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51 KiB
51 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 | 79.640 | 20.360 | 89.390 | 10.610 | 828.41 | 224 | 0.875 | bilinear | -17.330 | -10.280 | +24 |
3 | ig_resnext101_32x32d | 79.467 | 20.533 | 89.190 | 10.810 | 468.53 | 224 | 0.875 | bilinear | -17.313 | -10.430 | +37 |
4 | ig_resnext101_32x16d | 78.817 | 21.183 | 88.470 | 11.530 | 194.03 | 224 | 0.875 | bilinear | -17.623 | -11.070 | +68 |
5 | tf_efficientnet_l2_ns_475 | 76.470 | 23.530 | 88.653 | 11.347 | 480.31 | 475 | 0.936 | bicubic | -21.280 | -11.167 | 0 |
6 | swsl_resnext101_32x16d | 76.307 | 23.693 | 87.743 | 12.257 | 194.03 | 224 | 0.875 | bilinear | -19.973 | -11.757 | +82 |
7 | ig_resnext101_32x8d | 75.800 | 24.200 | 86.213 | 13.787 | 88.79 | 224 | 0.875 | bilinear | -20.140 | -13.167 | +116 |
8 | swsl_resnext101_32x8d | 75.587 | 24.413 | 86.940 | 13.060 | 88.79 | 224 | 0.875 | bilinear | -20.653 | -12.650 | +86 |
9 | tf_efficientnet_l2_ns | 74.660 | 25.340 | 87.543 | 12.457 | 480.31 | 800 | 0.960 | bicubic | -23.120 | -12.277 | -6 |
10 | beit_large_patch16_384 | 73.280 | 26.720 | 85.023 | 14.977 | 305.00 | 384 | 1.000 | bicubic | -24.530 | -14.767 | -8 |
11 | beit_large_patch16_512 | 73.157 | 26.843 | 85.077 | 14.923 | 305.67 | 512 | 1.000 | bicubic | -24.623 | -14.813 | -7 |
12 | swsl_resnext101_32x4d | 72.663 | 27.337 | 85.160 | 14.840 | 44.18 | 224 | 0.875 | bilinear | -23.387 | -14.370 | +99 |
13 | beit_large_patch16_224 | 71.043 | 28.957 | 83.417 | 16.583 | 304.43 | 224 | 0.900 | bicubic | -26.437 | -16.273 | -6 |
14 | swsl_resnext50_32x4d | 68.970 | 31.030 | 82.803 | 17.197 | 25.03 | 224 | 0.875 | bilinear | -26.630 | -16.637 | +141 |
15 | swsl_resnet50 | 68.283 | 31.717 | 83.307 | 16.693 | 25.56 | 224 | 0.875 | bilinear | -26.917 | -15.973 | +174 |
16 | tf_efficientnet_b7_ns | 67.510 | 32.490 | 81.383 | 18.617 | 66.35 | 600 | 0.949 | bicubic | -29.690 | -18.317 | 0 |
17 | vit_large_patch16_384 | 67.060 | 32.940 | 78.710 | 21.290 | 304.72 | 384 | 1.000 | bicubic | -30.360 | -21.070 | -8 |
18 | convnext_xlarge_384_in22ft1k | 66.967 | 33.033 | 79.703 | 20.297 | 350.20 | 384 | 1.000 | bicubic | -30.583 | -20.097 | -12 |
19 | swin_large_patch4_window12_384 | 66.290 | 33.710 | 79.787 | 20.213 | 196.74 | 384 | 1.000 | bicubic | -30.890 | -19.893 | -2 |
20 | convnext_large_384_in22ft1k | 65.977 | 34.023 | 79.203 | 20.797 | 197.77 | 384 | 1.000 | bicubic | -31.463 | -20.577 | -12 |
21 | tf_efficientnet_b6_ns | 65.590 | 34.410 | 79.563 | 20.437 | 43.04 | 528 | 0.942 | bicubic | -31.430 | -20.117 | +4 |
22 | convnext_xlarge_in22ft1k | 65.423 | 34.577 | 78.243 | 21.757 | 350.20 | 224 | 0.875 | bicubic | -31.817 | -21.487 | -8 |
23 | vit_large_patch16_224 | 64.343 | 35.657 | 76.187 | 23.813 | 304.33 | 224 | 0.900 | bicubic | -32.367 | -23.463 | +24 |
24 | convnext_large_in22ft1k | 64.177 | 35.823 | 77.580 | 22.420 | 197.77 | 224 | 0.875 | bicubic | -33.083 | -22.070 | -11 |
