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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 | 79.650 | 20.350 | 89.393 | 10.607 | 828.41 | 224 | 0.875 | bilinear | -17.320 | -10.277 | +4 |
3 | ig_resnext101_32x32d | 79.457 | 20.543 | 89.183 | 10.817 | 468.53 | 224 | 0.875 | bilinear | -17.323 | -10.347 | +5 |
4 | ig_resnext101_32x16d | 78.837 | 21.163 | 88.480 | 11.520 | 194.03 | 224 | 0.875 | bilinear | -17.603 | -11.060 | +9 |
5 | tf_efficientnet_l2_ns_475 | 76.480 | 23.520 | 88.653 | 11.347 | 480.31 | 475 | 0.936 | bicubic | -21.270 | -11.167 | -2 |
6 | swsl_resnext101_32x16d | 76.303 | 23.697 | 87.733 | 12.267 | 194.03 | 224 | 0.875 | bilinear | -19.967 | -11.767 | +11 |
7 | ig_resnext101_32x8d | 75.813 | 24.187 | 86.200 | 13.800 | 88.79 | 224 | 0.875 | bilinear | -20.117 | -13.180 | +18 |
8 | swsl_resnext101_32x8d | 75.590 | 24.410 | 86.937 | 13.063 | 88.79 | 224 | 0.875 | bilinear | -20.650 | -12.653 | +10 |
9 | tf_efficientnet_l2_ns | 74.650 | 25.350 | 87.543 | 12.457 | 480.31 | 800 | 0.960 | bicubic | -23.130 | -12.347 | -7 |
10 | swsl_resnext101_32x4d | 72.660 | 27.340 | 85.157 | 14.843 | 44.18 | 224 | 0.875 | bilinear | -23.390 | -14.373 | +13 |
11 | swsl_resnext50_32x4d | 68.977 | 31.023 | 82.810 | 17.190 | 25.03 | 224 | 0.875 | bilinear | -26.643 | -16.630 | +15 |
12 | swsl_resnet50 | 68.297 | 31.703 | 83.313 | 16.687 | 25.56 | 224 | 0.875 | bilinear | -26.903 | -16.077 | +24 |
13 | tf_efficientnet_b7_ns | 67.510 | 32.490 | 81.383 | 18.617 | 66.35 | 600 | 0.949 | bicubic | -29.690 | -18.317 | -9 |
14 | tf_efficientnet_b6_ns | 65.587 | 34.413 | 79.553 | 20.447 | 43.04 | 528 | 0.942 | bicubic | -31.433 | -20.157 | -9 |
15 | tf_efficientnet_b5_ns | 63.047 | 36.953 | 77.777 | 22.223 | 30.39 | 456 | 0.934 | bicubic | -33.823 | -21.863 | -8 |
16 | tf_efficientnet_b4_ns | 61.230 | 38.770 | 76.173 | 23.827 | 19.34 | 380 | 0.922 | bicubic | -35.480 | -23.467 | -7 |
17 | tf_efficientnet_b8_ap | 57.830 | 42.170 | 72.957 | 27.043 | 87.41 | 672 | 0.954 | bicubic | -38.720 | -26.583 | -5 |
18 | tf_efficientnet_b3_ns | 57.417 | 42.583 | 72.387 | 27.613 | 12.23 | 300 | 0.904 | bicubic | -38.683 | -27.093 | +2 |
19 | tf_efficientnet_b5_ap | 53.870 | 46.130 | 69.160 | 30.840 | 30.39 | 456 | 0.934 | bicubic | -42.210 | -30.380 | +2 |
20 | tf_efficientnet_b2_ns | 53.600 | 46.400 | 70.270 | 29.730 | 9.11 | 260 | 0.890 | bicubic | -41.920 | -29.070 | +9 |
21 | tf_efficientnet_b6_ap | 53.560 | 46.440 | 68.550 | 31.450 | 43.04 | 528 | 0.942 | bicubic | -42.810 | -31.000 | -7 |
22 | tf_efficientnet_b8 | 53.410 | 46.590 | 69.090 | 30.910 | 87.41 | 672 | 0.954 | bicubic | -43.290 | -30.440 | -12 |
23 | tf_efficientnet_b7_ap | 53.260 | 46.740 | 68.873 | 31.127 | 66.35 | 600 | 0.949 | bicubic | -43.090 | -30.717 | -8 |
24 | tf_efficientnet_b4_ap | 53.090 | 46.910 | 68.210 | 31.790 | 19.34 | 380 | 0.922 | bicubic | -42.400 | -31.180 | +7 |
25 | tf_efficientnet_b7 | 52.393 | 47.607 | 68.233 | 31.767 | 66.35 | 600 | 0.949 | bicubic | -44.187 | -31.277 | -14 |
26 | swsl_resnet18 | 52.327 | 47.673 | 70.480 | 29.520 | 11.69 | 224 | 0.875 | bilinear | -38.763 | -27.730 | +195 |
27 | tf_efficientnet_b1_ns | 50.883 | 49.117 | 67.910 | 32.090 | 7.79 | 240 | 0.882 | bicubic | -43.977 | -31.340 | +20 |
28 | ssl_resnext101_32x16d | 50.257 | 49.743 | 66.033 | 33.967 | 194.03 | 224 | 0.875 | bilinear | -45.153 | -33.267 | +5 |
29 | resnest269e | 50.153 | 49.847 | 64.670 | 35.330 | 110.93 | 416 | 0.928 | bicubic | -45.967 | -34.850 | -10 |
