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29 KiB
29 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation | top1_diff | top5_diff | rank_diff |
---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | tf_efficientnet_l2_ns | 84.760 | 15.240 | 96.147 | 3.853 | 480.31 | 800 | 0.960 | bicubic | -13.790 | -3.673 | 0 |
3 | tf_efficientnet_l2_ns_475 | 83.373 | 16.627 | 95.453 | 4.547 | 480.31 | 475 | 0.936 | bicubic | -15.127 | -4.377 | 0 |
4 | swin_large_patch4_window12_384 | 69.627 | 30.373 | 89.560 | 10.440 | 196.74 | 384 | 1.000 | bicubic | -28.413 | -10.130 | 0 |
5 | tf_efficientnet_b7_ns | 67.040 | 32.960 | 88.667 | 11.333 | 66.35 | 600 | 0.949 | bicubic | -30.870 | -11.053 | 0 |
6 | swin_base_patch4_window12_384 | 64.480 | 35.520 | 87.493 | 12.507 | 87.90 | 384 | 1.000 | bicubic | -33.410 | -12.217 | 0 |
7 | tf_efficientnet_b6_ns | 62.267 | 37.733 | 85.173 | 14.827 | 43.04 | 528 | 0.942 | bicubic | -35.363 | -14.407 | +2 |
8 | dm_nfnet_f6 | 62.253 | 37.747 | 84.667 | 15.333 | 438.36 | 576 | 0.956 | bicubic | -35.477 | -14.913 | -1 |
9 | dm_nfnet_f5 | 61.587 | 38.413 | 84.027 | 15.973 | 377.21 | 544 | 0.954 | bicubic | -36.013 | -15.523 | +2 |
10 | ig_resnext101_32x48d | 61.013 | 38.987 | 83.347 | 16.653 | 828.41 | 224 | 0.875 | bilinear | -36.607 | -16.353 | 0 |
11 | swin_large_patch4_window7_224 | 60.893 | 39.107 | 85.840 | 14.160 | 196.53 | 224 | 0.900 | bicubic | -36.757 | -13.740 | -3 |
12 | resnetv2_152x4_bitm | 60.733 | 39.267 | 83.600 | 16.400 | 936.53 | 480 | 1.000 | bilinear | -36.757 | -16.000 | +2 |
13 | dm_nfnet_f4 | 60.720 | 39.280 | 83.427 | 16.573 | 316.07 | 512 | 0.951 | bicubic | -36.850 | -16.093 | -1 |
14 | tf_efficientnet_b5_ns | 60.320 | 39.680 | 84.493 | 15.507 | 30.39 | 456 | 0.934 | bicubic | -37.180 | -15.137 | -1 |
15 | dm_nfnet_f3 | 58.373 | 41.627 | 82.360 | 17.640 | 254.92 | 416 | 0.940 | bicubic | -38.987 | -17.220 | 0 |
16 | ig_resnext101_32x32d | 58.093 | 41.907 | 80.653 | 19.347 | 468.53 | 224 | 0.875 | bilinear | -39.267 | -19.027 | 0 |
17 | resnetv2_152x2_bitm | 54.973 | 45.027 | 82.813 | 17.187 | 236.34 | 480 | 1.000 | bilinear | -42.177 | -16.777 | +5 |
18 | vit_base_r50_s16_384 | 54.627 | 45.373 | 81.213 | 18.787 | 98.95 | 384 | 1.000 | bicubic | -42.553 | -18.347 | +3 |
19 | vit_large_patch16_384 | 53.867 | 46.133 | 80.320 | 19.680 | 304.72 | 384 | 1.000 | bicubic | -43.243 | -19.340 | +4 |
20 | resnetv2_101x3_bitm | 53.813 | 46.187 | 81.093 | 18.907 | 387.93 | 480 | 1.000 | bilinear | -43.237 | -18.427 | +7 |
21 | ig_resnext101_32x16d | 53.067 | 46.933 | 76.907 | 23.093 | 194.03 | 224 | 0.875 | bilinear | -43.753 | -22.683 | +12 |
22 | swin_base_patch4_window7_224 | 51.453 | 48.547 | 79.973 | 20.027 | 87.77 | 224 | 0.900 | bicubic | -45.797 | -19.557 | -5 |
23 | tf_efficientnet_b4_ns | 51.213 | 48.787 | 79.187 | 20.813 | 19.34 | 380 | 0.922 | bicubic | -45.737 | -20.393 | +8 |
24 | swsl_resnext101_32x8d | 51.187 | 48.813 | 78.240 | 21.760 | 88.79 | 224 | 0.875 | bilinear | -46.013 | -21.330 | -6 |
25 | dm_nfnet_f2 | 50.773 | 49.227 | 78.013 | 21.987 | 193.78 | 352 | 0.920 | bicubic | -46.187 | -21.437 | +4 |
26 | vit_base_patch16_384 | 50.613 | 49.387 | 78.200 | 21.800 | 86.86 | 384 | 1.000 | bicubic | -46.087 | -21.310 | +12 |
27 | vit_deit_base_distilled_patch16_384 | 49.333 | 50.667 | 79.253 | 20.747 | 87.63 | 384 | 1.000 | bicubic | -47.627 | -20.227 | +3 |
28 | tf_efficientnet_b8 | 48.947 | 51.053 | 77.240 | 22.760 | 87.41 | 672 | 0.954 | bicubic | -48.253 | -22.260 | -8 |
29 | resnest269e | 48.187 | 51.813 | 74.333 | 25.667 | 110.93 | 416 | 0.928 | bicubic | -48.333 | -25.017 | +15 |
30 | resnetv2_50x3_bitm | 47.787 | 52.213 | 77.627 | 22.373 | 217.32 | 480 | 1.000 | bilinear | -48.983 | -21.823 | +5 |
31 | tf_efficientnet_b8_ap | 46.893 | 53.107 | 76.507 | 23.493 | 87.41 | 672 | 0.954 | bicubic | -50.217 | -23.133 | -7 |
32 | dm_nfnet_f1 | 46.600 | 53.400 | 74.773 | 25.227 | 132.63 | 320 | 0.910 | bicubic | -50.320 | -24.617 | 0 |
33 | swsl_resnext101_32x16d | 46.200 | 53.800 | 72.200 | 27.800 | 194.03 | 224 | 0.875 | bilinear | -50.400 | -27.320 | +10 |
34 | ecaresnet269d | 45.893 | 54.107 | 75.133 | 24.867 | 102.09 | 352 | 1.000 | bicubic | -51.187 | -24.487 | -8 |
35 | tf_efficientnet_b7_ap | 45.373 | 54.627 | 74.213 | 25.787 | 66.35 | 600 | 0.949 | bicubic | -51.827 | -25.327 | -16 |
36 | ig_resnext101_32x8d | 45.320 | 54.680 | 70.867 | 29.133 | 88.79 | 224 | 0.875 | bilinear | -51.000 | -28.563 | +14 |
37 | resnest200e | 44.147 | 55.853 | 73.467 | 26.533 | 70.20 | 320 | 0.909 | bicubic | -52.463 | -25.883 | +5 |
38 | tresnet_xl_448 | 43.480 | 56.520 | 72.453 | 27.547 | 78.44 | 448 | 0.875 | bilinear | -52.490 | -26.677 | +21 |
39 | tf_efficientnet_b7 | 42.960 | 57.040 | 73.133 | 26.867 | 66.35 | 600 | 0.949 | bicubic | -54.050 | -26.387 | -11 |
40 | swsl_resnext101_32x4d | 41.560 | 58.440 | 71.760 | 28.240 | 44.18 | 224 | 0.875 | bilinear | -54.860 | -27.710 | +5 |
41 | tf_efficientnet_b6_ap | 40.800 | 59.200 | 71.627 | 28.373 | 43.04 | 528 | 0.942 | bicubic | -56.280 | -27.843 | -16 |