25 | vit_large_r50_s32_384 | 64.107 | 35.893 | 75.847 | 24.153 | 329.09 | 384 | 1.000 | bicubic | -32.843 | -23.863 | +4 |
26 | convnext_base_384_in22ft1k | 64.093 | 35.907 | 77.737 | 22.263 | 88.59 | 384 | 1.000 | bicubic | -33.197 | -22.043 | -15 |
27 | swin_large_patch4_window7_224 | 63.867 | 36.133 | 78.177 | 21.823 | 196.53 | 224 | 0.900 | bicubic | -33.083 | -21.483 | +1 |
28 | beit_base_patch16_384 | 63.613 | 36.387 | 78.120 | 21.880 | 86.74 | 384 | 1.000 | bicubic | -33.717 | -21.600 | -18 |
29 | swin_base_patch4_window12_384 | 63.473 | 36.527 | 78.067 | 21.933 | 87.90 | 384 | 1.000 | bicubic | -33.647 | -21.713 | -10 |
30 | tf_efficientnet_b5_ns | 63.047 | 36.953 | 77.787 | 22.213 | 30.39 | 456 | 0.934 | bicubic | -33.823 | -21.853 | +5 |
31 | vit_base_patch8_224 | 62.197 | 37.803 | 75.613 | 24.387 | 86.58 | 224 | 0.900 | bicubic | -34.883 | -23.997 | -10 |
32 | convnext_base_in22ft1k | 62.017 | 37.983 | 76.037 | 23.963 | 88.59 | 224 | 0.875 | bicubic | -34.823 | -23.613 | +4 |
33 | tf_efficientnet_b4_ns | 61.230 | 38.770 | 76.170 | 23.830 | 19.34 | 380 | 0.922 | bicubic | -35.480 | -23.470 | +13 |
34 | tf_efficientnetv2_l_in21ft1k | 60.953 | 39.047 | 75.843 | 24.157 | 118.52 | 480 | 1.000 | bicubic | -36.157 | -23.867 | -14 |
35 | tf_efficientnetv2_xl_in21ft1k | 60.680 | 39.320 | 74.397 | 25.603 | 208.12 | 512 | 1.000 | bicubic | -36.470 | -25.223 | -17 |
36 | beit_base_patch16_224 | 60.320 | 39.680 | 75.597 | 24.403 | 86.53 | 224 | 0.900 | bicubic | -36.340 | -24.063 | +16 |
37 | vit_base_patch16_384 | 60.193 | 39.807 | 73.840 | 26.160 | 86.86 | 384 | 1.000 | bicubic | -36.827 | -25.870 | -13 |
38 | swin_base_patch4_window7_224 | 59.543 | 40.457 | 74.220 | 25.780 | 87.77 | 224 | 0.900 | bicubic | -37.137 | -25.440 | +13 |
39 | volo_d5_512 | 58.917 | 41.083 | 73.200 | 26.800 | 296.09 | 512 | 1.150 | bicubic | -38.373 | -26.560 | -27 |
40 | volo_d5_448 | 58.790 | 41.210 | 73.053 | 26.947 | 295.91 | 448 | 1.150 | bicubic | -38.450 | -26.687 | -25 |
41 | tf_efficientnetv2_m_in21ft1k | 58.640 | 41.360 | 73.983 | 26.017 | 54.14 | 480 | 1.000 | bicubic | -38.330 | -25.627 | -14 |
42 | vit_large_r50_s32_224 | 58.633 | 41.367 | 71.720 | 28.280 | 328.99 | 224 | 0.900 | bicubic | -37.547 | -27.810 | +57 |
43 | tf_efficientnet_b8_ap | 57.830 | 42.170 | 72.957 | 27.043 | 87.41 | 672 | 0.954 | bicubic | -38.720 | -26.613 | +17 |
44 | cait_m48_448 | 57.477 | 42.523 | 71.870 | 28.130 | 356.46 | 448 | 1.000 | bicubic | -39.403 | -27.790 | -11 |
45 | cait_m36_384 | 57.467 | 42.533 | 72.317 | 27.683 | 271.22 | 384 | 1.000 | bicubic | -39.363 | -27.343 | -8 |
46 | tf_efficientnet_b3_ns | 57.417 | 42.583 | 72.380 | 27.620 | 12.23 | 300 | 0.904 | bicubic | -38.683 | -27.100 | +58 |
47 | volo_d4_448 | 57.290 | 42.710 | 71.533 | 28.467 | 193.41 | 448 | 1.150 | bicubic | -39.780 | -28.217 | -25 |
48 | vit_base_patch16_224 | 56.833 | 43.167 | 70.643 | 29.357 | 86.57 | 224 | 0.900 | bicubic | -39.467 | -28.917 | +38 |