30 | tf_efficientnet_b3_ap | 50.057 | 49.943 | 65.210 | 34.790 | 12.23 | 300 | 0.904 | bicubic | -44.913 | -33.900 | +12 |
31 | resnest200e | 49.873 | 50.127 | 64.743 | 35.257 | 70.20 | 320 | 0.909 | bicubic | -46.197 | -34.737 | -9 |
32 | tf_efficientnet_b5 | 49.510 | 50.490 | 65.657 | 34.343 | 30.39 | 456 | 0.934 | bicubic | -46.470 | -33.793 | -8 |
33 | resnest101e | 49.367 | 50.633 | 65.587 | 34.413 | 48.28 | 256 | 0.875 | bilinear | -46.203 | -33.683 | -5 |
34 | ssl_resnext101_32x8d | 49.067 | 50.933 | 65.480 | 34.520 | 88.79 | 224 | 0.875 | bilinear | -46.273 | -33.840 | +1 |
35 | ecaresnet101d | 48.527 | 51.473 | 64.100 | 35.900 | 44.57 | 224 | 0.875 | bicubic | -46.633 | -35.130 | +2 |
36 | resnest50d_4s2x40d | 47.483 | 52.517 | 63.807 | 36.193 | 30.42 | 224 | 0.875 | bicubic | -47.227 | -35.323 | +14 |
37 | efficientnet_b3_pruned | 47.447 | 52.553 | 62.793 | 37.207 | 9.86 | 300 | 0.904 | bicubic | -47.133 | -36.277 | +19 |
38 | tf_efficientnet_b6 | 47.213 | 52.787 | 63.110 | 36.890 | 43.04 | 528 | 0.942 | bicubic | -49.077 | -36.410 | -22 |
39 | ssl_resnext101_32x4d | 47.177 | 52.823 | 63.367 | 36.633 | 44.18 | 224 | 0.875 | bilinear | -47.983 | -35.933 | -1 |
40 | tf_efficientnet_b4 | 47.083 | 52.917 | 62.867 | 37.133 | 19.34 | 380 | 0.922 | bicubic | -48.507 | -36.463 | -13 |
41 | gluon_seresnext101_64x4d | 46.677 | 53.323 | 61.303 | 38.697 | 88.23 | 224 | 0.875 | bicubic | -47.973 | -37.677 | +13 |
42 | tresnet_xl | 46.283 | 53.717 | 61.943 | 38.057 | 78.44 | 224 | 0.875 | bilinear | -48.777 | -37.317 | -1 |
43 | resnest50d_1s4x24d | 46.083 | 53.917 | 62.377 | 37.623 | 25.68 | 224 | 0.875 | bicubic | -48.307 | -36.693 | +19 |
44 | tf_efficientnet_b0_ns | 46.047 | 53.953 | 63.253 | 36.747 | 5.29 | 224 | 0.875 | bicubic | -47.693 | -35.727 | +70 |
45 | resnest50d | 45.937 | 54.063 | 62.623 | 37.377 | 27.48 | 224 | 0.875 | bilinear | -48.683 | -36.407 | +10 |
46 | gluon_seresnext101_32x4d | 45.590 | 54.410 | 61.143 | 38.857 | 48.96 | 224 | 0.875 | bicubic | -48.860 | -37.947 | +13 |
47 | gluon_resnet152_v1d | 45.430 | 54.570 | 60.077 | 39.923 | 60.21 | 224 | 0.875 | bicubic | -49.010 | -38.933 | +14 |
48 | ssl_resnext50_32x4d | 45.407 | 54.593 | 62.047 | 37.953 | 25.03 | 224 | 0.875 | bilinear | -49.293 | -37.193 | +3 |
49 | tresnet_xl_448 | 45.223 | 54.777 | 61.437 | 38.563 | 78.44 | 448 | 0.875 | bilinear | -50.287 | -37.903 | -19 |
50 | nasnetalarge | 45.210 | 54.790 | 57.883 | 42.117 | 88.75 | 331 | 0.911 | bicubic | -49.940 | -41.247 | -11 |
51 | tf_efficientnet_b3 | 45.107 | 54.893 | 60.650 | 39.350 | 12.23 | 300 | 0.904 | bicubic | -49.803 | -38.460 | -7 |
52 | rexnet_200 | 45.047 | 54.953 | 62.317 | 37.683 | 16.37 | 224 | 0.875 | bicubic | -49.613 | -36.773 | 0 |
53 | ecaresnetlight | 44.890 | 55.110 | 60.770 | 39.230 | 30.16 | 224 | 0.875 | bicubic | -49.250 | -38.180 | +27 |
54 | tf_efficientnet_b2_ap | 44.700 | 55.300 | 60.680 | 39.320 | 9.11 | 260 | 0.890 | bicubic | -49.570 | -38.270 | +17 |
55 | ens_adv_inception_resnet_v2 | 44.393 | 55.607 | 58.117 | 41.883 | 55.84 | 299 | 0.897 | bicubic | -49.737 | -40.673 | +27 |
56 | tresnet_l | 44.363 | 55.637 | 59.953 | 40.047 | 55.99 | 224 | 0.875 | bilinear | -50.537 | -39.077 | -11 |
57 | gluon_resnext101_32x4d | 44.290 | 55.710 | 59.090 | 40.910 | 44.18 | 224 | 0.875 | bicubic | -49.830 | -39.840 | +27 |
58 | cspresnext50 | 44.147 | 55.853 | 60.533 | 39.467 | 20.57 | 224 | 0.875 | bilinear | -49.613 | -38.307 | +52 |
59 | gluon_resnet152_v1s | 44.073 | 55.927 | 58.703 | 41.297 | 60.32 | 224 | 0.875 | bicubic | -50.647 | -40.357 | -11 |