42 | tresnet_l_448 | 40.200 | 59.800 | 69.893 | 30.107 | 55.99 | 448 | 0.875 | bilinear | -55.660 | -29.317 | +23 |
43 | vit_deit_base_patch16_384 | 40.173 | 59.827 | 70.760 | 29.240 | 86.86 | 384 | 1.000 | bicubic | -55.977 | -28.380 | +10 |
44 | resnetv2_101x1_bitm | 39.307 | 60.693 | 71.493 | 28.507 | 44.54 | 480 | 1.000 | bilinear | -56.783 | -27.697 | +13 |
45 | vit_large_patch32_384 | 38.933 | 61.067 | 68.920 | 31.080 | 306.63 | 384 | 1.000 | bicubic | -56.897 | -30.230 | +22 |
46 | resnet200d | 38.147 | 61.853 | 68.613 | 31.387 | 64.69 | 320 | 1.000 | bicubic | -58.573 | -30.717 | -10 |
47 | eca_nfnet_l1 | 38.107 | 61.893 | 71.293 | 28.707 | 41.41 | 320 | 1.000 | bicubic | -58.593 | -27.977 | -10 |
48 | seresnet152d | 37.640 | 62.360 | 69.480 | 30.520 | 66.84 | 320 | 1.000 | bicubic | -59.130 | -29.950 | -14 |
49 | regnety_160 | 36.747 | 63.253 | 69.107 | 30.893 | 83.59 | 288 | 1.000 | bicubic | -59.603 | -30.223 | -1 |
50 | pit_b_distilled_224 | 35.627 | 64.373 | 69.120 | 30.880 | 74.79 | 224 | 0.900 | bicubic | -61.053 | -30.230 | -11 |
51 | tf_efficientnet_b3_ns | 35.520 | 64.480 | 67.773 | 32.227 | 12.23 | 300 | 0.904 | bicubic | -60.870 | -31.577 | -5 |
52 | vit_large_patch16_224 | 35.493 | 64.507 | 64.427 | 35.573 | 304.33 | 224 | 0.900 | bicubic | -60.457 | -34.813 | +8 |
53 | tf_efficientnet_b6 | 35.213 | 64.787 | 67.720 | 32.280 | 43.04 | 528 | 0.942 | bicubic | -61.457 | -31.650 | -12 |
54 | tf_efficientnet_b5_ap | 34.787 | 65.213 | 67.493 | 32.507 | 30.39 | 456 | 0.934 | bicubic | -61.893 | -31.967 | -14 |
55 | resnet152d | 34.320 | 65.680 | 65.907 | 34.093 | 60.21 | 320 | 1.000 | bicubic | -62.040 | -33.483 | -8 |
56 | tresnet_m_448 | 34.107 | 65.893 | 64.493 | 35.507 | 31.39 | 448 | 0.875 | bilinear | -60.883 | -34.487 | +44 |
57 | vit_base_patch32_384 | 33.613 | 66.387 | 65.240 | 34.760 | 88.30 | 384 | 1.000 | bicubic | -62.197 | -33.910 | +11 |
58 | pit_b_224 | 33.173 | 66.827 | 62.320 | 37.680 | 73.76 | 224 | 0.900 | bicubic | -62.467 | -36.340 | +16 |
59 | swsl_resnext50_32x4d | 33.013 | 66.987 | 65.067 | 34.933 | 25.03 | 224 | 0.875 | bilinear | -62.857 | -34.183 | +5 |
60 | ssl_resnext101_32x16d | 32.600 | 67.400 | 64.000 | 36.000 | 194.03 | 224 | 0.875 | bilinear | -63.200 | -35.180 | +9 |
61 | swin_small_patch4_window7_224 | 32.600 | 67.400 | 65.440 | 34.560 | 49.61 | 224 | 0.900 | bicubic | -63.310 | -33.580 | +1 |
62 | vit_base_patch16_224 | 32.053 | 67.947 | 61.573 | 38.427 | 86.57 | 224 | 0.900 | bicubic | -63.277 | -37.427 | +22 |
63 | tf_efficientnet_b5 | 31.840 | 68.160 | 65.293 | 34.707 | 30.39 | 456 | 0.934 | bicubic | -64.510 | -34.017 | -14 |
64 | resnest101e | 31.413 | 68.587 | 64.360 | 35.640 | 48.28 | 256 | 0.875 | bilinear | -64.447 | -34.760 | +2 |
65 | dm_nfnet_f0 | 31.280 | 68.720 | 63.347 | 36.653 | 71.49 | 256 | 0.900 | bicubic | -64.860 | -35.893 | -11 |
66 | swsl_resnet50 | 29.867 | 70.133 | 63.853 | 36.147 | 25.56 | 224 | 0.875 | bilinear | -65.543 | -35.437 | +17 |
67 | vit_deit_base_distilled_patch16_224 | 29.600 | 70.400 | 64.453 | 35.547 | 87.34 | 224 | 0.900 | bicubic | -66.490 | -34.807 | -12 |
68 | ssl_resnext101_32x8d | 29.040 | 70.960 | 60.973 | 39.027 | 88.79 | 224 | 0.875 | bilinear | -66.430 | -38.137 | +11 |
69 | resnet101d | 28.987 | 71.013 | 62.053 | 37.947 | 44.57 | 320 | 1.000 | bicubic | -67.303 | -37.177 | -18 |
70 | vit_deit_base_patch16_224 | 27.440 | 72.560 | 58.893 | 41.107 | 86.57 | 224 | 0.900 | bicubic | -68.000 | -39.947 | +12 |
71 | resnetv2_50x1_bitm | 27.347 | 72.653 | 63.547 | 36.453 | 25.55 | 480 | 1.000 | bilinear | -67.703 | -35.613 | +24 |
72 | nfnet_l0 | 26.493 | 73.507 | 61.987 | 38.013 | 35.07 | 288 | 1.000 | bicubic | -69.597 | -37.313 | -16 |
73 | tf_efficientnet_b4 | 26.293 | 73.707 | 60.107 | 39.893 | 19.34 | 380 | 0.922 | bicubic | -69.607 | -39.063 | -10 |
74 | tf_efficientnet_b4_ap | 26.240 | 73.760 | 60.227 | 39.773 | 19.34 | 380 | 0.922 | bicubic | -69.920 | -39.053 | -22 |
75 | regnety_032 | 26.213 | 73.787 | 60.987 | 39.013 | 19.44 | 288 | 1.000 | bicubic | -69.757 | -38.203 | -17 |
76 | ecaresnet50t | 26.133 | 73.867 | 60.027 | 39.973 | 25.57 | 320 | 0.950 | bicubic | -69.377 | -39.093 | +2 |
77 | ecaresnet101d | 26.027 | 73.973 | 58.987 | 41.013 | 44.57 | 224 | 0.875 | bicubic | -69.503 | -40.143 | 0 |
78 | eca_nfnet_l0 | 25.013 | 74.987 | 60.360 | 39.640 | 24.14 | 288 | 1.000 | bicubic | -70.917 | -38.850 | -17 |
79 | tnt_s_patch16_224 | 24.733 | 75.267 | 58.187 | 41.813 | 23.76 | 224 | 0.900 | bicubic | -70.307 | -40.693 | +18 |
80 | ssl_resnext101_32x4d | 24.173 | 75.827 | 57.413 | 42.587 | 44.18 | 224 | 0.875 | bilinear | -71.267 | -41.717 | 0 |
81 | tf_efficientnet_b2_ns | 24.013 | 75.987 | 57.293 | 42.707 | 9.11 | 260 | 0.890 | bicubic | -71.757 | -41.827 | -11 |
82 | nasnetalarge | 23.493 | 76.507 | 55.027 | 44.973 | 88.75 | 331 | 0.911 | bicubic | -72.187 | -43.903 | -9 |
83 | efficientnet_b3 | 23.453 | 76.547 | 56.587 | 43.413 | 12.23 | 300 | 0.904 | bicubic | -72.127 | -42.513 | -8 |
