | 70.953 | 47.405 | 52.595 | 42.34 | 299 | 0.903 | bicubic | -50.826 | -47.517 | -9 |
102 | hrnet_w64 | 28.989 | 71.011 | 47.142 | 52.858 | 128.06 | 224 | 0.875 | bilinear | -50.485 | -47.510 | +5 |
103 | tf_efficientnet_b0_ns | 28.902 | 71.098 | 49.011 | 50.989 | 5.29 | 224 | 0.875 | bicubic | -49.756 | -45.365 | +36 |
104 | xception65 | 28.896 | 71.104 | 47.167 | 52.833 | 39.92 | 299 | 0.903 | bicubic | -50.656 | -47.487 | 0 |
105 | tf_efficientnet_b1 | 28.886 | 71.114 | 47.503 | 52.497 | 7.79 | 240 | 0.882 | bicubic | -49.940 | -46.695 | +27 |
106 | gluon_resnet101_v1b | 28.878 | 71.121 | 46.389 | 53.611 | 44.55 | 224 | 0.875 | bicubic | -50.427 | -48.135 | +7 |
107 | skresnext50_32x4d | 28.818 | 71.182 | 46.497 | 53.503 | 27.48 | 224 | 0.875 | bicubic | -51.338 | -48.145 | -25 |
108 | tf_efficientnet_lite3 | 28.660 | 71.340 | 47.354 | 52.646 | 8.20 | 300 | 0.904 | bilinear | -51.160 | -47.560 | -13 |
109 | gluon_seresnext50_32x4d | 28.651 | 71.349 | 46.436 | 53.564 | 27.56 | 224 | 0.875 | bicubic | -51.267 | -48.386 | -21 |
110 | skresnet34 | 28.645 | 71.355 | 47.953 | 52.047 | 22.28 | 224 | 0.875 | bicubic | -48.267 | -45.369 | +78 |
111 | hrnet_w40 | 28.641 | 71.359 | 47.454 | 52.546 | 57.56 | 224 | 0.875 | bilinear | -50.279 | -47.016 | +17 |
112 | resnet152 | 28.533 | 71.467 | 47.118 | 52.882 | 60.19 | 224 | 0.875 | bilinear | -49.779 | -46.920 | +38 |
113 | hrnet_w48 | 28.413 | 71.587 | 47.586 | 52.414 | 77.47 | 224 | 0.875 | bilinear | -50.887 | -46.926 | +1 |
114 | gluon_resnext50_32x4d | 28.375 | 71.624 | 45.328 | 54.672 | 25.03 | 224 | 0.875 | bicubic | -50.978 | -49.098 | -5 |
115 | efficientnet_b2_pruned | 28.362 | 71.638 | 47.051 | 52.949 | 8.31 | 260 | 0.890 | bicubic | -51.554 | -47.805 | -26 |
116 | tf_efficientnet_b0_ap | 28.346 | 71.654 | 47.531 | 52.469 | 5.29 | 224 | 0.875 | bicubic | -48.740 | -45.725 | +68 |
117 | tf_efficientnet_cc_b0_4e | 28.315 | 71.685 | 47.364 | 52.636 | 13.31 | 224 | 0.875 | bicubic | -48.991 | -45.970 | +61 |
118 | dla102x2 | 28.313 | 71.687 | 46.761 | 53.239 | 41.28 | 224 | 0.875 | bilinear | -51.135 | -47.879 | -10 |
119 | dla169 | 28.313 | 71.687 | 47.391 | 52.609 | 53.39 | 224 | 0.875 | bilinear | -50.375 | -46.945 | +19 |
120 | mixnet_xl | 28.287 | 71.713 | 46.702 | 53.298 | 11.90 | 224 | 0.875 | bicubic | -52.189 | -48.234 | -56 |
121 | gluon_resnet50_v1d | 28.246 | 71.754 | 45.878 | 54.122 | 25.58 | 224 | 0.875 | bicubic | -50.828 | -48.592 | +2 |
122 | wide_resnet101_2 | 28.108 | 71.892 | 46.401 | 53.599 | 126.89 | 224 | 0.875 | bilinear | -50.748 | -47.881 | +9 |
123 | gluon_resnet101_v1c | 28.104 | 71.896 | 45.961 | 54.039 | 44.57 | 224 | 0.875 | bicubic | -51.430 | -48.617 | -18 |
124 | regnetx_320 | 28.093 | 71.907 | 45.126 | 54.874 | 107.81 | 224 | 0.875 | bicubic | -52.154 | -49.900 | -45 |