60 | ssl_resnet50 | 44.010 | 55.990 | 61.887 | 38.113 | 25.56 | 224 | 0.875 | bilinear | -50.300 | -37.263 | +8 |
61 | inception_resnet_v2 | 44.003 | 55.997 | 57.907 | 42.093 | 55.84 | 299 | 0.897 | bicubic | -50.337 | -40.893 | +6 |
62 | pnasnet5large | 43.950 | 56.050 | 56.730 | 43.270 | 86.06 | 331 | 0.911 | bicubic | -51.410 | -42.400 | -28 |
63 | gluon_resnext101_64x4d | 43.877 | 56.123 | 58.710 | 41.290 | 83.46 | 224 | 0.875 | bicubic | -50.473 | -40.170 | +2 |
64 | ecaresnet50d | 43.750 | 56.250 | 60.387 | 39.613 | 25.58 | 224 | 0.875 | bicubic | -50.440 | -38.633 | +12 |
65 | ecaresnet101d_pruned | 43.737 | 56.263 | 59.607 | 40.393 | 24.88 | 224 | 0.875 | bicubic | -50.713 | -39.493 | -7 |
66 | rexnet_150 | 43.690 | 56.310 | 60.897 | 39.103 | 9.73 | 224 | 0.875 | bicubic | -50.580 | -38.183 | +4 |
67 | efficientnet_b3a | 43.677 | 56.323 | 59.897 | 40.103 | 12.23 | 320 | 1.000 | bicubic | -51.443 | -39.223 | -27 |
68 | efficientnet_b3 | 43.597 | 56.403 | 59.810 | 40.190 | 12.23 | 300 | 0.904 | bicubic | -51.363 | -39.390 | -25 |
69 | gluon_resnet101_v1d | 43.440 | 56.560 | 58.613 | 41.387 | 44.57 | 224 | 0.875 | bicubic | -50.730 | -40.397 | +9 |
70 | gluon_resnet101_v1s | 43.363 | 56.637 | 58.503 | 41.497 | 44.67 | 224 | 0.875 | bicubic | -50.807 | -40.407 | +9 |
71 | cspdarknet53 | 43.357 | 56.643 | 59.430 | 40.570 | 27.64 | 256 | 0.887 | bilinear | -50.733 | -39.550 | +15 |
72 | dpn68b | 43.287 | 56.713 | 58.673 | 41.327 | 12.61 | 224 | 0.875 | bicubic | -50.333 | -40.027 | +54 |
73 | resnest26d | 43.140 | 56.860 | 60.623 | 39.377 | 17.07 | 224 | 0.875 | bilinear | -50.100 | -38.227 | +76 |
74 | dpn131 | 43.047 | 56.953 | 57.440 | 42.560 | 79.25 | 224 | 0.875 | bicubic | -50.713 | -41.360 | +37 |
75 | tf_efficientnet_lite4 | 42.967 | 57.033 | 57.620 | 42.380 | 13.01 | 380 | 0.920 | bilinear | -51.903 | -41.470 | -29 |
76 | gluon_resnet152_v1b | 42.903 | 57.097 | 57.750 | 42.250 | 60.19 | 224 | 0.875 | bicubic | -51.127 | -40.990 | +13 |
77 | dpn107 | 42.857 | 57.143 | 57.367 | 42.633 | 86.92 | 224 | 0.875 | bicubic | -51.103 | -41.473 | +17 |
78 | tf_efficientnet_b1_ap | 42.803 | 57.197 | 58.813 | 41.187 | 7.79 | 240 | 0.882 | bicubic | -50.827 | -39.987 | +47 |
79 | gluon_resnet152_v1c | 42.800 | 57.200 | 57.737 | 42.263 | 60.21 | 224 | 0.875 | bicubic | -51.080 | -41.063 | +20 |
80 | gluon_xception65 | 42.793 | 57.207 | 58.820 | 41.180 | 39.92 | 299 | 0.903 | bicubic | -51.217 | -40.210 | +12 |
81 | tresnet_l_448 | 42.753 | 57.247 | 58.947 | 41.053 | 55.99 | 448 | 0.875 | bilinear | -52.657 | -40.463 | -49 |
82 | tresnet_m | 42.687 | 57.313 | 58.153 | 41.847 | 31.39 | 224 | 0.875 | bilinear | -51.383 | -40.677 | +6 |
83 | gluon_seresnext50_32x4d | 42.683 | 57.317 | 58.710 | 41.290 | 27.56 | 224 | 0.875 | bicubic | -51.487 | -40.230 | -6 |
84 | resnext101_32x8d | 42.557 | 57.443 | 58.317 | 41.683 | 88.79 | 224 | 0.875 | bilinear | -51.213 | -40.633 | +25 |
85 | seresnet50 | 42.510 | 57.490 | 58.667 | 41.333 | 28.09 | 224 | 0.875 | bicubic | -51.570 | -40.303 | +2 |
86 | dpn98 | 42.280 | 57.720 | 56.880 | 43.120 | 61.57 | 224 | 0.875 | bicubic | -51.660 | -42.040 | +10 |
87 | tf_efficientnet_cc_b1_8e | 42.233 | 57.767 | 58.420 | 41.580 | 39.72 | 240 | 0.882 | bicubic | -51.337 | -40.270 | +45 |
88 | tf_efficientnet_b2 | 42.120 | 57.880 | 58.197 | 41.803 | 9.11 | 260 | 0.890 | bicubic | -52.090 | -40.833 | -14 |
89 | gluon_resnext50_32x4d | 42.043 | 57.957 | 57.667 | 42.333 | 25.03 | 224 | 0.875 | bicubic | -51.607 | -41.023 | +33 |
90 | resnet50 | 42.013 | 57.987 | 56.000 | 44.000 | 25.56 | 224 | 0.875 | bicubic | -51.447 | -42.600 | +51 |