84 | pnasnet5large | 23.333 | 76.667 | 53.640 | 46.360 | 86.06 | 331 | 0.911 | bicubic | -72.377 | -45.280 | -12 |
85 | efficientnet_b3a | 23.213 | 76.787 | 55.960 | 44.040 | 12.23 | 320 | 1.000 | bicubic | -72.497 | -43.080 | -14 |
86 | pit_s_distilled_224 | 22.360 | 77.640 | 57.120 | 42.880 | 24.04 | 224 | 0.900 | bicubic | -72.880 | -41.930 | +1 |
87 | swin_tiny_patch4_window7_224 | 21.173 | 78.827 | 55.973 | 44.027 | 28.29 | 224 | 0.900 | bicubic | -73.967 | -42.877 | +2 |
88 | pit_s_224 | 21.080 | 78.920 | 53.573 | 46.427 | 23.46 | 224 | 0.900 | bicubic | -73.510 | -45.137 | +35 |
89 | efficientnet_v2s | 21.013 | 78.987 | 52.840 | 47.160 | 23.94 | 224 | 1.000 | bicubic | -74.527 | -46.120 | -13 |
90 | vit_deit_small_distilled_patch16_224 | 20.707 | 79.293 | 55.133 | 44.867 | 22.44 | 224 | 0.900 | bicubic | -74.003 | -43.897 | +23 |
91 | resnest50d_4s2x40d | 20.387 | 79.613 | 52.800 | 47.200 | 30.42 | 224 | 0.875 | bicubic | -74.573 | -46.270 | +10 |
92 | ssl_resnext50_32x4d | 20.000 | 80.000 | 53.613 | 46.387 | 25.03 | 224 | 0.875 | bilinear | -74.870 | -45.267 | +15 |
93 | tresnet_xl | 19.640 | 80.360 | 53.133 | 46.867 | 78.44 | 224 | 0.875 | bilinear | -75.800 | -45.917 | -12 |
94 | gluon_senet154 | 19.307 | 80.693 | 47.533 | 52.467 | 115.09 | 224 | 0.875 | bicubic | -75.613 | -51.227 | +10 |
95 | rexnet_200 | 19.227 | 80.773 | 52.720 | 47.280 | 16.37 | 224 | 0.875 | bicubic | -75.713 | -46.290 | +7 |
96 | repvgg_b3 | 19.107 | 80.893 | 50.253 | 49.747 | 123.09 | 224 | 0.875 | bilinear | -75.463 | -48.527 | +28 |
97 | legacy_senet154 | 19.053 | 80.947 | 47.947 | 52.053 | 115.09 | 224 | 0.875 | bilinear | -76.017 | -50.883 | -3 |
98 | vit_deit_small_patch16_224 | 18.907 | 81.093 | 51.413 | 48.587 | 22.05 | 224 | 0.900 | bicubic | -75.493 | -47.277 | +39 |
99 | gluon_seresnext101_64x4d | 18.907 | 81.093 | 49.187 | 50.813 | 88.23 | 224 | 0.875 | bicubic | -76.023 | -49.643 | +5 |
100 | tf_efficientnet_b1_ns | 18.693 | 81.307 | 51.667 | 48.333 | 7.79 | 240 | 0.882 | bicubic | -76.477 | -47.443 | -12 |
101 | seresnext50_32x4d | 18.360 | 81.640 | 50.973 | 49.027 | 27.56 | 224 | 0.875 | bicubic | -76.680 | -47.957 | -5 |
102 | ecaresnet50d | 18.227 | 81.773 | 51.880 | 48.120 | 25.58 | 224 | 0.875 | bicubic | -76.403 | -47.010 | +15 |
103 | tf_efficientnet_lite4 | 18.133 | 81.867 | 50.707 | 49.293 | 13.01 | 380 | 0.920 | bilinear | -76.757 | -48.313 | +3 |
104 | resnest50d_1s4x24d | 17.693 | 82.307 | 49.800 | 50.200 | 25.68 | 224 | 0.875 | bicubic | -77.057 | -49.180 | +6 |
105 | gluon_seresnext101_32x4d | 17.373 | 82.627 | 46.373 | 53.627 | 48.96 | 224 | 0.875 | bicubic | -77.547 | -52.437 | 0 |
106 | resnest50d | 17.373 | 82.627 | 50.707 | 49.293 | 27.48 | 224 | 0.875 | bilinear | -77.457 | -48.173 | +2 |
107 | efficientnet_el | 17.347 | 82.653 | 49.987 | 50.013 | 10.59 | 300 | 0.904 | bicubic | -77.773 | -49.003 | -17 |
108 | inception_v4 | 17.267 | 82.733 | 45.920 | 54.080 | 42.68 | 299 | 0.875 | bicubic | -77.113 | -52.660 | +31 |
109 | tf_efficientnet_b3_ap | 17.187 | 82.813 | 49.680 | 50.320 | 12.23 | 300 | 0.904 | bicubic | -78.133 | -49.220 | -24 |
110 | tf_efficientnet_b3 | 17.000 | 83.000 | 49.267 | 50.733 | 12.23 | 300 | 0.904 | bicubic | -78.010 | -49.643 | -11 |
111 | xception71 | 17.000 | 83.000 | 45.520 | 54.480 | 42.34 | 299 | 0.903 | bicubic | -77.280 | -53.120 | +34 |
112 | gluon_resnext101_64x4d | 16.853 | 83.147 | 44.213 | 55.787 | 83.46 | 224 | 0.875 | bicubic | -77.817 | -54.437 | +3 |
113 | tresnet_l | 16.600 | 83.400 | 49.920 | 50.080 | 55.99 | 224 | 0.875 | bilinear | -78.690 | -49.090 | -27 |
114 | gluon_resnet152_v1d | 16.573 | 83.427 | 44.280 | 55.720 | 60.21 | 224 | 0.875 | bicubic | -78.167 | -54.460 | -3 |
115 | gluon_resnet152_v1s | 16.573 | 83.427 | 44.533 | 55.467 | 60.32 | 224 | 0.875 | bicubic | -78.467 | -54.297 | -17 |
116 | inception_resnet_v2 | 16.573 | 83.427 | 44.960 | 55.040 | 55.84 | 299 | 0.897 | bicubic | -77.967 | -53.830 | +10 |
117 | gluon_xception65 | 16.440 | 83.560 | 46.027 | 53.973 | 39.92 | 299 | 0.903 | bicubic | -77.820 | -52.543 | +29 |
118 | gernet_l | 16.373 | 83.627 | 47.213 | 52.787 | 31.08 | 256 | 0.875 | bilinear | -78.717 | -51.687 | -27 |
119 | wide_resnet50_2 | 16.280 | 83.720 | 48.347 | 51.653 | 68.88 | 224 | 0.875 | bicubic | -78.800 | -50.623 | -26 |
120 | ens_adv_inception_resnet_v2 | 16.240 | 83.760 | 43.640 | 56.360 | 55.84 | 299 | 0.897 | bicubic | -77.920 | -54.960 | +37 |
121 | repvgg_b3g4 | 16.213 | 83.787 | 47.653 | 52.347 | 83.83 | 224 | 0.875 | bilinear | -78.307 | -51.317 | +8 |
122 | xception65 | 16.027 | 83.973 | 43.773 | 56.227 | 39.92 | 299 | 0.903 | bicubic | -77.733 | -54.597 | +62 |
123 | ssl_resnet50 | 15.960 | 84.040 | 49.467 | 50.533 | 25.56 | 224 | 0.875 | bilinear | -78.490 | -49.453 | +12 |
124 | regnety_320 | 15.627 | 84.373 | 44.827 | 55.173 | 145.05 | 224 | 0.875 | bicubic | -78.913 | -54.023 | +3 |
125 | ecaresnet101d_pruned | 15.600 | 84.400 | 48.027 | 51.973 | 24.88 | 224 | 0.875 | bicubic | -79.480 | -50.953 | -33 |