49 | volo_d5_224 | 56.490 | 43.510 | 70.647 | 29.353 | 295.46 | 224 | 0.960 | bicubic | -40.390 | -28.973 | -17 |
50 | xcit_large_24_p8_384_dist | 56.350 | 43.650 | 71.320 | 28.680 | 188.93 | 384 | 1.000 | bicubic | -40.410 | -28.240 | -6 |
51 | xcit_large_24_p8_224_dist | 56.030 | 43.970 | 70.663 | 29.337 | 188.93 | 224 | 1.000 | bicubic | -40.610 | -28.797 | +3 |
52 | xcit_large_24_p16_384_dist | 54.910 | 45.090 | 69.853 | 30.147 | 189.10 | 384 | 1.000 | bicubic | -42.030 | -29.657 | -22 |
53 | volo_d4_224 | 54.750 | 45.250 | 68.863 | 31.137 | 192.96 | 224 | 0.960 | bicubic | -42.030 | -30.807 | -11 |
54 | vit_base_r50_s16_384 | 54.400 | 45.600 | 69.557 | 30.443 | 98.95 | 384 | 1.000 | bicubic | -42.050 | -30.103 | +17 |
55 | resnetv2_152x4_bitm | 54.320 | 45.680 | 70.170 | 29.830 | 936.53 | 480 | 1.000 | bilinear | -42.560 | -29.500 | -21 |
56 | xcit_large_24_p16_224_dist | 54.260 | 45.740 | 68.977 | 31.023 | 189.10 | 224 | 1.000 | bicubic | -42.060 | -30.523 | +28 |
57 | vit_small_r26_s32_384 | 54.203 | 45.797 | 68.753 | 31.247 | 36.47 | 384 | 1.000 | bicubic | -41.857 | -30.797 | +53 |
58 | volo_d3_448 | 53.990 | 46.010 | 68.020 | 31.980 | 86.63 | 448 | 1.000 | bicubic | -43.030 | -31.690 | -35 |
59 | tf_efficientnet_b5_ap | 53.867 | 46.133 | 69.160 | 30.840 | 30.39 | 456 | 0.934 | bicubic | -42.213 | -29.990 | +47 |
60 | xcit_medium_24_p8_224_dist | 53.663 | 46.337 | 68.403 | 31.597 | 84.32 | 224 | 1.000 | bicubic | -42.857 | -31.107 | +3 |
61 | tf_efficientnet_b2_ns | 53.600 | 46.400 | 70.270 | 29.730 | 9.11 | 260 | 0.890 | bicubic | -41.920 | -29.070 | +103 |
62 | tf_efficientnet_b6_ap | 53.557 | 46.443 | 68.550 | 31.450 | 43.04 | 528 | 0.942 | bicubic | -42.813 | -31.000 | +15 |
63 | cait_s36_384 | 53.547 | 46.453 | 68.003 | 31.997 | 68.37 | 384 | 1.000 | bicubic | -43.083 | -31.597 | -8 |
64 | convnext_large | 53.530 | 46.470 | 68.180 | 31.820 | 197.77 | 224 | 0.875 | bicubic | -42.490 | -31.290 | +51 |
65 | tf_efficientnet_b8 | 53.413 | 46.587 | 69.090 | 30.910 | 87.41 | 672 | 0.954 | bicubic | -43.287 | -30.510 | -15 |
66 | xcit_medium_24_p8_384_dist | 53.407 | 46.593 | 68.137 | 31.863 | 84.32 | 384 | 1.000 | bicubic | -43.373 | -31.393 | -25 |
67 | vit_base_patch32_384 | 53.297 | 46.703 | 68.047 | 31.953 | 88.30 | 384 | 1.000 | bicubic | -42.603 | -31.393 | +59 |
68 | tf_efficientnet_b7_ap | 53.263 | 46.737 | 68.877 | 31.123 | 66.35 | 600 | 0.949 | bicubic | -43.087 | -30.643 | +10 |
69 | xcit_medium_24_p16_384_dist | 53.220 | 46.780 | 68.057 | 31.943 | 84.40 | 384 | 1.000 | bicubic | -43.480 | -31.473 | -20 |
70 | tf_efficientnetv2_s_in21ft1k | 53.140 | 46.860 | 69.003 | 30.997 | 21.46 | 384 | 1.000 | bicubic | -43.330 | -30.567 | -4 |
71 | tf_efficientnet_b4_ap | 53.090 | 46.910 | 68.213 | 31.787 | 19.34 | 380 | 0.922 | bicubic | -42.400 | -31.177 | +95 |
72 | regnetz_e8 | 53.017 | 46.983 | 67.137 | 32.863 | 57.70 | 320 | 1.000 | bicubic | -43.583 | -32.473 | -16 |