91 | ecaresnet50d_pruned | 41.953 | 58.047 | 58.217 | 41.783 | 19.94 | 224 | 0.875 | bicubic | -51.867 | -40.783 | +13 |
92 | efficientnet_b2a | 41.933 | 58.067 | 58.300 | 41.700 | 9.11 | 288 | 1.000 | bicubic | -52.437 | -40.750 | -28 |
93 | dla102x2 | 41.647 | 58.353 | 57.967 | 42.033 | 41.28 | 224 | 0.875 | bilinear | -52.353 | -41.063 | 0 |
94 | hrnet_w64 | 41.637 | 58.363 | 57.130 | 42.870 | 128.06 | 224 | 0.875 | bilinear | -52.193 | -41.800 | +9 |
95 | efficientnet_b2 | 41.627 | 58.373 | 58.033 | 41.967 | 9.11 | 260 | 0.875 | bicubic | -52.713 | -41.067 | -29 |
96 | gluon_senet154 | 41.627 | 58.373 | 56.373 | 43.627 | 115.09 | 224 | 0.875 | bicubic | -53.083 | -42.597 | -47 |
97 | inception_v4 | 41.577 | 58.423 | 55.383 | 44.617 | 42.68 | 299 | 0.875 | bicubic | -52.803 | -43.437 | -34 |
98 | tf_efficientnet_cc_b0_8e | 41.487 | 58.513 | 57.377 | 42.623 | 24.01 | 224 | 0.875 | bicubic | -51.383 | -41.083 | +72 |
99 | resnext50_32x4d | 41.443 | 58.557 | 56.997 | 43.003 | 25.03 | 224 | 0.875 | bicubic | -52.397 | -41.833 | +3 |
100 | resnet152 | 41.327 | 58.673 | 57.520 | 42.480 | 60.19 | 224 | 0.875 | bilinear | -51.913 | -41.230 | +50 |
101 | xception71 | 41.270 | 58.730 | 55.873 | 44.127 | 42.34 | 299 | 0.903 | bicubic | -52.620 | -43.077 | -3 |
102 | dpn92 | 41.267 | 58.733 | 56.333 | 43.667 | 37.67 | 224 | 0.875 | bicubic | -52.923 | -42.597 | -27 |
103 | adv_inception_v3 | 41.263 | 58.737 | 56.317 | 43.683 | 23.83 | 299 | 0.875 | bicubic | -51.747 | -42.173 | +55 |
104 | resnetblur50 | 41.053 | 58.947 | 57.077 | 42.923 | 25.56 | 224 | 0.875 | bicubic | -52.657 | -41.733 | +13 |
105 | gluon_resnet50_v1d | 40.970 | 59.030 | 57.137 | 42.863 | 25.58 | 224 | 0.875 | bicubic | -52.560 | -41.573 | +30 |
106 | gluon_inception_v3 | 40.907 | 59.093 | 55.617 | 44.383 | 23.83 | 299 | 0.875 | bicubic | -52.633 | -43.213 | +27 |
107 | ese_vovnet39b | 40.867 | 59.133 | 56.950 | 43.050 | 24.57 | 224 | 0.875 | bicubic | -52.983 | -41.950 | -6 |
108 | regnety_320 | 40.813 | 59.187 | 56.117 | 43.883 | 145.05 | 224 | 0.875 | bicubic | -53.707 | -43.053 | -51 |
109 | xception | 40.763 | 59.237 | 56.387 | 43.613 | 22.86 | 299 | 0.897 | bicubic | -52.877 | -42.383 | +14 |
110 | skresnext50_32x4d | 40.700 | 59.300 | 56.023 | 43.977 | 27.48 | 224 | 0.875 | bicubic | -53.250 | -42.797 | -15 |
111 | gluon_resnet101_v1b | 40.683 | 59.317 | 56.117 | 43.883 | 44.55 | 224 | 0.875 | bicubic | -53.077 | -42.583 | +1 |
112 | hrnet_w40 | 40.660 | 59.340 | 56.753 | 43.247 | 57.56 | 224 | 0.875 | bilinear | -53.050 | -42.047 | +4 |
113 | tf_efficientnet_lite3 | 40.563 | 59.437 | 56.477 | 43.523 | 8.20 | 300 | 0.904 | bilinear | -53.567 | -42.483 | -30 |
114 | tresnet_m_448 | 40.530 | 59.470 | 56.700 | 43.300 | 31.39 | 448 | 0.875 | bilinear | -54.130 | -42.450 | -61 |
115 | dla169 | 40.493 | 59.507 | 57.263 | 42.737 | 53.39 | 224 | 0.875 | bilinear | -53.307 | -41.647 | -8 |
116 | regnetx_320 | 40.443 | 59.557 | 55.660 | 44.340 | 107.81 | 224 | 0.875 | bicubic | -53.767 | -43.390 | -43 |
117 | skresnet34 | 40.397 | 59.603 | 56.737 | 43.263 | 22.28 | 224 | 0.875 | bicubic | -52.173 | -41.783 | +64 |
118 | efficientnet_b2_pruned | 40.383 | 59.617 | 56.537 | 43.463 | 8.31 | 260 | 0.890 | bicubic | -53.417 | -42.303 | -12 |
119 | wide_resnet101_2 | 40.360 | 59.640 | 55.780 | 44.220 | 126.89 | 224 | 0.875 | bilinear | -53.370 | -43.030 | -4 |
120 | tf_efficientnet_b0_ap | 40.337 | 59.663 | 56.787 | 43.213 | 5.29 | 224 | 0.875 | bicubic | -52.273 | -41.583 | +59 |