126 | ecaresnet26t | 15.467 | 84.533 | 47.920 | 52.080 | 16.01 | 320 | 0.950 | bicubic | -78.843 | -50.800 | +18 |
127 | skresnext50_32x4d | 15.373 | 84.627 | 44.493 | 55.507 | 27.48 | 224 | 0.875 | bicubic | -78.887 | -53.967 | +21 |
128 | ecaresnetlight | 15.160 | 84.840 | 45.827 | 54.173 | 30.16 | 224 | 0.875 | bicubic | -79.610 | -52.973 | -19 |
129 | rexnet_150 | 14.720 | 85.280 | 46.907 | 53.093 | 9.73 | 224 | 0.875 | bicubic | -79.760 | -51.883 | +4 |
130 | efficientnet_el_pruned | 14.480 | 85.520 | 46.120 | 53.880 | 10.59 | 300 | 0.904 | bicubic | -79.920 | -52.620 | +7 |
131 | efficientnet_b2a | 14.440 | 85.560 | 46.080 | 53.920 | 9.11 | 288 | 1.000 | bicubic | -80.170 | -52.630 | -10 |
132 | legacy_seresnext101_32x4d | 14.147 | 85.853 | 42.973 | 57.027 | 48.96 | 224 | 0.875 | bilinear | -80.223 | -55.677 | +8 |
133 | seresnet50 | 14.147 | 85.853 | 45.467 | 54.533 | 28.09 | 224 | 0.875 | bicubic | -80.403 | -53.283 | -8 |
134 | gernet_m | 14.013 | 85.987 | 46.067 | 53.933 | 21.14 | 224 | 0.875 | bilinear | -80.607 | -52.483 | -14 |
135 | gluon_resnext101_32x4d | 13.867 | 86.133 | 41.653 | 58.347 | 44.18 | 224 | 0.875 | bicubic | -80.663 | -56.977 | -7 |
136 | gluon_seresnext50_32x4d | 13.600 | 86.400 | 43.760 | 56.240 | 27.56 | 224 | 0.875 | bicubic | -80.740 | -54.850 | +6 |
137 | repvgg_b2g4 | 13.440 | 86.560 | 43.787 | 56.213 | 61.76 | 224 | 0.875 | bilinear | -80.420 | -54.803 | +40 |
138 | ese_vovnet39b | 13.320 | 86.680 | 43.813 | 56.187 | 24.57 | 224 | 0.875 | bicubic | -80.770 | -54.847 | +27 |
139 | efficientnet_b2 | 13.307 | 86.693 | 44.440 | 55.560 | 9.11 | 260 | 0.875 | bicubic | -81.393 | -54.230 | -25 |
140 | regnetx_320 | 13.307 | 86.693 | 40.720 | 59.280 | 107.81 | 224 | 0.875 | bicubic | -81.153 | -58.020 | -6 |
141 | pit_xs_distilled_224 | 13.240 | 86.760 | 44.573 | 55.427 | 11.00 | 224 | 0.900 | bicubic | -80.570 | -54.097 | +40 |
142 | efficientnet_b3_pruned | 13.173 | 86.827 | 45.213 | 54.787 | 9.86 | 300 | 0.904 | bicubic | -81.457 | -53.547 | -24 |
143 | gluon_resnet101_v1d | 13.160 | 86.840 | 41.493 | 58.507 | 44.57 | 224 | 0.875 | bicubic | -81.060 | -57.237 | +8 |
144 | mixnet_xl | 13.120 | 86.880 | 43.253 | 56.747 | 11.90 | 224 | 0.875 | bicubic | -81.070 | -55.087 | +10 |
145 | nf_regnet_b1 | 13.027 | 86.973 | 44.413 | 55.587 | 10.22 | 288 | 0.900 | bicubic | -81.103 | -54.157 | +16 |
146 | pit_xs_224 | 12.813 | 87.187 | 42.840 | 57.160 | 10.62 | 224 | 0.900 | bicubic | -80.297 | -55.470 | +78 |
147 | gluon_inception_v3 | 12.640 | 87.360 | 40.493 | 59.507 | 23.83 | 299 | 0.875 | bicubic | -80.820 | -58.077 | +56 |
148 | tresnet_m | 12.600 | 87.400 | 41.893 | 58.107 | 31.39 | 224 | 0.875 | bilinear | -82.020 | -56.967 | -29 |
149 | regnety_120 | 12.427 | 87.573 | 42.200 | 57.800 | 51.82 | 224 | 0.875 | bicubic | -82.053 | -56.610 | -17 |
150 | efficientnet_em | 12.360 | 87.640 | 43.880 | 56.120 | 6.90 | 240 | 0.882 | bicubic | -81.480 | -54.930 | +28 |
151 | nf_resnet50 | 12.320 | 87.680 | 46.760 | 53.240 | 25.56 | 288 | 0.940 | bicubic | -82.270 | -52.050 | -29 |
152 | vit_small_patch16_224 | 12.147 | 87.853 | 40.320 | 59.680 | 48.75 | 224 | 0.900 | bicubic | -80.613 | -57.610 | +88 |
153 | hrnet_w64 | 12.027 | 87.973 | 40.787 | 59.213 | 128.06 | 224 | 0.875 | bilinear | -81.983 | -57.823 | +15 |
154 | cspdarknet53 | 12.013 | 87.987 | 43.253 | 56.747 | 27.64 | 256 | 0.887 | bilinear | -82.647 | -55.547 | -38 |
155 | gluon_resnet101_v1s | 11.880 | 88.120 | 40.973 | 59.027 | 44.67 | 224 | 0.875 | bicubic | -82.840 | -57.847 | -43 |
156 | resnet50d | 11.693 | 88.307 | 42.453 | 57.547 | 25.58 | 224 | 0.875 | bicubic | -82.567 | -56.267 | -9 |
157 | dpn92 | 11.627 | 88.373 | 40.267 | 59.733 | 37.67 | 224 | 0.875 | bicubic | -82.603 | -58.463 | -7 |
158 | xception41 | 11.600 | 88.400 | 39.133 | 60.867 | 26.97 | 299 | 0.903 | bicubic | -81.830 | -59.297 | +48 |
159 | dla102x2 | 11.573 | 88.427 | 41.293 | 58.707 | 41.28 | 224 | 0.875 | bilinear | -82.377 | -57.197 | +11 |
160 | regnety_080 | 11.413 | 88.587 | 40.613 | 59.387 | 39.18 | 224 | 0.875 | bicubic | -82.757 | -58.067 | -4 |
161 | efficientnet_b2_pruned | 11.360 | 88.640 | 42.027 | 57.973 | 8.31 | 260 | 0.890 | bicubic | -82.780 | -56.503 | -1 |
162 | tf_efficientnet_el | 11.333 | 88.667 | 42.040 | 57.960 | 10.59 | 300 | 0.904 | bicubic | -83.077 | -56.670 | -26 |
163 | gluon_resnet152_v1c | 11.093 | 88.907 | 37.120 | 62.880 | 60.21 | 224 | 0.875 | bicubic | -83.067 | -61.520 | -5 |
164 | dpn107 | 11.080 | 88.920 | 38.693 | 61.307 | 86.92 | 224 | 0.875 | bicubic | -83.230 | -59.787 | -21 |
165 | hrnet_w48 | 11.080 | 88.920 | 40.320 | 59.680 | 77.47 | 224 | 0.875 | bilinear | -82.840 | -58.290 | +6 |
166 | ecaresnet50d_pruned | 11.027 | 88.973 | 41.947 | 58.053 | 19.94 | 224 | 0.875 | bicubic | -83.193 | -56.603 | -14 |
167 | adv_inception_v3 | 11.013 | 88.987 | 36.720 | 63.280 | 23.83 | 299 | 0.875 | bicubic | -81.867 | -61.420 | +67 |
168 | tf_efficientnet_b0_ns | 10.933 | 89.067 | 40.067 | 59.933 | 5.29 | 224 | 0.875 | bicubic | -82.697 | -58.573 | +25 |