125 | densenet161 | 28.081 | 71.919 | 46.641 | 53.359 | 28.68 | 224 | 0.875 | bicubic | -49.277 | -46.997 | +52 |
126 | regnety_320 | 28.059 | 71.941 | 45.444 | 54.556 | 145.05 | 224 | 0.875 | bicubic | -52.753 | -49.800 | -67 |
127 | xception41 | 27.888 | 72.112 | 45.890 | 54.110 | 26.97 | 299 | 0.903 | bicubic | -50.628 | -48.388 | +14 |
128 | regnetx_160 | 27.817 | 72.183 | 45.617 | 54.383 | 54.28 | 224 | 0.875 | bicubic | -52.039 | -49.213 | -35 |
129 | tf_inception_v3 | 27.780 | 72.220 | 45.721 | 54.279 | 23.83 | 299 | 0.875 | bicubic | -50.078 | -47.917 | +38 |
130 | res2net101_26w_4s | 27.768 | 72.232 | 45.179 | 54.821 | 45.21 | 224 | 0.875 | bilinear | -51.430 | -49.253 | -9 |
131 | regnety_160 | 27.623 | 72.377 | 45.532 | 54.468 | 83.59 | 224 | 0.875 | bicubic | -52.673 | -49.430 | -54 |
132 | hrnet_w44 | 27.621 | 72.379 | 45.837 | 54.163 | 67.06 | 224 | 0.875 | bilinear | -51.275 | -48.531 | -3 |
133 | inception_v3 | 27.556 | 72.444 | 45.263 | 54.737 | 23.83 | 299 | 0.875 | bicubic | -49.884 | -48.213 | +42 |
134 | regnetx_080 | 27.405 | 72.595 | 45.002 | 54.998 | 39.57 | 224 | 0.875 | bicubic | -51.789 | -49.558 | -12 |
135 | hrnet_w30 | 27.381 | 72.619 | 46.554 | 53.446 | 37.71 | 224 | 0.875 | bilinear | -50.825 | -47.668 | +19 |
136 | hrnet_w32 | 27.369 | 72.631 | 45.994 | 54.006 | 41.23 | 224 | 0.875 | bilinear | -51.081 | -48.192 | +11 |
137 | gluon_resnet50_v1s | 27.326 | 72.674 | 45.222 | 54.778 | 25.68 | 224 | 0.875 | bicubic | -51.386 | -49.016 | -2 |
138 | densenet201 | 27.265 | 72.735 | 46.222 | 53.778 | 20.01 | 224 | 0.875 | bicubic | -50.021 | -47.256 | +41 |
139 | densenetblur121d | 27.228 | 72.772 | 46.299 | 53.701 | 8.00 | 224 | 0.875 | bicubic | -49.360 | -46.893 | +55 |
140 | regnety_064 | 27.220 | 72.780 | 44.847 | 55.153 | 30.58 | 224 | 0.875 | bicubic | -52.502 | -49.921 | -43 |
141 | efficientnet_b1_pruned | 27.181 | 72.819 | 45.872 | 54.128 | 6.33 | 240 | 0.882 | bicubic | -51.055 | -47.962 | +12 |
142 | rexnet_130 | 27.094 | 72.906 | 45.933 | 54.067 | 7.56 | 224 | 0.875 | bicubic | -52.406 | -48.749 | -36 |
143 | res2net50_26w_8s | 27.078 | 72.921 | 44.428 | 55.572 | 48.40 | 224 | 0.875 | bilinear | -52.120 | -49.940 | -23 |
144 | dla102x | 27.061 | 72.939 | 45.475 | 54.525 | 26.31 | 224 | 0.875 | bilinear | -51.449 | -48.753 | -2 |
145 | resnet101 | 26.963 | 73.037 | 45.234 | 54.766 | 44.55 | 224 | 0.875 | bilinear | -50.411 | -48.306 | +31 |
146 | resnext50d_32x4d | 26.876 | 73.124 | 44.436 | 55.564 | 25.05 | 224 | 0.875 | bicubic | -52.800 | -50.430 | -45 |
147 | regnetx_120 | 26.868 | 73.132 | 44.682 | 55.318 | 46.11 | 224 | 0.875 | bicubic | -52.728 | -50.056 | -44 |