121 | xception65 | 40.273 | 59.727 | 55.283 | 44.717 | 39.92 | 299 | 0.903 | bicubic | -53.487 | -43.577 | -8 |
122 | regnetx_160 | 40.270 | 59.730 | 56.050 | 43.950 | 54.28 | 224 | 0.875 | bicubic | -53.610 | -43.040 | -22 |
123 | densenet201 | 40.267 | 59.733 | 56.710 | 43.290 | 20.01 | 224 | 0.875 | bicubic | -52.423 | -41.940 | +53 |
124 | resnext50d_32x4d | 40.170 | 59.830 | 55.487 | 44.513 | 25.05 | 224 | 0.875 | bicubic | -53.640 | -43.253 | -19 |
125 | hrnet_w48 | 40.093 | 59.907 | 56.640 | 43.360 | 77.47 | 224 | 0.875 | bilinear | -53.937 | -42.400 | -35 |
126 | hrnet_w30 | 40.030 | 59.970 | 57.093 | 42.907 | 37.71 | 224 | 0.875 | bilinear | -53.340 | -41.737 | +19 |
127 | regnetx_080 | 40.000 | 60.000 | 55.977 | 44.023 | 39.57 | 224 | 0.875 | bicubic | -53.790 | -42.933 | -19 |
128 | tf_efficientnet_b1 | 39.977 | 60.023 | 56.137 | 43.863 | 7.79 | 240 | 0.882 | bicubic | -53.733 | -42.663 | -10 |
129 | gluon_resnet101_v1c | 39.953 | 60.047 | 55.300 | 44.700 | 44.57 | 224 | 0.875 | bicubic | -53.737 | -43.460 | -10 |
130 | res2net101_26w_4s | 39.717 | 60.283 | 54.550 | 45.450 | 45.21 | 224 | 0.875 | bilinear | -53.803 | -44.050 | +6 |
131 | regnetx_120 | 39.687 | 60.313 | 55.633 | 44.367 | 46.11 | 224 | 0.875 | bicubic | -54.583 | -43.557 | -62 |
132 | hrnet_w44 | 39.677 | 60.323 | 55.333 | 44.667 | 67.06 | 224 | 0.875 | bilinear | -53.943 | -43.627 | -5 |
133 | densenet161 | 39.620 | 60.380 | 56.133 | 43.867 | 28.68 | 224 | 0.875 | bicubic | -53.280 | -42.587 | +35 |
134 | mixnet_xl | 39.617 | 60.383 | 55.887 | 44.113 | 11.90 | 224 | 0.875 | bicubic | -54.613 | -42.933 | -62 |
135 | xception41 | 39.610 | 60.390 | 55.037 | 44.963 | 26.97 | 299 | 0.903 | bicubic | -53.870 | -43.713 | +3 |
136 | res2net50_26w_8s | 39.603 | 60.397 | 54.550 | 45.450 | 48.40 | 224 | 0.875 | bilinear | -53.847 | -44.150 | +7 |
137 | tf_efficientnet_el | 39.563 | 60.437 | 55.310 | 44.690 | 10.59 | 300 | 0.904 | bicubic | -54.887 | -43.770 | -77 |
138 | dla102x | 39.553 | 60.447 | 56.323 | 43.677 | 26.31 | 224 | 0.875 | bilinear | -53.977 | -42.527 | -4 |
139 | rexnet_130 | 39.487 | 60.513 | 56.640 | 43.360 | 7.56 | 224 | 0.875 | bicubic | -54.183 | -42.070 | -18 |
140 | hrnet_w32 | 39.463 | 60.537 | 56.123 | 43.877 | 41.23 | 224 | 0.875 | bilinear | -53.487 | -42.717 | +23 |
141 | regnety_064 | 39.403 | 60.597 | 55.773 | 44.227 | 30.58 | 224 | 0.875 | bicubic | -54.737 | -43.257 | -60 |
142 | densenetblur121d | 39.380 | 60.620 | 56.640 | 43.360 | 8.00 | 224 | 0.875 | bicubic | -53.020 | -41.770 | +46 |
143 | regnety_120 | 39.347 | 60.653 | 55.277 | 44.723 | 51.82 | 224 | 0.875 | bicubic | -54.663 | -43.743 | -52 |
144 | resnet101 | 39.307 | 60.693 | 55.803 | 44.197 | 44.55 | 224 | 0.875 | bilinear | -53.573 | -42.857 | +25 |
145 | regnety_160 | 39.260 | 60.740 | 55.433 | 44.567 | 83.59 | 224 | 0.875 | bicubic | -54.860 | -43.587 | -60 |
146 | tf_inception_v3 | 39.237 | 60.763 | 54.300 | 45.700 | 23.83 | 299 | 0.875 | bicubic | -53.963 | -44.180 | +5 |
147 | gluon_resnet50_v1s | 39.233 | 60.767 | 55.010 | 44.990 | 25.68 | 224 | 0.875 | bicubic | -54.357 | -43.830 | -18 |
148 | densenet169 | 39.167 | 60.833 | 55.843 | 44.157 | 14.15 | 224 | 0.875 | bicubic | -53.133 | -42.747 | +43 |
149 | efficientnet_b1_pruned | 39.010 | 60.990 | 55.647 | 44.353 | 6.33 | 240 | 0.882 | bicubic | -53.970 | -42.883 | +12 |
150 | inception_v3 | 38.960 | 61.040 | 53.853 | 46.147 | 23.83 | 299 | 0.875 | bicubic | -53.940 | -44.957 | +16 |
151 | dpn68 | 38.933 | 61.067 | 54.933 | 45.067 | 12.61 | 224 | 0.875 | bicubic | -53.307 | -43.677 | +42 |