169 | tf_inception_v3 | 10.840 | 89.160 | 36.853 | 63.147 | 23.83 | 299 | 0.875 | bicubic | -82.480 | -61.177 | +43 |
170 | resnext50_32x4d | 10.800 | 89.200 | 40.307 | 59.693 | 25.03 | 224 | 0.875 | bicubic | -83.300 | -58.043 | -6 |
171 | dpn131 | 10.787 | 89.213 | 37.200 | 62.800 | 79.25 | 224 | 0.875 | bicubic | -83.223 | -61.520 | -4 |
172 | tf_efficientnet_b2_ap | 10.533 | 89.467 | 40.107 | 59.893 | 9.11 | 260 | 0.890 | bicubic | -83.957 | -58.513 | -42 |
173 | resnext50d_32x4d | 10.413 | 89.587 | 39.733 | 60.267 | 25.05 | 224 | 0.875 | bicubic | -83.767 | -58.837 | -18 |
174 | rexnet_130 | 10.400 | 89.600 | 41.547 | 58.453 | 7.56 | 224 | 0.875 | bicubic | -83.500 | -56.713 | -1 |
175 | hrnet_w44 | 10.320 | 89.680 | 39.507 | 60.493 | 67.06 | 224 | 0.875 | bilinear | -83.230 | -59.193 | +21 |
176 | resnext101_32x8d | 10.187 | 89.813 | 37.827 | 62.173 | 88.79 | 224 | 0.875 | bilinear | -83.643 | -60.753 | +3 |
177 | regnetx_160 | 10.147 | 89.853 | 38.000 | 62.000 | 54.28 | 224 | 0.875 | bicubic | -83.973 | -60.750 | -14 |
178 | dpn98 | 10.133 | 89.867 | 36.587 | 63.413 | 61.57 | 224 | 0.875 | bicubic | -83.997 | -62.043 | -16 |
179 | cspresnext50 | 10.120 | 89.880 | 40.373 | 59.627 | 20.57 | 224 | 0.875 | bilinear | -84.360 | -58.307 | -48 |
180 | legacy_seresnext50_32x4d | 10.107 | 89.893 | 39.200 | 60.800 | 27.56 | 224 | 0.875 | bilinear | -83.623 | -59.380 | +8 |
181 | inception_v3 | 10.027 | 89.973 | 35.227 | 64.773 | 23.83 | 299 | 0.875 | bicubic | -82.693 | -62.743 | +63 |
182 | xception | 9.987 | 90.013 | 38.027 | 61.973 | 22.86 | 299 | 0.897 | bicubic | -83.473 | -60.503 | +22 |
183 | regnety_064 | 9.947 | 90.053 | 39.067 | 60.933 | 30.58 | 224 | 0.875 | bicubic | -84.203 | -59.663 | -24 |
184 | dpn68b | 9.787 | 90.213 | 38.053 | 61.947 | 12.61 | 224 | 0.875 | bicubic | -83.903 | -60.457 | +6 |
185 | gluon_resnet152_v1b | 9.747 | 90.253 | 36.067 | 63.933 | 60.19 | 224 | 0.875 | bicubic | -84.333 | -62.383 | -19 |
186 | tf_efficientnet_lite3 | 9.667 | 90.333 | 39.000 | 61.000 | 8.20 | 300 | 0.904 | bilinear | -84.533 | -59.640 | -33 |
187 | tf_efficientnet_b2 | 9.653 | 90.347 | 38.880 | 61.120 | 9.11 | 260 | 0.890 | bicubic | -84.707 | -59.730 | -46 |
188 | tf_efficientnet_cc_b1_8e | 9.573 | 90.427 | 36.773 | 63.227 | 39.72 | 240 | 0.882 | bicubic | -84.327 | -61.627 | -16 |
189 | res2net101_26w_4s | 9.520 | 90.480 | 35.027 | 64.973 | 45.21 | 224 | 0.875 | bilinear | -84.230 | -63.353 | -4 |
190 | legacy_seresnet152 | 9.347 | 90.653 | 37.413 | 62.587 | 66.82 | 224 | 0.875 | bilinear | -84.053 | -60.937 | +18 |
191 | cspresnet50 | 9.253 | 90.747 | 39.640 | 60.360 | 21.62 | 256 | 0.887 | bilinear | -84.487 | -59.000 | -4 |
192 | hrnet_w40 | 9.227 | 90.773 | 36.893 | 63.107 | 57.56 | 224 | 0.875 | bilinear | -84.263 | -61.687 | +10 |
193 | regnetx_120 | 9.187 | 90.813 | 37.200 | 62.800 | 46.11 | 224 | 0.875 | bicubic | -85.053 | -61.450 | -44 |
194 | seresnext26d_32x4d | 9.147 | 90.853 | 36.840 | 63.160 | 16.81 | 224 | 0.875 | bicubic | -83.553 | -61.310 | +51 |
195 | efficientnet_b1 | 9.120 | 90.880 | 37.360 | 62.640 | 7.79 | 240 | 0.875 | bicubic | -84.140 | -60.810 | +22 |
196 | resnest26d | 9.080 | 90.920 | 37.853 | 62.147 | 17.07 | 224 | 0.875 | bilinear | -84.250 | -60.777 | +15 |
197 | regnety_040 | 9.000 | 91.000 | 37.053 | 62.947 | 20.65 | 224 | 0.875 | bicubic | -84.860 | -61.597 | -21 |
198 | gluon_resnext50_32x4d | 8.947 | 91.053 | 36.333 | 63.667 | 25.03 | 224 | 0.875 | bicubic | -84.863 | -62.077 | -18 |
199 | rexnet_100 | 8.893 | 91.107 | 36.373 | 63.627 | 4.80 | 224 | 0.875 | bicubic | -84.137 | -62.017 | +27 |
200 | seresnext26t_32x4d | 8.893 | 91.107 | 36.907 | 63.093 | 16.81 | 224 | 0.875 | bicubic | -83.927 | -61.463 | +37 |
201 | mixnet_l | 8.853 | 91.147 | 36.187 | 63.813 | 7.33 | 224 | 0.875 | bicubic | -84.597 | -62.033 | +4 |
202 | dla169 | 8.640 | 91.360 | 36.040 | 63.960 | 53.39 | 224 | 0.875 | bilinear | -84.700 | -62.560 | +7 |
203 | hrnet_w30 | 8.613 | 91.387 | 37.040 | 62.960 | 37.71 | 224 | 0.875 | bilinear | -84.587 | -61.370 | +15 |
204 | legacy_seresnet101 | 8.533 | 91.467 | 36.013 | 63.987 | 49.33 | 224 | 0.875 | bilinear | -84.747 | -62.497 | +12 |
205 | tf_efficientnet_b1_ap | 8.453 | 91.547 | 35.253 | 64.747 | 7.79 | 240 | 0.882 | bicubic | -85.237 | -63.107 | -14 |
206 | repvgg_b2 | 8.427 | 91.573 | 36.467 | 63.533 | 89.02 | 224 | 0.875 | bilinear | -85.073 | -62.263 | -6 |
207 | resnetblur50 | 8.240 | 91.760 | 37.400 | 62.600 | 25.56 | 224 | 0.875 | bicubic | -85.720 | -61.190 | -38 |
208 | dla102x | 8.200 | 91.800 | 37.013 | 62.987 | 26.31 | 224 | 0.875 | bilinear | -85.320 | -61.497 | -9 |
209 | hrnet_w32 | 8.040 | 91.960 | 37.507 | 62.493 | 41.23 | 224 | 0.875 | bilinear | -85.490 | -60.943 | -11 |
210 | res2net50_26w_8s | 8.000 | 92.000 | 33.853 | 66.147 | 48.40 | 224 | 0.875 | bilinear | -85.540 | -64.407 | -13 |
211 | gluon_resnet101_v1c | 7.987 | 92.013 | 33.360 | 66.640 | 44.57 | 224 | 0.875 | bicubic | -85.683 | -65.060 | -19 |