148 | rexnet_100 | 26.831 | 73.169 | 45.369 | 54.631 | 4.80 | 224 | 0.875 | bicubic | -51.027 | -48.501 | +18 |
149 | densenet169 | 26.829 | 73.171 | 45.373 | 54.627 | 14.15 | 224 | 0.875 | bicubic | -49.077 | -47.653 | +51 |
150 | regnety_120 | 26.788 | 73.212 | 44.454 | 55.546 | 51.82 | 224 | 0.875 | bicubic | -53.578 | -50.672 | -79 |
151 | regnetx_064 | 26.784 | 73.216 | 44.927 | 55.073 | 26.21 | 224 | 0.875 | bicubic | -52.288 | -49.531 | -27 |
152 | regnetx_032 | 26.703 | 73.297 | 45.236 | 54.764 | 15.30 | 224 | 0.875 | bicubic | -51.469 | -48.852 | +3 |
153 | densenet121 | 26.664 | 73.336 | 45.900 | 54.100 | 7.98 | 224 | 0.875 | bicubic | -48.914 | -46.752 | +51 |
154 | tf_efficientnet_el | 26.623 | 73.377 | 44.648 | 55.352 | 10.59 | 300 | 0.904 | bicubic | -53.817 | -50.516 | -86 |
155 | efficientnet_es | 26.621 | 73.379 | 45.112 | 54.888 | 5.44 | 224 | 0.875 | bicubic | -51.445 | -48.814 | +2 |
156 | res2net50_26w_6s | 26.595 | 73.405 | 43.990 | 56.010 | 37.05 | 224 | 0.875 | bilinear | -51.975 | -50.134 | -16 |
157 | dla60x | 26.552 | 73.448 | 45.023 | 54.977 | 17.35 | 224 | 0.875 | bilinear | -51.694 | -48.994 | -6 |
158 | regnety_080 | 26.524 | 73.476 | 44.359 | 55.641 | 39.18 | 224 | 0.875 | bicubic | -53.352 | -50.471 | -67 |
159 | tf_efficientnet_b0 | 26.485 | 73.515 | 45.646 | 54.354 | 5.29 | 224 | 0.875 | bicubic | -50.363 | -47.582 | +30 |
160 | res2net50_14w_8s | 26.483 | 73.517 | 44.371 | 55.629 | 25.06 | 224 | 0.875 | bilinear | -51.667 | -49.477 | -4 |
161 | gluon_resnet50_v1b | 26.436 | 73.564 | 44.035 | 55.965 | 25.56 | 224 | 0.875 | bicubic | -51.144 | -49.681 | +11 |
162 | regnetx_040 | 26.243 | 73.757 | 44.438 | 55.562 | 22.12 | 224 | 0.875 | bicubic | -52.239 | -49.806 | -19 |
163 | dpn68 | 26.129 | 73.871 | 44.228 | 55.772 | 12.61 | 224 | 0.875 | bicubic | -50.189 | -48.750 | +33 |
164 | hrnet_w18 | 25.986 | 74.014 | 44.813 | 55.187 | 21.30 | 224 | 0.875 | bilinear | -50.772 | -48.631 | +27 |
165 | regnety_040 | 25.923 | 74.077 | 43.848 | 56.152 | 20.65 | 224 | 0.875 | bicubic | -53.297 | -50.808 | -47 |
166 | resnet34 | 25.888 | 74.112 | 43.982 | 56.018 | 21.80 | 224 | 0.875 | bilinear | -49.222 | -48.302 | +47 |
167 | res2net50_26w_4s | 25.866 | 74.134 | 43.155 | 56.845 | 25.70 | 224 | 0.875 | bilinear | -52.098 | -50.699 | -4 |
168 | tresnet_m_448 | 25.852 | 74.148 | 42.874 | 57.126 | 31.39 | 448 | 0.875 | bilinear | -55.862 | -52.698 | -128 |
169 | gluon_resnet50_v1c | 25.784 | 74.216 | 43.031 | 56.969 | 25.58 | 224 | 0.875 | bicubic | -52.228 | -50.957 | -10 |
170 | selecsls60 | 25.729 | 74.272 | 44.065 | 55.935 | 30.67 | 224 | 0.875 | bicubic | -52.254 | -49.763 | -8 |
171 | dla60_res2net | 25.652 | 74.348 | 43.599 | 56.401 | 20.85 | 224 | 0.875 | bilinear | -52.812 | -50.607 | -25 |