152 | regnety_080 | 38.917 | 61.083 | 55.213 | 44.787 | 39.18 | 224 | 0.875 | bicubic | -54.973 | -43.787 | -55 |
153 | dla102 | 38.833 | 61.167 | 55.323 | 44.677 | 33.27 | 224 | 0.875 | bilinear | -54.427 | -43.457 | -7 |
154 | regnety_040 | 38.820 | 61.180 | 55.557 | 44.443 | 20.65 | 224 | 0.875 | bicubic | -54.800 | -43.393 | -26 |
155 | densenet121 | 38.783 | 61.217 | 56.273 | 43.727 | 7.98 | 224 | 0.875 | bicubic | -53.157 | -42.007 | +44 |
156 | res2net50_14w_8s | 38.710 | 61.290 | 54.077 | 45.923 | 25.06 | 224 | 0.875 | bilinear | -54.320 | -44.623 | +1 |
157 | regnetx_040 | 38.703 | 61.297 | 55.340 | 44.660 | 22.12 | 224 | 0.875 | bicubic | -54.977 | -43.600 | -37 |
158 | res2net50_26w_6s | 38.687 | 61.313 | 53.743 | 46.257 | 37.05 | 224 | 0.875 | bilinear | -54.903 | -45.007 | -28 |
159 | regnetx_032 | 38.680 | 61.320 | 55.157 | 44.843 | 15.30 | 224 | 0.875 | bicubic | -54.570 | -43.573 | -11 |
160 | wide_resnet50_2 | 38.637 | 61.363 | 54.467 | 45.533 | 68.88 | 224 | 0.875 | bilinear | -54.823 | -44.483 | -18 |
161 | selecsls60 | 38.623 | 61.377 | 55.630 | 44.370 | 30.67 | 224 | 0.875 | bicubic | -54.387 | -43.200 | -2 |
162 | dla60x | 38.617 | 61.383 | 55.383 | 44.617 | 17.35 | 224 | 0.875 | bilinear | -54.573 | -43.327 | -10 |
163 | tf_efficientnet_b0 | 38.600 | 61.400 | 55.957 | 44.043 | 5.29 | 224 | 0.875 | bicubic | -53.800 | -42.513 | +26 |
164 | dla60_res2net | 38.590 | 61.410 | 54.560 | 45.440 | 20.85 | 224 | 0.875 | bilinear | -54.790 | -44.300 | -20 |
165 | selecsls60b | 38.573 | 61.427 | 55.307 | 44.693 | 32.77 | 224 | 0.875 | bicubic | -54.927 | -43.533 | -28 |
166 | dla60_res2next | 38.450 | 61.550 | 54.950 | 45.050 | 17.03 | 224 | 0.875 | bilinear | -55.120 | -43.850 | -35 |
167 | regnetx_064 | 38.430 | 61.570 | 54.990 | 45.010 | 26.21 | 224 | 0.875 | bicubic | -55.200 | -44.060 | -43 |
168 | tf_efficientnet_cc_b0_4e | 38.413 | 61.587 | 55.150 | 44.850 | 13.31 | 224 | 0.875 | bicubic | -54.427 | -43.290 | +4 |
169 | gluon_resnet50_v1b | 38.407 | 61.593 | 54.833 | 45.167 | 25.56 | 224 | 0.875 | bicubic | -54.153 | -43.717 | +13 |
170 | hrnet_w18 | 38.277 | 61.723 | 55.643 | 44.357 | 21.30 | 224 | 0.875 | bilinear | -54.483 | -43.017 | +5 |
171 | regnety_032 | 38.170 | 61.830 | 54.367 | 45.633 | 19.44 | 224 | 0.875 | bicubic | -55.290 | -44.583 | -31 |
172 | mixnet_l | 38.160 | 61.840 | 54.757 | 45.243 | 7.33 | 224 | 0.875 | bicubic | -55.100 | -43.943 | -25 |
173 | efficientnet_b1 | 37.843 | 62.157 | 53.640 | 46.360 | 7.79 | 240 | 0.875 | bicubic | -55.217 | -44.900 | -18 |
174 | gluon_resnet50_v1c | 37.843 | 62.157 | 54.123 | 45.877 | 25.58 | 224 | 0.875 | bicubic | -55.067 | -44.587 | -9 |
175 | res2net50_26w_4s | 37.827 | 62.173 | 53.073 | 46.927 | 25.70 | 224 | 0.875 | bilinear | -55.353 | -45.597 | -22 |
176 | efficientnet_es | 37.770 | 62.230 | 54.967 | 45.033 | 5.44 | 224 | 0.875 | bicubic | -55.140 | -43.723 | -12 |
177 | resnest14d | 37.767 | 62.233 | 56.470 | 43.530 | 10.61 | 224 | 0.875 | bilinear | -53.363 | -41.860 | +42 |
178 | tv_resnext50_32x4d | 37.750 | 62.250 | 54.113 | 45.887 | 25.03 | 224 | 0.875 | bilinear | -55.150 | -44.217 | -11 |
179 | res2next50 | 37.477 | 62.523 | 52.853 | 47.147 | 24.67 | 224 | 0.875 | bilinear | -55.673 | -45.807 | -25 |
180 | resnet34 | 37.443 | 62.557 | 54.297 | 45.703 | 21.80 | 224 | 0.875 | bilinear | -53.757 | -43.943 | +36 |
181 | tf_efficientnet_em | 37.283 | 62.717 | 54.220 | 45.780 | 6.90 | 240 | 0.882 | bicubic | -56.187 | -44.530 | -42 |