212 | gluon_resnet50_v1d | 7.920 | 92.080 | 35.000 | 65.000 | 25.58 | 224 | 0.875 | bicubic | -85.850 | -63.390 | -29 |
213 | dla60_res2next | 7.787 | 92.213 | 34.987 | 65.013 | 17.03 | 224 | 0.875 | bilinear | -85.393 | -63.423 | +7 |
214 | densenetblur121d | 7.720 | 92.280 | 34.733 | 65.267 | 8.00 | 224 | 0.875 | bicubic | -84.190 | -63.337 | +62 |
215 | vit_deit_tiny_distilled_patch16_224 | 7.707 | 92.293 | 33.560 | 66.440 | 5.91 | 224 | 0.900 | bicubic | -82.993 | -64.010 | +91 |
216 | dla60_res2net | 7.560 | 92.440 | 34.627 | 65.373 | 20.85 | 224 | 0.875 | bilinear | -85.620 | -63.793 | +3 |
217 | efficientnet_b1_pruned | 7.440 | 92.560 | 34.533 | 65.467 | 6.33 | 240 | 0.882 | bicubic | -85.330 | -63.507 | +22 |
218 | wide_resnet101_2 | 7.360 | 92.640 | 34.147 | 65.853 | 126.89 | 224 | 0.875 | bilinear | -86.360 | -64.393 | -29 |
219 | regnetx_064 | 7.333 | 92.667 | 34.373 | 65.627 | 26.21 | 224 | 0.875 | bicubic | -86.557 | -64.257 | -45 |
220 | vit_deit_tiny_patch16_224 | 7.307 | 92.693 | 30.707 | 69.293 | 5.72 | 224 | 0.900 | bicubic | -82.363 | -66.743 | +98 |
221 | hardcorenas_e | 7.240 | 92.760 | 33.293 | 66.707 | 8.07 | 224 | 0.875 | bilinear | -85.330 | -64.817 | +31 |
222 | gluon_resnet101_v1b | 7.227 | 92.773 | 32.773 | 67.227 | 44.55 | 224 | 0.875 | bicubic | -86.523 | -65.537 | -36 |
223 | efficientnet_b0 | 7.213 | 92.787 | 34.013 | 65.987 | 5.29 | 224 | 0.875 | bicubic | -85.477 | -64.057 | +23 |
224 | gluon_resnet50_v1s | 7.213 | 92.787 | 33.507 | 66.493 | 25.68 | 224 | 0.875 | bicubic | -86.407 | -64.953 | -30 |
225 | tf_mixnet_l | 7.147 | 92.853 | 31.613 | 68.387 | 7.33 | 224 | 0.875 | bicubic | -86.163 | -66.417 | -12 |
226 | tf_efficientnet_b1 | 7.133 | 92.867 | 33.040 | 66.960 | 7.79 | 240 | 0.882 | bicubic | -86.367 | -65.320 | -25 |
227 | tf_efficientnet_cc_b0_8e | 7.120 | 92.880 | 31.787 | 68.213 | 24.01 | 224 | 0.875 | bicubic | -85.710 | -66.393 | +9 |
228 | hardcorenas_f | 6.827 | 93.173 | 34.093 | 65.907 | 8.20 | 224 | 0.875 | bilinear | -86.123 | -64.067 | +4 |
229 | ese_vovnet19b_dw | 6.733 | 93.267 | 33.413 | 66.587 | 6.54 | 224 | 0.875 | bicubic | -85.557 | -64.677 | +34 |
230 | selecsls60b | 6.733 | 93.267 | 33.267 | 66.733 | 32.77 | 224 | 0.875 | bicubic | -86.567 | -65.013 | -16 |
231 | efficientnet_es | 6.707 | 93.293 | 33.840 | 66.160 | 5.44 | 224 | 0.875 | bicubic | -86.433 | -64.580 | -10 |
232 | res2net50_26w_6s | 6.693 | 93.307 | 31.653 | 68.347 | 37.05 | 224 | 0.875 | bilinear | -86.717 | -66.627 | -25 |
233 | legacy_seresnext26_32x4d | 6.627 | 93.373 | 33.253 | 66.747 | 16.79 | 224 | 0.875 | bicubic | -86.013 | -64.877 | +16 |
234 | mixnet_m | 6.627 | 93.373 | 32.053 | 67.947 | 5.01 | 224 | 0.875 | bicubic | -85.803 | -65.817 | +23 |
235 | pit_ti_distilled_224 | 6.627 | 93.373 | 30.760 | 69.240 | 5.10 | 224 | 0.900 | bicubic | -84.273 | -66.940 | +66 |
236 | skresnet34 | 6.480 | 93.520 | 31.547 | 68.453 | 22.28 | 224 | 0.875 | bicubic | -85.910 | -66.603 | +24 |
237 | repvgg_b1 | 6.467 | 93.533 | 33.827 | 66.173 | 57.42 | 224 | 0.875 | bilinear | -86.863 | -64.683 | -27 |
238 | hardcorenas_d | 6.440 | 93.560 | 32.213 | 67.787 | 7.50 | 224 | 0.875 | bilinear | -85.960 | -65.837 | +21 |
239 | dla60x | 6.427 | 93.573 | 34.080 | 65.920 | 17.35 | 224 | 0.875 | bilinear | -86.693 | -64.430 | -17 |
240 | resnet34d | 6.400 | 93.600 | 31.493 | 68.507 | 21.82 | 224 | 0.875 | bicubic | -86.280 | -66.817 | +7 |
241 | regnetx_080 | 6.307 | 93.693 | 32.320 | 67.680 | 39.57 | 224 | 0.875 | bicubic | -87.563 | -66.200 | -66 |
242 | swsl_resnet18 | 6.240 | 93.760 | 31.600 | 68.400 | 11.69 | 224 | 0.875 | bilinear | -84.450 | -66.100 | +65 |
243 | legacy_seresnet50 | 6.187 | 93.813 | 32.653 | 67.347 | 28.09 | 224 | 0.875 | bilinear | -86.773 | -65.537 | -12 |
244 | pit_ti_224 | 6.120 | 93.880 | 30.227 | 69.773 | 4.85 | 224 | 0.900 | bicubic | -83.820 | -67.223 | +71 |
245 | tv_resnet152 | 6.040 | 93.960 | 32.053 | 67.947 | 60.19 | 224 | 0.875 | bilinear | -87.260 | -66.337 | -30 |
246 | tf_efficientnet_cc_b0_4e | 5.973 | 94.027 | 29.600 | 70.400 | 13.31 | 224 | 0.875 | bicubic | -86.617 | -68.480 | +4 |
247 | regnetx_040 | 5.973 | 94.027 | 31.547 | 68.453 | 22.12 | 224 | 0.875 | bicubic | -87.587 | -66.993 | -51 |
248 | resnet50 | 5.933 | 94.067 | 29.093 | 70.907 | 25.56 | 224 | 0.875 | bicubic | -87.877 | -69.297 | -66 |
249 | dla102 | 5.880 | 94.120 | 32.707 | 67.293 | 33.27 | 224 | 0.875 | bilinear | -87.180 | -65.833 | -24 |
250 | regnety_016 | 5.680 | 94.320 | 30.413 | 69.587 | 11.20 | 224 | 0.875 | bicubic | -87.350 | -67.777 | -22 |
251 | selecsls60 | 5.653 | 94.347 | 32.507 | 67.493 | 30.67 | 224 | 0.875 | bicubic | -87.377 | -65.853 | -24 |
252 | hardcorenas_c | 5.640 | 94.360 | 30.400 | 69.600 | 5.52 | 224 | 0.875 | bilinear | -86.380 | -67.440 | +19 |
253 | res2next50 | 5.627 | 94.373 | 30.867 | 69.133 | 24.67 | 224 | 0.875 | bilinear | -87.213 | -67.313 | -18 |
254 | hrnet_w18 | 5.493 | 94.507 | 30.960 | 69.040 | 21.30 | 224 | 0.875 | bilinear | -86.827 | -67.280 | +8 |