172 | dla60_res2next | 25.640 | 74.360 | 43.670 | 56.330 | 17.03 | 224 | 0.875 | bilinear | -52.800 | -50.482 | -24 |
173 | mixnet_l | 25.512 | 74.488 | 43.455 | 56.545 | 7.33 | 224 | 0.875 | bicubic | -53.464 | -50.727 | -46 |
174 | tf_efficientnet_lite1 | 25.499 | 74.501 | 43.585 | 56.415 | 5.42 | 240 | 0.882 | bicubic | -51.143 | -49.641 | +19 |
175 | efficientnet_b1 | 25.469 | 74.531 | 43.284 | 56.716 | 7.79 | 240 | 0.875 | bicubic | -53.229 | -50.860 | -38 |
176 | tv_resnext50_32x4d | 25.455 | 74.545 | 42.787 | 57.213 | 25.03 | 224 | 0.875 | bilinear | -52.165 | -50.909 | -7 |
177 | tf_mixnet_l | 25.422 | 74.578 | 42.534 | 57.466 | 7.33 | 224 | 0.875 | bicubic | -53.352 | -51.464 | -43 |
178 | res2next50 | 25.389 | 74.611 | 42.508 | 57.492 | 24.67 | 224 | 0.875 | bilinear | -52.857 | -51.384 | -26 |
179 | regnety_032 | 25.332 | 74.668 | 42.911 | 57.089 | 19.44 | 224 | 0.875 | bicubic | -53.554 | -51.501 | -49 |
180 | selecsls60b | 25.332 | 74.668 | 43.559 | 56.441 | 32.77 | 224 | 0.875 | bicubic | -53.080 | -50.614 | -31 |
181 | dla102 | 25.316 | 74.684 | 43.827 | 56.173 | 33.27 | 224 | 0.875 | bilinear | -52.716 | -50.119 | -23 |
182 | wide_resnet50_2 | 25.308 | 74.692 | 42.178 | 57.822 | 68.88 | 224 | 0.875 | bilinear | -53.170 | -51.916 | -37 |
183 | resnest14d | 25.284 | 74.716 | 44.114 | 55.886 | 10.61 | 224 | 0.875 | bilinear | -50.222 | -48.404 | +23 |
184 | res2net50_48w_2s | 25.027 | 74.973 | 42.208 | 57.792 | 25.29 | 224 | 0.875 | bilinear | -52.495 | -51.346 | -11 |
185 | efficientnet_b0 | 25.015 | 74.985 | 42.787 | 57.213 | 5.29 | 224 | 0.875 | bicubic | -52.683 | -50.745 | -17 |
186 | gluon_resnet34_v1b | 24.939 | 75.061 | 42.243 | 57.757 | 21.80 | 224 | 0.875 | bicubic | -49.649 | -49.747 | +34 |
187 | mobilenetv2_120d | 24.937 | 75.063 | 43.058 | 56.942 | 5.83 | 224 | 0.875 | bicubic | -52.347 | -50.434 | -7 |
188 | dla60 | 24.933 | 75.067 | 43.296 | 56.704 | 22.04 | 224 | 0.875 | bilinear | -52.099 | -50.022 | -3 |
189 | regnety_016 | 24.811 | 75.189 | 42.616 | 57.384 | 11.20 | 224 | 0.875 | bicubic | -53.051 | -51.104 | -24 |
190 | tf_efficientnet_em | 24.542 | 75.458 | 42.412 | 57.588 | 6.90 | 240 | 0.882 | bicubic | -54.166 | -51.902 | -54 |
191 | tf_efficientnet_lite2 | 24.530 | 75.470 | 42.280 | 57.720 | 6.09 | 260 | 0.890 | bicubic | -52.938 | -51.474 | -17 |
192 | skresnet18 | 24.483 | 75.517 | 42.536 | 57.464 | 11.96 | 224 | 0.875 | bicubic | -48.555 | -48.632 | +35 |
193 | regnetx_016 | 24.473 | 75.527 | 42.514 | 57.486 | 9.19 | 224 | 0.875 | bicubic | -52.477 | -50.906 | -7 |
194 | tf_efficientnet_lite0 | 24.373 | 75.627 | 42.487 | 57.513 | 4.65 | 224 | 0.875 | bicubic | -50.457 | -49.689 | +22 |
195 | tv_resnet50 | 24.070 | 75.930 | 41.313 | 58.687 | 25.56 | 224 | 0.875 | bilinear | -52.068 | -51.551 | +3 |