73 | dm_nfnet_f5 | 52.870 | 47.130 | 67.427 | 32.573 | 377.21 | 544 | 0.954 | bicubic | -43.940 | -32.243 | -34 |
74 | volo_d3_224 | 52.707 | 47.293 | 66.317 | 33.683 | 86.33 | 224 | 0.960 | bicubic | -43.733 | -33.303 | -1 |
75 | dm_nfnet_f6 | 52.447 | 47.553 | 67.117 | 32.883 | 438.36 | 576 | 0.956 | bicubic | -44.473 | -32.603 | -44 |
76 | tf_efficientnet_b7 | 52.390 | 47.610 | 68.233 | 31.767 | 66.35 | 600 | 0.949 | bicubic | -44.190 | -31.277 | -19 |
77 | tf_efficientnetv2_l | 52.390 | 47.610 | 67.243 | 32.757 | 118.52 | 480 | 1.000 | bicubic | -44.260 | -32.317 | -24 |
78 | xcit_small_24_p8_384_dist | 52.360 | 47.640 | 66.840 | 33.160 | 47.63 | 384 | 1.000 | bicubic | -44.460 | -32.790 | -40 |
79 | swsl_resnet18 | 52.333 | 47.667 | 70.477 | 29.523 | 11.69 | 224 | 0.875 | bilinear | -38.747 | -27.733 | +456 |
80 | efficientnetv2_rw_m | 52.327 | 47.673 | 67.210 | 32.790 | 53.24 | 416 | 1.000 | bicubic | -43.943 | -32.350 | +9 |
81 | deit_base_distilled_patch16_384 | 52.253 | 47.747 | 67.737 | 32.263 | 87.63 | 384 | 1.000 | bicubic | -44.257 | -31.853 | -17 |
82 | xcit_medium_24_p16_224_dist | 52.200 | 47.800 | 66.890 | 33.110 | 84.40 | 224 | 1.000 | bicubic | -44.060 | -32.520 | +9 |
83 | xcit_small_24_p8_224_dist | 52.200 | 47.800 | 66.763 | 33.237 | 47.63 | 224 | 1.000 | bicubic | -44.350 | -32.777 | -24 |
84 | dm_nfnet_f3 | 52.130 | 47.870 | 66.747 | 33.253 | 254.92 | 416 | 0.940 | bicubic | -44.600 | -32.883 | -39 |
85 | resnetv2_152x2_bit_teacher_384 | 51.933 | 48.067 | 68.663 | 31.337 | 236.34 | 384 | 1.000 | bicubic | -44.257 | -30.837 | +12 |
86 | resmlp_big_24_224_in22ft1k | 51.893 | 48.107 | 68.470 | 31.530 | 129.14 | 224 | 0.875 | bicubic | -44.457 | -31.120 | -7 |
87 | xcit_small_24_p16_384_dist | 51.887 | 48.113 | 66.360 | 33.640 | 47.67 | 384 | 1.000 | bicubic | -44.453 | -33.220 | -6 |
88 | cait_s24_384 | 51.773 | 48.227 | 66.313 | 33.687 | 47.06 | 384 | 1.000 | bicubic | -44.797 | -33.237 | -30 |
89 | resnetv2_152x2_bitm | 51.753 | 48.247 | 69.253 | 30.747 | 236.34 | 448 | 1.000 | bilinear | -44.767 | -30.337 | -27 |
90 | ecaresnet269d | 51.663 | 48.337 | 66.047 | 33.953 | 102.09 | 352 | 1.000 | bicubic | -44.797 | -33.493 | -22 |
91 | vit_base_patch16_224_miil | 51.550 | 48.450 | 65.207 | 34.793 | 86.54 | 224 | 0.875 | bilinear | -44.480 | -34.143 | +22 |
92 | convnext_base | 51.250 | 48.750 | 66.193 | 33.807 | 88.59 | 224 | 0.875 | bicubic | -44.690 | -33.187 | +30 |
93 | pit_b_distilled_224 | 51.153 | 48.847 | 66.773 | 33.227 | 74.79 | 224 | 0.900 | bicubic | -44.917 | -32.607 | +14 |
94 | xcit_small_12_p8_384_dist | 51.090 | 48.910 | 65.843 | 34.157 | 26.21 | 384 | 1.000 | bicubic | -45.390 | -33.647 | -29 |
95 | dm_nfnet_f4 | 50.903 | 49.097 | 65.557 | 34.443 | 316.07 | 512 | 0.951 | bicubic | -45.877 | -34.053 | -52 |
96 | tf_efficientnet_b1_ns | 50.880 | 49.120 | 67.923 | 32.077 | 7.79 | 240 | 0.882 | bicubic | -43.980 | -31.327 | +139 |