255 | resnest14d | 5.480 | 94.520 | 28.547 | 71.453 | 10.61 | 224 | 0.875 | bilinear | -86.240 | -69.323 | +27 |
256 | tf_efficientnet_lite2 | 5.360 | 94.640 | 30.907 | 69.093 | 6.09 | 260 | 0.890 | bicubic | -87.290 | -67.323 | -8 |
257 | tf_efficientnet_em | 5.347 | 94.653 | 31.107 | 68.893 | 6.90 | 240 | 0.882 | bicubic | -87.583 | -67.083 | -24 |
258 | gernet_s | 5.307 | 94.693 | 30.133 | 69.867 | 8.17 | 224 | 0.875 | bilinear | -86.833 | -68.057 | +11 |
259 | tf_efficientnet_b0_ap | 5.307 | 94.693 | 28.813 | 71.187 | 5.29 | 224 | 0.875 | bicubic | -86.893 | -69.207 | +8 |
260 | densenet121 | 5.293 | 94.707 | 29.907 | 70.093 | 7.98 | 224 | 0.875 | bicubic | -86.277 | -68.123 | +23 |
261 | repvgg_b1g4 | 5.293 | 94.707 | 30.813 | 69.187 | 39.97 | 224 | 0.875 | bilinear | -87.687 | -67.617 | -31 |
262 | res2net50_26w_4s | 5.160 | 94.840 | 29.360 | 70.640 | 25.70 | 224 | 0.875 | bilinear | -87.340 | -68.700 | -6 |
263 | tf_mixnet_m | 5.080 | 94.920 | 28.147 | 71.853 | 5.01 | 224 | 0.875 | bicubic | -87.250 | -69.743 | -2 |
264 | mobilenetv3_large_100 | 5.067 | 94.933 | 28.187 | 71.813 | 5.48 | 224 | 0.875 | bicubic | -86.253 | -69.523 | +24 |
265 | tf_efficientnet_b0 | 5.067 | 94.933 | 28.800 | 71.200 | 5.29 | 224 | 0.875 | bicubic | -87.183 | -69.200 | 0 |
266 | res2net50_14w_8s | 5.040 | 94.960 | 28.773 | 71.227 | 25.06 | 224 | 0.875 | bilinear | -87.700 | -69.407 | -24 |
267 | hardcorenas_b | 4.947 | 95.053 | 28.120 | 71.880 | 5.18 | 224 | 0.875 | bilinear | -86.823 | -69.660 | +13 |
268 | mobilenetv3_rw | 4.907 | 95.093 | 29.853 | 70.147 | 5.48 | 224 | 0.875 | bicubic | -86.303 | -67.807 | +22 |
269 | mixnet_s | 4.907 | 95.093 | 28.573 | 71.427 | 4.13 | 224 | 0.875 | bicubic | -86.923 | -69.117 | +10 |
270 | gluon_resnet50_v1c | 4.893 | 95.107 | 28.147 | 71.853 | 25.58 | 224 | 0.875 | bicubic | -88.137 | -70.153 | -41 |
271 | hardcorenas_a | 4.867 | 95.133 | 28.093 | 71.907 | 5.26 | 224 | 0.875 | bilinear | -86.483 | -69.767 | +16 |
272 | regnetx_032 | 4.853 | 95.147 | 30.280 | 69.720 | 15.30 | 224 | 0.875 | bicubic | -88.267 | -68.110 | -49 |
273 | tv_resnext50_32x4d | 4.840 | 95.160 | 30.307 | 69.693 | 25.03 | 224 | 0.875 | bilinear | -87.900 | -67.963 | -30 |
274 | tv_resnet101 | 4.707 | 95.293 | 29.333 | 70.667 | 44.55 | 224 | 0.875 | bilinear | -88.103 | -68.917 | -36 |
275 | densenet161 | 4.693 | 95.307 | 29.547 | 70.453 | 28.68 | 224 | 0.875 | bicubic | -87.807 | -68.743 | -20 |
276 | selecsls42b | 4.667 | 95.333 | 28.587 | 71.413 | 32.46 | 224 | 0.875 | bicubic | -87.613 | -69.563 | -12 |
277 | tf_efficientnet_lite1 | 4.613 | 95.387 | 28.387 | 71.613 | 5.42 | 240 | 0.882 | bicubic | -88.007 | -69.693 | -27 |
278 | mobilenetv2_120d | 4.533 | 95.467 | 29.280 | 70.720 | 5.83 | 224 | 0.875 | bicubic | -87.867 | -68.790 | -20 |
279 | efficientnet_es_pruned | 4.187 | 95.813 | 26.520 | 73.480 | 5.44 | 224 | 0.875 | bicubic | -86.993 | -71.230 | +14 |
280 | fbnetc_100 | 4.133 | 95.867 | 25.933 | 74.067 | 5.57 | 224 | 0.875 | bilinear | -86.567 | -71.277 | +25 |
281 | densenet201 | 4.120 | 95.880 | 27.547 | 72.453 | 20.01 | 224 | 0.875 | bicubic | -88.630 | -70.683 | -40 |
282 | gluon_resnet50_v1b | 4.120 | 95.880 | 26.933 | 73.067 | 25.56 | 224 | 0.875 | bicubic | -88.420 | -71.237 | -28 |
283 | resnet26d | 4.040 | 95.960 | 28.520 | 71.480 | 16.01 | 224 | 0.875 | bicubic | -88.030 | -69.440 | -13 |
284 | semnasnet_100 | 3.960 | 96.040 | 26.947 | 73.053 | 3.89 | 224 | 0.875 | bicubic | -87.320 | -70.613 | +5 |
285 | repvgg_a2 | 3.947 | 96.053 | 27.267 | 72.733 | 28.21 | 224 | 0.875 | bilinear | -87.993 | -70.883 | -11 |
286 | tf_mixnet_s | 3.880 | 96.120 | 25.253 | 74.747 | 4.13 | 224 | 0.875 | bicubic | -87.630 | -72.367 | -2 |
287 | dpn68 | 3.867 | 96.133 | 26.080 | 73.920 | 12.61 | 224 | 0.875 | bicubic | -88.143 | -71.970 | -15 |
288 | tf_efficientnet_es | 3.827 | 96.173 | 26.107 | 73.893 | 5.44 | 224 | 0.875 | bicubic | -88.153 | -71.753 | -15 |
289 | regnety_008 | 3.813 | 96.187 | 27.133 | 72.867 | 6.26 | 224 | 0.875 | bicubic | -87.937 | -71.047 | -8 |
290 | dla60 | 3.773 | 96.227 | 27.933 | 72.067 | 22.04 | 224 | 0.875 | bilinear | -88.457 | -70.177 | -24 |
291 | ssl_resnet18 | 3.747 | 96.253 | 25.427 | 74.573 | 11.69 | 224 | 0.875 | bilinear | -86.473 | -72.123 | +21 |
292 | mobilenetv2_140 | 3.720 | 96.280 | 26.747 | 73.253 | 6.11 | 224 | 0.875 | bicubic | -88.110 | -71.113 | -13 |
293 | densenet169 | 3.707 | 96.293 | 25.613 | 74.387 | 14.15 | 224 | 0.875 | bicubic | -88.223 | -72.487 | -18 |
294 | regnetx_016 | 3.627 | 96.373 | 26.293 | 73.707 | 9.19 | 224 | 0.875 | bicubic | -88.543 | -71.917 | -26 |
295 | res2net50_48w_2s | 3.587 | 96.413 | 26.613 | 73.387 | 25.29 | 224 | 0.875 | bilinear | -88.963 | -71.467 | -42 |
296 | spnasnet_100 | 3.547 | 96.453 | 24.293 | 75.707 | 4.42 | 224 | 0.875 | bilinear | -86.803 | -72.897 | +15 |
297 | tf_mobilenetv3_large_100 | 3.547 | 96.453 | 25.053 | 74.947 | 5.48 | 224 | 0.875 | bilinear | -87.693 | -72.607 | -7 |