196 | efficientnet_lite0 | 23.909 | 76.091 | 42.088 | 57.912 | 4.65 | 224 | 0.875 | bicubic | -51.575 | -50.422 | +11 |
197 | tv_densenet121 | 23.844 | 76.156 | 41.925 | 58.075 | 7.98 | 224 | 0.875 | bicubic | -50.894 | -50.225 | +20 |
198 | tf_efficientnet_es | 23.819 | 76.181 | 41.331 | 58.669 | 5.44 | 224 | 0.875 | bicubic | -53.439 | -52.263 | -16 |
199 | mobilenetv2_140 | 23.712 | 76.288 | 41.477 | 58.523 | 6.11 | 224 | 0.875 | bicubic | -52.804 | -51.520 | -4 |
200 | mixnet_m | 23.710 | 76.290 | 41.141 | 58.859 | 5.01 | 224 | 0.875 | bicubic | -53.550 | -52.283 | -19 |
201 | dla34 | 23.669 | 76.331 | 41.551 | 58.449 | 15.74 | 224 | 0.875 | bilinear | -50.961 | -50.527 | +18 |
202 | ese_vovnet19b_dw | 23.535 | 76.465 | 41.288 | 58.712 | 6.54 | 224 | 0.875 | bicubic | -53.263 | -51.980 | -12 |
203 | tf_mixnet_m | 23.484 | 76.516 | 40.989 | 59.011 | 5.01 | 224 | 0.875 | bicubic | -53.458 | -52.163 | -16 |
204 | tv_resnet34 | 23.473 | 76.527 | 41.367 | 58.633 | 21.80 | 224 | 0.875 | bilinear | -49.839 | -50.059 | +21 |
205 | selecsls42b | 23.357 | 76.643 | 40.677 | 59.323 | 32.46 | 224 | 0.875 | bicubic | -53.817 | -52.713 | -22 |
206 | mobilenetv2_110d | 23.066 | 76.934 | 40.716 | 59.284 | 4.52 | 224 | 0.875 | bicubic | -51.970 | -51.470 | +9 |
207 | mobilenetv3_large_100 | 22.655 | 77.345 | 40.781 | 59.219 | 5.48 | 224 | 0.875 | bicubic | -53.111 | -51.761 | -6 |
208 | mobilenetv3_rw | 22.630 | 77.370 | 40.374 | 59.626 | 5.48 | 224 | 0.875 | bicubic | -53.004 | -52.334 | -5 |
209 | tf_mobilenetv3_large_100 | 22.569 | 77.431 | 39.767 | 60.233 | 5.48 | 224 | 0.875 | bilinear | -52.949 | -52.839 | -4 |
210 | hrnet_w18_small_v2 | 22.337 | 77.663 | 39.861 | 60.139 | 15.60 | 224 | 0.875 | bilinear | -52.777 | -52.555 | +2 |
211 | regnety_008 | 22.119 | 77.881 | 38.900 | 61.100 | 6.26 | 224 | 0.875 | bicubic | -54.197 | -54.166 | -14 |
212 | seresnext26tn_32x4d | 21.991 | 78.009 | 38.482 | 61.518 | 16.81 | 224 | 0.875 | bicubic | -55.995 | -55.264 | -51 |
213 | seresnext26t_32x4d | 21.985 | 78.015 | 38.570 | 61.430 | 16.82 | 224 | 0.875 | bicubic | -56.013 | -55.138 | -53 |
214 | regnety_006 | 21.971 | 78.029 | 38.955 | 61.045 | 6.06 | 224 | 0.875 | bicubic | -53.275 | -53.577 | -4 |
215 | regnetx_008 | 21.940 | 78.060 | 38.928 | 61.072 | 7.26 | 224 | 0.875 | bicubic | -53.098 | -53.408 | -1 |
216 | resnet26d | 21.907 | 78.094 | 38.619 | 61.381 | 16.01 | 224 | 0.875 | bicubic | -54.789 | -54.531 | -24 |
217 | semnasnet_100 | 21.903 | 78.097 | 38.600 | 61.400 | 3.89 | 224 | 0.875 | bicubic | -53.545 | -54.004 | -9 |
218 | regnetx_006 | 21.738 | 78.263 | 38.904 | 61.096 | 6.20 | 224 | 0.875 | bicubic | -52.115 | -52.768 | +5 |