97 | volo_d2_384 | 50.880 | 49.120 | 65.633 | 34.367 | 58.87 | 384 | 1.000 | bicubic | -45.830 | -33.967 | -49 |
98 | xcit_small_24_p16_224_dist | 50.737 | 49.263 | 65.010 | 34.990 | 47.67 | 224 | 1.000 | bicubic | -45.063 | -34.330 | +37 |
99 | tf_efficientnetv2_m | 50.553 | 49.447 | 66.007 | 33.993 | 54.14 | 480 | 1.000 | bicubic | -45.987 | -33.563 | -38 |
100 | xcit_small_12_p16_384_dist | 50.527 | 49.473 | 65.303 | 34.697 | 26.25 | 384 | 1.000 | bicubic | -45.803 | -34.187 | -17 |
101 | efficientnet_b4 | 50.503 | 49.497 | 65.717 | 34.283 | 19.34 | 384 | 1.000 | bicubic | -45.027 | -33.683 | +61 |
102 | volo_d1_384 | 50.473 | 49.527 | 64.920 | 35.080 | 26.78 | 384 | 1.000 | bicubic | -45.997 | -34.630 | -35 |
103 | xcit_small_12_p8_224_dist | 50.443 | 49.557 | 65.430 | 34.570 | 26.21 | 224 | 1.000 | bicubic | -45.517 | -33.990 | +18 |
104 | resnetv2_101x3_bitm | 50.400 | 49.600 | 67.790 | 32.210 | 387.93 | 448 | 1.000 | bilinear | -45.850 | -31.790 | -12 |
105 | regnetz_040h | 50.333 | 49.667 | 65.623 | 34.377 | 28.94 | 320 | 1.000 | bicubic | -45.997 | -33.897 | -23 |
106 | ssl_resnext101_32x16d | 50.250 | 49.750 | 66.017 | 33.983 | 194.03 | 224 | 0.875 | bilinear | -45.160 | -33.393 | +68 |
107 | cait_s24_224 | 50.247 | 49.753 | 65.013 | 34.987 | 46.92 | 224 | 1.000 | bicubic | -45.403 | -34.257 | +45 |
108 | eca_nfnet_l2 | 50.233 | 49.767 | 65.453 | 34.547 | 56.72 | 384 | 1.000 | bicubic | -46.217 | -34.177 | -38 |
109 | vit_small_patch16_384 | 50.163 | 49.837 | 65.800 | 34.200 | 22.20 | 384 | 1.000 | bicubic | -45.817 | -33.790 | +10 |
110 | resnest269e | 50.153 | 49.847 | 64.670 | 35.330 | 110.93 | 416 | 0.928 | bicubic | -45.967 | -34.850 | -8 |
111 | deit_base_distilled_patch16_224 | 50.060 | 49.940 | 66.227 | 33.773 | 87.34 | 224 | 0.900 | bicubic | -45.690 | -33.053 | +27 |
112 | tf_efficientnet_b3_ap | 50.057 | 49.943 | 65.207 | 34.793 | 12.23 | 300 | 0.904 | bicubic | -44.913 | -33.903 | +106 |
113 | resnest200e | 49.870 | 50.130 | 64.743 | 35.257 | 70.20 | 320 | 0.909 | bicubic | -46.200 | -34.737 | -5 |
114 | volo_d2_224 | 49.813 | 50.187 | 64.590 | 35.410 | 58.68 | 224 | 0.960 | bicubic | -46.607 | -34.910 | -40 |
115 | xception65 | 49.760 | 50.240 | 63.527 | 36.473 | 39.92 | 299 | 0.940 | bicubic | -45.930 | -35.783 | +34 |
116 | convnext_small | 49.570 | 50.430 | 64.833 | 35.167 | 50.22 | 224 | 0.875 | bicubic | -46.040 | -34.427 | +38 |
117 | cait_xs24_384 | 49.527 | 50.473 | 64.903 | 35.097 | 26.67 | 384 | 1.000 | bicubic | -46.483 | -34.527 | -1 |
118 | tf_efficientnet_b5 | 49.520 | 50.480 | 65.650 | 34.350 | 30.39 | 456 | 0.934 | bicubic | -46.460 | -33.800 | 0 |
119 | resnetv2_152x2_bit_teacher | 49.480 | 50.520 | 65.613 | 34.387 | 236.34 | 224 | 0.875 | bicubic | -46.270 | -33.817 | +21 |
120 | resnet200d | 49.477 | 50.523 | 64.327 | 35.673 | 64.69 | 320 | 1.000 | bicubic | -46.633 | -35.133 | -17 |