298 | regnety_006 | 3.467 | 96.533 | 24.893 | 75.107 | 6.06 | 224 | 0.875 | bicubic | -87.903 | -72.817 | -12 |
299 | legacy_seresnet34 | 3.333 | 96.667 | 23.800 | 76.200 | 21.96 | 224 | 0.875 | bilinear | -87.557 | -73.780 | +3 |
300 | efficientnet_lite0 | 3.253 | 96.747 | 25.867 | 74.133 | 4.65 | 224 | 0.875 | bicubic | -87.887 | -71.763 | -6 |
301 | dla34 | 3.227 | 96.773 | 23.573 | 76.427 | 15.74 | 224 | 0.875 | bilinear | -87.533 | -74.087 | +3 |
302 | regnety_004 | 3.200 | 96.800 | 22.653 | 77.347 | 4.34 | 224 | 0.875 | bicubic | -87.300 | -74.887 | +7 |
303 | mobilenetv2_110d | 3.173 | 96.827 | 24.587 | 75.413 | 4.52 | 224 | 0.875 | bicubic | -87.777 | -72.963 | -3 |
304 | mnasnet_100 | 3.120 | 96.880 | 24.227 | 75.773 | 4.38 | 224 | 0.875 | bicubic | -87.390 | -73.243 | +4 |
305 | tf_efficientnet_lite0 | 3.080 | 96.920 | 22.907 | 77.093 | 4.65 | 224 | 0.875 | bicubic | -87.960 | -74.683 | -7 |
306 | skresnet18 | 3.013 | 96.987 | 22.800 | 77.200 | 11.96 | 224 | 0.875 | bicubic | -86.647 | -74.430 | +13 |
307 | vgg19_bn | 2.947 | 97.053 | 23.480 | 76.520 | 143.68 | 224 | 0.875 | bilinear | -87.133 | -74.100 | +7 |
308 | resnet34 | 2.920 | 97.080 | 23.680 | 76.320 | 21.80 | 224 | 0.875 | bilinear | -88.210 | -73.940 | -13 |
309 | tf_mobilenetv3_large_075 | 2.867 | 97.133 | 21.573 | 78.427 | 3.99 | 224 | 0.875 | bilinear | -86.813 | -75.637 | +8 |
310 | hrnet_w18_small_v2 | 2.720 | 97.280 | 23.693 | 76.307 | 15.60 | 224 | 0.875 | bilinear | -88.470 | -74.207 | -18 |
311 | gluon_resnet34_v1b | 2.667 | 97.333 | 21.680 | 78.320 | 21.80 | 224 | 0.875 | bicubic | -88.293 | -75.950 | -12 |
312 | vgg16_bn | 2.653 | 97.347 | 23.773 | 76.227 | 138.37 | 224 | 0.875 | bilinear | -87.437 | -73.597 | 0 |
313 | regnetx_008 | 2.653 | 97.347 | 22.453 | 77.547 | 7.26 | 224 | 0.875 | bicubic | -88.397 | -75.257 | -15 |
314 | vgg16 | 2.640 | 97.360 | 20.427 | 79.573 | 138.36 | 224 | 0.875 | bilinear | -85.910 | -76.363 | +14 |
315 | resnet18d | 2.600 | 97.400 | 21.613 | 78.387 | 11.71 | 224 | 0.875 | bicubic | -86.680 | -75.537 | +6 |
316 | tv_densenet121 | 2.560 | 97.440 | 22.667 | 77.333 | 7.98 | 224 | 0.875 | bicubic | -88.330 | -75.043 | -13 |
317 | repvgg_b0 | 2.547 | 97.453 | 24.013 | 75.987 | 15.82 | 224 | 0.875 | bilinear | -88.883 | -73.977 | -32 |
318 | regnetx_006 | 2.507 | 97.493 | 20.653 | 79.347 | 6.20 | 224 | 0.875 | bicubic | -87.843 | -76.777 | -8 |
319 | legacy_seresnet18 | 2.493 | 97.507 | 20.080 | 79.920 | 11.78 | 224 | 0.875 | bicubic | -86.387 | -76.900 | +7 |
320 | resnet26 | 2.480 | 97.520 | 22.987 | 77.013 | 16.00 | 224 | 0.875 | bicubic | -88.630 | -74.753 | -24 |
321 | regnety_002 | 2.147 | 97.853 | 18.880 | 81.120 | 3.16 | 224 | 0.875 | bicubic | -85.233 | -77.710 | +10 |
322 | mobilenetv2_100 | 2.147 | 97.853 | 19.907 | 80.093 | 3.50 | 224 | 0.875 | bicubic | -87.453 | -77.233 | -1 |
323 | vgg19 | 2.107 | 97.893 | 20.733 | 79.267 | 143.67 | 224 | 0.875 | bilinear | -86.933 | -76.137 | 0 |
324 | vgg13_bn | 2.093 | 97.907 | 20.307 | 79.693 | 133.05 | 224 | 0.875 | bilinear | -86.667 | -76.663 | +3 |
325 | tf_mobilenetv3_small_100 | 2.013 | 97.987 | 15.867 | 84.133 | 2.54 | 224 | 0.875 | bilinear | -83.177 | -79.903 | +12 |
326 | tf_mobilenetv3_small_075 | 2.000 | 98.000 | 14.813 | 85.187 | 2.04 | 224 | 0.875 | bilinear | -81.520 | -79.977 | +14 |
327 | regnetx_004 | 1.960 | 98.040 | 19.173 | 80.827 | 5.16 | 224 | 0.875 | bicubic | -86.940 | -77.947 | -2 |
328 | tv_resnet34 | 1.867 | 98.133 | 20.000 | 80.000 | 21.80 | 224 | 0.875 | bilinear | -88.073 | -77.340 | -12 |
329 | vgg13 | 1.867 | 98.133 | 17.960 | 82.040 | 133.05 | 224 | 0.875 | bilinear | -85.183 | -78.360 | +4 |
330 | dla46x_c | 1.760 | 98.240 | 16.480 | 83.520 | 1.07 | 224 | 0.875 | bilinear | -82.490 | -78.790 | +8 |
331 | vgg11_bn | 1.720 | 98.280 | 18.093 | 81.907 | 132.87 | 224 | 0.875 | bilinear | -85.780 | -78.727 | -1 |
332 | tf_mobilenetv3_large_minimal_100 | 1.627 | 98.373 | 17.120 | 82.880 | 3.92 | 224 | 0.875 | bilinear | -87.343 | -79.740 | -8 |
333 | dla60x_c | 1.613 | 98.387 | 18.040 | 81.960 | 1.32 | 224 | 0.875 | bilinear | -84.677 | -78.120 | +2 |
334 | vgg11 | 1.560 | 98.440 | 16.227 | 83.773 | 132.86 | 224 | 0.875 | bilinear | -84.990 | -80.053 | 0 |
335 | gluon_resnet18_v1b | 1.547 | 98.453 | 16.613 | 83.387 | 11.69 | 224 | 0.875 | bicubic | -86.853 | -80.067 | -6 |
336 | hrnet_w18_small | 1.533 | 98.467 | 18.120 | 81.880 | 13.19 | 224 | 0.875 | bilinear | -87.517 | -78.990 | -14 |
337 | dla46_c | 1.520 | 98.480 | 15.267 | 84.733 | 1.30 | 224 | 0.875 | bilinear | -82.130 | -79.653 | +2 |
338 | regnetx_002 | 1.373 | 98.627 | 15.027 | 84.973 | 2.68 | 224 | 0.875 | bicubic | -84.817 | -80.953 | -2 |
339 | resnet18 | 1.160 | 98.840 | 16.213 | 83.787 | 11.69 | 224 | 0.875 | bilinear | -86.230 | -80.077 | -8 |
340 | tf_mobilenetv3_small_minimal_100 | 1.013 | 98.987 | 11.493 | 88.507 | 2.04 | 224 | 0.875 | bilinear | -80.367 | -82.177 | +1 |
341 | tv_resnet50 | 0.000 | 100.000 | 14.453 | 85.547 | 25.56 | 224 | 0.875 | bilinear | -91.880 | -83.587 | -64 |