182 | res2net50_48w_2s | 37.117 | 62.883 | 53.333 | 46.667 | 25.29 | 224 | 0.875 | bilinear | -55.673 | -45.137 | -8 |
183 | dla60 | 37.073 | 62.927 | 54.200 | 45.800 | 22.04 | 224 | 0.875 | bilinear | -55.597 | -44.430 | -6 |
184 | rexnet_100 | 37.063 | 62.937 | 54.020 | 45.980 | 4.80 | 224 | 0.875 | bicubic | -55.787 | -44.600 | -13 |
185 | regnety_016 | 37.017 | 62.983 | 54.093 | 45.907 | 11.20 | 224 | 0.875 | bicubic | -55.983 | -44.587 | -25 |
186 | tf_mixnet_l | 36.987 | 63.013 | 52.583 | 47.417 | 7.33 | 224 | 0.875 | bicubic | -56.053 | -45.957 | -30 |
187 | tv_densenet121 | 36.810 | 63.190 | 54.033 | 45.967 | 7.98 | 224 | 0.875 | bicubic | -54.590 | -44.217 | +22 |
188 | tf_efficientnet_lite2 | 36.807 | 63.193 | 53.320 | 46.680 | 6.09 | 260 | 0.890 | bicubic | -55.783 | -45.230 | -8 |
189 | mobilenetv2_120d | 36.780 | 63.220 | 54.047 | 45.953 | 5.83 | 224 | 0.875 | bicubic | -55.830 | -44.463 | -11 |
190 | tf_efficientnet_lite1 | 36.737 | 63.263 | 53.590 | 46.410 | 5.42 | 240 | 0.882 | bicubic | -55.573 | -44.900 | 0 |
191 | regnetx_016 | 36.683 | 63.317 | 53.297 | 46.703 | 9.19 | 224 | 0.875 | bicubic | -55.857 | -45.253 | -7 |
192 | efficientnet_b0 | 36.600 | 63.400 | 53.497 | 46.503 | 5.29 | 224 | 0.875 | bicubic | -55.880 | -45.183 | -7 |
193 | skresnet18 | 36.320 | 63.680 | 54.197 | 45.803 | 11.96 | 224 | 0.875 | bicubic | -53.840 | -43.583 | +35 |
194 | tv_resnet50 | 36.177 | 63.823 | 52.803 | 47.197 | 25.56 | 224 | 0.875 | bilinear | -55.963 | -45.617 | +2 |
195 | tv_resnet34 | 36.087 | 63.913 | 53.533 | 46.467 | 21.80 | 224 | 0.875 | bilinear | -54.203 | -44.447 | +32 |
196 | mobilenetv2_140 | 36.000 | 64.000 | 53.943 | 46.057 | 6.11 | 224 | 0.875 | bicubic | -56.030 | -44.307 | +1 |
197 | tf_efficientnet_lite0 | 35.930 | 64.070 | 53.480 | 46.520 | 4.65 | 224 | 0.875 | bicubic | -55.370 | -44.610 | +14 |
198 | selecsls42b | 35.813 | 64.187 | 52.487 | 47.513 | 32.46 | 224 | 0.875 | bicubic | -56.667 | -45.953 | -12 |
199 | gluon_resnet34_v1b | 35.763 | 64.237 | 52.187 | 47.813 | 21.80 | 224 | 0.875 | bicubic | -55.337 | -45.993 | +21 |
200 | dla34 | 35.643 | 64.357 | 52.783 | 47.217 | 15.74 | 224 | 0.875 | bilinear | -55.597 | -45.397 | +14 |
201 | mixnet_m | 35.640 | 64.360 | 52.430 | 47.570 | 5.01 | 224 | 0.875 | bicubic | -56.630 | -45.920 | -9 |
202 | efficientnet_lite0 | 35.620 | 64.380 | 53.657 | 46.343 | 4.65 | 224 | 0.875 | bicubic | -55.640 | -44.593 | +11 |
203 | ssl_resnet18 | 35.597 | 64.403 | 53.740 | 46.260 | 11.69 | 224 | 0.875 | bilinear | -55.103 | -44.280 | +21 |
204 | tf_efficientnet_es | 35.563 | 64.437 | 52.790 | 47.210 | 5.44 | 224 | 0.875 | bicubic | -56.987 | -45.720 | -21 |
205 | mobilenetv3_rw | 35.547 | 64.453 | 53.713 | 46.287 | 5.48 | 224 | 0.875 | bicubic | -56.003 | -44.557 | 0 |
206 | mobilenetv2_110d | 35.293 | 64.707 | 52.830 | 47.170 | 4.52 | 224 | 0.875 | bicubic | -56.057 | -45.360 | +4 |
207 | tf_mixnet_m | 35.180 | 64.820 | 50.987 | 49.013 | 5.01 | 224 | 0.875 | bicubic | -57.020 | -47.433 | -12 |
208 | hrnet_w18_small_v2 | 35.173 | 64.827 | 52.440 | 47.560 | 15.60 | 224 | 0.875 | bilinear | -55.997 | -45.900 | +10 |
209 | ese_vovnet19b_dw | 34.840 | 65.160 | 52.030 | 47.970 | 6.54 | 224 | 0.875 | bicubic | -57.170 | -46.480 | -11 |
210 | regnety_008 | 34.807 | 65.193 | 51.743 | 48.257 | 6.26 | 224 | 0.875 | bicubic | -57.093 | -46.677 | -10 |
211 | mobilenetv3_large_100 | 34.603 | 65.397 | 52.860 | 47.140 | 5.48 | 224 | 0.875 | bicubic | -56.877 | -45.460 | -5 |
212 | seresnext26d_32x4d | 34.543 | 65.457 | 51.543 | 48.457 | 16.81 | 224 | 0.875 | bicubic | -57.897 | -46.997 | -25 |