121 | xcit_small_12_p16_224_dist | 49.420 | 50.580 | 63.850 | 36.150 | 26.25 | 224 | 1.000 | bicubic | -46.320 | -35.450 | +20 |
122 | resnest101e | 49.367 | 50.633 | 65.593 | 34.407 | 48.28 | 256 | 0.875 | bilinear | -46.193 | -33.677 | +37 |
123 | regnetz_040 | 49.283 | 50.717 | 64.063 | 35.937 | 27.12 | 320 | 1.000 | bicubic | -46.897 | -35.447 | -25 |
124 | seresnet152d | 49.250 | 50.750 | 64.173 | 35.827 | 66.84 | 320 | 1.000 | bicubic | -47.060 | -35.337 | -39 |
125 | resnet152d | 49.247 | 50.753 | 64.410 | 35.590 | 60.21 | 320 | 1.000 | bicubic | -46.623 | -35.020 | +4 |
126 | vit_base_patch32_224 | 49.247 | 50.753 | 64.340 | 35.660 | 88.22 | 224 | 0.900 | bicubic | -45.143 | -34.720 | +161 |
127 | xcit_large_24_p8_224 | 49.243 | 50.757 | 62.843 | 37.157 | 188.93 | 224 | 1.000 | bicubic | -46.837 | -36.697 | -22 |
128 | ssl_resnext101_32x8d | 49.097 | 50.903 | 65.483 | 34.517 | 88.79 | 224 | 0.875 | bilinear | -46.233 | -33.827 | +54 |
129 | resmlp_big_24_distilled_224 | 49.093 | 50.907 | 65.470 | 34.530 | 129.14 | 224 | 0.875 | bicubic | -46.777 | -33.970 | -1 |
130 | volo_d1_224 | 48.970 | 51.030 | 63.183 | 36.817 | 26.63 | 224 | 0.960 | bicubic | -47.060 | -36.207 | -16 |
131 | repvgg_b3 | 48.927 | 51.073 | 64.880 | 35.120 | 123.09 | 224 | 0.875 | bilinear | -45.633 | -34.030 | +141 |
132 | resnetrs420 | 48.860 | 51.140 | 63.420 | 36.580 | 191.89 | 416 | 1.000 | bicubic | -47.540 | -36.120 | -57 |
133 | efficientnetv2_rw_s | 48.597 | 51.403 | 63.840 | 36.160 | 23.94 | 384 | 1.000 | bicubic | -47.103 | -35.540 | +14 |
134 | regnetz_d32 | 48.593 | 51.407 | 65.193 | 34.807 | 27.58 | 320 | 0.950 | bicubic | -47.267 | -34.237 | -3 |
135 | efficientnet_b3 | 48.563 | 51.437 | 64.250 | 35.750 | 12.23 | 320 | 1.000 | bicubic | -46.577 | -34.960 | +60 |
136 | ecaresnet101d | 48.543 | 51.457 | 64.103 | 35.897 | 44.57 | 224 | 0.875 | bicubic | -46.617 | -35.127 | +56 |
137 | dm_nfnet_f2 | 48.377 | 51.623 | 63.237 | 36.763 | 193.78 | 352 | 0.920 | bicubic | -48.083 | -36.373 | -68 |
138 | vit_small_r26_s32_224 | 48.367 | 51.633 | 63.803 | 36.197 | 36.43 | 224 | 0.900 | bicubic | -46.763 | -35.397 | +58 |
139 | repvgg_b3g4 | 48.313 | 51.687 | 64.793 | 35.207 | 83.83 | 224 | 0.875 | bilinear | -46.187 | -34.227 | +140 |
140 | vit_large_patch32_384 | 48.250 | 51.750 | 61.823 | 38.177 | 306.63 | 384 | 1.000 | bicubic | -46.990 | -37.497 | +46 |
141 | convit_base | 48.227 | 51.773 | 63.000 | 37.000 | 86.54 | 224 | 0.875 | bicubic | -46.873 | -36.140 | +62 |
142 | swin_s3_base_224 | 48.140 | 51.860 | 62.270 | 37.730 | 71.13 | 224 | 0.900 | bicubic | -47.900 | -37.080 | -30 |
143 | resnetrs350 | 48.060 | 51.940 | 62.650 | 37.350 | 163.96 | 384 | 1.000 | bicubic | -48.180 | -36.820 | -50 |
144 | regnetz_d8 | 48.013 | 51.987 | 64.420 | 35.580 | 23.37 | 320 | 1.000 | bicubic | -47.997 | -35.100 | -27 |
145 | twins_svt_large | 47.947 | 52.053 | 62.903 | 37.097 | 99.27 | 224 | 0.900 | bicubic | -47.773 | -36.467 | 0 |