219 | gluon_resnet18_v1b | 21.549 | 78.451 | 38.869 | 61.131 | 11.69 | 224 | 0.875 | bicubic | -49.287 | -50.893 | +14 |
220 | fbnetc_100 | 21.484 | 78.516 | 38.161 | 61.839 | 5.57 | 224 | 0.875 | bilinear | -53.640 | -54.225 | -9 |
221 | mnasnet_100 | 21.350 | 78.650 | 37.719 | 62.281 | 4.38 | 224 | 0.875 | bicubic | -53.308 | -54.395 | -3 |
222 | resnet26 | 21.295 | 78.705 | 38.018 | 61.982 | 16.00 | 224 | 0.875 | bicubic | -53.997 | -54.552 | -13 |
223 | ssl_resnet18 | 21.278 | 78.722 | 39.113 | 60.887 | 11.69 | 224 | 0.875 | bilinear | -51.332 | -52.303 | +6 |
224 | mixnet_s | 21.254 | 78.746 | 38.187 | 61.813 | 4.13 | 224 | 0.875 | bicubic | -54.738 | -54.609 | -25 |
225 | seresnext26d_32x4d | 21.252 | 78.748 | 37.311 | 62.689 | 16.81 | 224 | 0.875 | bicubic | -56.350 | -56.297 | -55 |
226 | regnetx_004 | 20.898 | 79.102 | 37.566 | 62.434 | 5.16 | 224 | 0.875 | bicubic | -51.498 | -53.264 | +4 |
227 | spnasnet_100 | 20.863 | 79.137 | 37.896 | 62.104 | 4.42 | 224 | 0.875 | bilinear | -53.221 | -53.922 | -6 |
228 | mobilenetv2_100 | 20.773 | 79.227 | 37.759 | 62.241 | 3.50 | 224 | 0.875 | bicubic | -52.197 | -53.257 | 0 |
229 | tf_mixnet_s | 20.470 | 79.530 | 36.607 | 63.393 | 4.13 | 224 | 0.875 | bicubic | -55.180 | -56.021 | -27 |
230 | regnety_004 | 20.415 | 79.585 | 37.002 | 62.998 | 4.34 | 224 | 0.875 | bicubic | -53.619 | -54.750 | -8 |
231 | hrnet_w18_small | 20.368 | 79.632 | 37.093 | 62.907 | 13.19 | 224 | 0.875 | bilinear | -51.974 | -53.585 | 0 |
232 | tf_mobilenetv3_large_075 | 20.366 | 79.634 | 36.764 | 63.236 | 3.99 | 224 | 0.875 | bilinear | -53.072 | -54.586 | -8 |
233 | resnet18 | 20.228 | 79.772 | 37.261 | 62.739 | 11.69 | 224 | 0.875 | bilinear | -49.520 | -51.816 | +2 |
234 | tf_mobilenetv3_large_minimal_100 | 20.122 | 79.878 | 36.908 | 63.092 | 3.92 | 224 | 0.875 | bilinear | -52.126 | -53.722 | -2 |
235 | regnety_002 | 17.450 | 82.550 | 32.431 | 67.569 | 3.16 | 224 | 0.875 | bicubic | -52.802 | -57.109 | -1 |
236 | regnetx_002 | 16.962 | 83.038 | 32.225 | 67.775 | 2.68 | 224 | 0.875 | bicubic | -51.800 | -56.331 | 0 |
237 | dla60x_c | 16.310 | 83.690 | 31.761 | 68.239 | 1.32 | 224 | 0.875 | bilinear | -51.582 | -56.665 | +1 |
238 | tf_mobilenetv3_small_100 | 16.226 | 83.775 | 31.223 | 68.777 | 2.54 | 224 | 0.875 | bilinear | -51.697 | -56.441 | -1 |
239 | tf_mobilenetv3_small_075 | 14.944 | 85.056 | 29.572 | 70.428 | 2.04 | 224 | 0.875 | bilinear | -50.772 | -56.558 | +1 |
240 | dla46_c | 14.657 | 85.343 | 29.380 | 70.620 | 1.30 | 224 | 0.875 | bilinear | -50.209 | -56.912 | +1 |
241 | dla46x_c | 14.382 | 85.618 | 29.191 | 70.809 | 1.07 | 224 | 0.875 | bilinear | -51.588 | -57.789 | -2 |
242 | tf_mobilenetv3_small_minimal_100 | 13.964 | 86.036 | 27.988 | 72.012 | 2.04 | 224 | 0.875 | bilinear | -48.942 | -56.242 | 0 |