213 | seresnext26tn_32x4d | 34.540 | 65.460 | 51.377 | 48.623 | 16.81 | 224 | 0.875 | bicubic | -58.280 | -47.183 | -40 |
214 | resnet26d | 34.273 | 65.727 | 51.687 | 48.313 | 16.01 | 224 | 0.875 | bicubic | -57.957 | -46.763 | -20 |
215 | fbnetc_100 | 34.253 | 65.747 | 51.180 | 48.820 | 5.57 | 224 | 0.875 | bilinear | -57.017 | -46.650 | -3 |
216 | seresnext26t_32x4d | 34.210 | 65.790 | 51.460 | 48.540 | 16.82 | 224 | 0.875 | bicubic | -58.750 | -47.020 | -54 |
217 | regnety_006 | 34.150 | 65.850 | 51.277 | 48.723 | 6.06 | 224 | 0.875 | bicubic | -57.420 | -47.153 | -13 |
218 | tf_mobilenetv3_large_100 | 33.950 | 66.050 | 51.490 | 48.510 | 5.48 | 224 | 0.875 | bilinear | -57.470 | -46.770 | -10 |
219 | regnetx_008 | 33.770 | 66.230 | 50.547 | 49.453 | 7.26 | 224 | 0.875 | bicubic | -57.410 | -47.833 | -2 |
220 | mnasnet_100 | 33.763 | 66.237 | 51.170 | 48.830 | 4.38 | 224 | 0.875 | bicubic | -57.437 | -46.880 | -5 |
221 | semnasnet_100 | 33.520 | 66.480 | 50.787 | 49.213 | 3.89 | 224 | 0.875 | bicubic | -58.140 | -47.483 | -18 |
222 | resnet26 | 33.500 | 66.500 | 50.927 | 49.073 | 16.00 | 224 | 0.875 | bicubic | -57.940 | -47.353 | -15 |
223 | mixnet_s | 33.480 | 66.520 | 50.997 | 49.003 | 4.13 | 224 | 0.875 | bicubic | -58.300 | -47.303 | -22 |
224 | spnasnet_100 | 33.477 | 66.523 | 51.267 | 48.733 | 4.42 | 224 | 0.875 | bilinear | -57.133 | -46.683 | +1 |
225 | regnetx_006 | 33.157 | 66.843 | 50.250 | 49.750 | 6.20 | 224 | 0.875 | bicubic | -57.603 | -47.850 | -2 |
226 | resnet18 | 33.067 | 66.933 | 51.170 | 48.830 | 11.69 | 224 | 0.875 | bilinear | -55.083 | -45.950 | +9 |
227 | hrnet_w18_small | 32.667 | 67.333 | 50.587 | 49.413 | 13.19 | 224 | 0.875 | bilinear | -57.213 | -47.313 | +2 |
228 | mobilenetv2_100 | 32.523 | 67.477 | 50.800 | 49.200 | 3.50 | 224 | 0.875 | bicubic | -57.307 | -47.030 | +2 |
229 | regnetx_004 | 32.517 | 67.483 | 49.343 | 50.657 | 5.16 | 224 | 0.875 | bicubic | -56.943 | -48.427 | +2 |
230 | gluon_resnet18_v1b | 32.407 | 67.593 | 49.727 | 50.273 | 11.69 | 224 | 0.875 | bicubic | -56.253 | -47.373 | +3 |
231 | regnety_004 | 32.333 | 67.667 | 49.453 | 50.547 | 4.34 | 224 | 0.875 | bicubic | -58.447 | -48.627 | -9 |
232 | tf_mixnet_s | 32.183 | 67.817 | 48.493 | 51.507 | 4.13 | 224 | 0.875 | bicubic | -59.497 | -49.747 | -30 |
233 | tf_mobilenetv3_large_075 | 31.867 | 68.133 | 49.110 | 50.890 | 3.99 | 224 | 0.875 | bilinear | -58.453 | -48.760 | -7 |
234 | tf_mobilenetv3_large_minimal_100 | 31.597 | 68.403 | 49.337 | 50.663 | 3.92 | 224 | 0.875 | bilinear | -57.583 | -47.983 | -2 |
235 | regnety_002 | 29.687 | 70.313 | 46.787 | 53.213 | 3.16 | 224 | 0.875 | bicubic | -58.513 | -50.643 | -1 |
236 | regnetx_002 | 28.860 | 71.140 | 45.420 | 54.580 | 2.68 | 224 | 0.875 | bicubic | -58.520 | -51.570 | 0 |
237 | dla60x_c | 28.447 | 71.553 | 46.193 | 53.807 | 1.32 | 224 | 0.875 | bilinear | -58.663 | -50.947 | 0 |
238 | tf_mobilenetv3_small_100 | 27.297 | 72.703 | 44.420 | 55.580 | 2.54 | 224 | 0.875 | bilinear | -58.663 | -51.980 | 0 |
239 | dla46x_c | 26.217 | 73.783 | 43.780 | 56.220 | 1.07 | 224 | 0.875 | bilinear | -59.263 | -52.660 | 0 |
240 | tf_mobilenetv3_small_075 | 26.200 | 73.800 | 43.637 | 56.363 | 2.04 | 224 | 0.875 | bilinear | -58.330 | -52.253 | +1 |
241 | dla46_c | 25.490 | 74.510 | 43.800 | 56.200 | 1.30 | 224 | 0.875 | bilinear | -59.170 | -52.400 | -1 |
242 | tf_mobilenetv3_small_minimal_100 | 25.087 | 74.913 | 42.930 | 57.070 | 2.04 | 224 | 0.875 | bilinear | -57.583 | -52.070 | 0 |