146 | repvgg_b2g4 | 47.797 | 52.203 | 64.380 | 35.620 | 61.76 | 224 | 0.875 | bilinear | -46.013 | -34.550 | +205 |
147 | mixer_b16_224_miil | 47.790 | 52.210 | 63.400 | 36.600 | 59.88 | 224 | 0.875 | bilinear | -47.090 | -35.680 | +85 |
148 | seresnext101_32x8d | 47.657 | 52.343 | 61.443 | 38.557 | 93.57 | 288 | 1.000 | bicubic | -48.473 | -37.917 | -47 |
149 | eca_nfnet_l1 | 47.647 | 52.353 | 62.763 | 37.237 | 41.41 | 320 | 1.000 | bicubic | -48.283 | -36.727 | -25 |
150 | resnetv2_50x3_bitm | 47.593 | 52.407 | 65.603 | 34.397 | 217.32 | 448 | 1.000 | bilinear | -48.677 | -34.027 | -60 |
151 | pit_s_distilled_224 | 47.550 | 52.450 | 63.497 | 36.503 | 24.04 | 224 | 0.900 | bicubic | -47.190 | -35.683 | +93 |
152 | resnest50d_4s2x40d | 47.483 | 52.517 | 63.810 | 36.190 | 30.42 | 224 | 0.875 | bicubic | -47.227 | -35.330 | +99 |
153 | efficientnet_b3_pruned | 47.450 | 52.550 | 62.800 | 37.200 | 9.86 | 300 | 0.904 | bicubic | -47.130 | -36.270 | +115 |
154 | crossvit_18_dagger_408 | 47.383 | 52.617 | 60.940 | 39.060 | 44.61 | 408 | 1.000 | bicubic | -48.757 | -38.530 | -54 |
155 | xcit_small_24_p8_224 | 47.293 | 52.707 | 60.980 | 39.020 | 47.63 | 224 | 1.000 | bicubic | -48.617 | -38.200 | -30 |
156 | tresnet_m | 47.223 | 52.777 | 62.000 | 38.000 | 31.39 | 224 | 0.875 | bilinear | -48.157 | -37.150 | +23 |
157 | tf_efficientnet_b6 | 47.210 | 52.790 | 63.117 | 36.883 | 43.04 | 528 | 0.942 | bicubic | -49.080 | -36.403 | -70 |
158 | convnext_tiny | 47.180 | 52.820 | 63.217 | 36.783 | 28.59 | 224 | 0.875 | bicubic | -47.780 | -35.983 | +61 |
159 | ssl_resnext101_32x4d | 47.167 | 52.833 | 63.380 | 36.620 | 44.18 | 224 | 0.875 | bilinear | -47.993 | -35.930 | +34 |
160 | resnetrs270 | 47.107 | 52.893 | 62.007 | 37.993 | 129.86 | 352 | 1.000 | bicubic | -48.953 | -37.473 | -51 |
161 | regnetz_d8_evos | 47.080 | 52.920 | 63.390 | 36.610 | 23.46 | 320 | 0.950 | bicubic | -49.140 | -36.100 | -65 |
162 | tf_efficientnet_b4 | 47.077 | 52.923 | 62.867 | 37.133 | 19.34 | 380 | 0.922 | bicubic | -48.513 | -36.463 | -6 |
163 | xcit_small_12_p8_224 | 46.983 | 53.017 | 60.527 | 39.473 | 26.21 | 224 | 1.000 | bicubic | -48.437 | -38.673 | +10 |
164 | xcit_large_24_p16_224 | 46.957 | 53.043 | 60.667 | 39.333 | 189.10 | 224 | 1.000 | bicubic | -47.993 | -38.163 | +59 |
165 | convnext_tiny_hnf | 46.940 | 53.060 | 61.203 | 38.797 | 28.59 | 224 | 0.950 | bicubic | -47.830 | -37.957 | +76 |
166 | xception65p | 46.930 | 53.070 | 61.083 | 38.917 | 39.82 | 299 | 0.940 | bicubic | -48.720 | -38.307 | -16 |
167 | resnet101d | 46.897 | 53.103 | 62.323 | 37.677 | 44.57 | 320 | 1.000 | bicubic | -48.853 | -37.117 | -28 |
168 | resnet152 | 46.793 | 53.207 | 60.420 | 39.580 | 60.19 | 224 | 0.950 | bicubic | -48.777 | -38.850 | -11 |
169 | gluon_seresnext101_64x4d | 46.670 | 53.330 | 61.297 | 38.703 | 88.23 | 224 | 0.875 | bicubic | -47.990 | -37.683 | +86 |
170 | twins_pcpvt_large | 46.630 | 53.370 | 62.243 | 37.757 | 60.99 | 224 | 0.900 | bicubic | -49.090 | -37.247 | -26 |
171 | dm_nfnet_f1 | 46.547 | 53.453 | 61.403 | 38.597 | 132.63 | 320 | 0.910 | bicubic | -49.833 | -38.067 | -95 |
172 | regnetv_064 | 46.483 | 53.517 | 62.253 | 37.747 | 30.58 | 288 | 1.000 | bicubic | -49.287 | -37.167 | -35 |
173 | xcit_medium_24_p8_224 | 46.473 | 53.527 | 59.647 | 40.353 | 84.32 | 224 | 1.000 | bicubic | -49.397 | -39.433 | -43 |
174 | crossvit_15_dagger_408 | 46.457 | 53.543 | 60.473 | 39.527 | 28.50 | 408 | 1.000 | bicubic | -49.363 | -38.837 | -40 |
175 | resnetrs200 | 46.430 | 53.570 | 61.067 | 38.933 | 93.21 | 320 | 1.000 | bicubic | -49.910 | -38.483 | -95 |
176 | swin_s3_small_224 | 46.390 | 53.610 | 60.893 | 39.107 | 49.74 | 224 | 0.900 | bicubic | -49.440 | -38.307 | -43 |
177 | fbnetv3_g | 46.333 | 53.667 | 62.407 | 37.593 | 16.62 | 288 | 0.950 | bilinear | -48.797 | -36.513 | +22 |
178 | tresnet_xl | 46.277 | 53.723 | 61.947 | 38.053 | 78.44 | 224 | 0.875 | bilinear | -48.783 | -37.313 | +33 |
179 | xcit_tiny_24_p8_384_dist | 46.257 | 53.743 | 60.710 | 39.290 | 12.11 | 384 | 1.000 | bicubic | -49.973 | -38.730 | -84 |
180 | xcit_tiny_24_p8_224_dist | 46.250 | 53.750 | 60.597 | 39.403 | 12.11 | 224 | 1.000 | bicubic | -49.210 | -38.793 | -10 |
181 | gernet_m | 46.177 | 53.823 | 62.690 | 37.310 | 21.14 | 224 | 0.875 | bilinear | -48.373 | -36.240 | +92 |
182 | deit_small_distilled_patch16_224 | 46.170 | 53.830 | 62.407 | 37.593 | 22.44 | 224 | 0.900 | bicubic | -48.430 | -36.693 | +81 |
183 | regnety_160 | 46.163 | 53.837 | 61.843 | 38.157 | 83.59 | 288 | 1.000 | bicubic | -49.717 | -37.717 | -56 |
184 | crossvit_base_240 | 46.133 | 53.867 | 60.227 | 39.773 | 105.03 | 240 | 0.875 | bicubic | -48.937 | -39.063 | +25 |
185 | resnest50d_1s4x24d | 46.080 | 53.920 | 62.370 | 37.630 | 25.68 | 224 | 0.875 | bicubic | -48.300 | -36.450 | +103 |
186 | tf_efficientnet_b0_ns | 46.053 | 53.947 | 63.243 | 36.757 | 5.29 | 224 | 0.875 | bicubic | -47.687 | -35.737 | +175 |
187 | jx_nest_base | 46.043 | 53.957 | 60.103 | 39.897 | 67.72 | 224 | 0.875 | bicubic | -49.497 | -39.197 | -27 |
188 | resnet51q | 46.030 | 53.970 | 60.907 | 39.093 | 35.70 | 288 | 1.000 | bilinear | -49.170 | -38.483 | +2 |
189 | vit_small_patch16_224 | 46.003 | 53.997 | 61.823 | 38.177 | 22.05 | 224 | 0.900 | bicubic | -48.877 | -37.447 | +44 |
190 | regnety_080 | 45.953 | 54.047 | 60.867 | 39.133 | 39.18 | 288 | 1.000 | bicubic | -49.897 | -38.573 | -58 |
191 | resnest50d | 45.940 | 54.060 | 62.637 | 37.363 | 27.48 | 224 | 0.875 | bilinear | -48.680 | -36.343 | +68 |
192 | crossvit_18_240 | 45.897 | 54.103 | 60.373 | 39.627 | 43.27 | 240 | 0.875 | bicubic | -49.173 | -38.847 | +18 |
193 | regnety_032 | 45.893 | 54.107 | 61.540 | 38.460 | 19.44 | 288 | 1.000 | bicubic | -49.587 | -37.780 | -26 |
194 | twins_pcpvt_base | 45.890 | 54.110 | 61.343 | 38.657 | 43.83 | 224 | 0.900 | bicubic | -49.570 | -38.017 | -23 |
195 | twins_svt_base | 45.873 | 54.127 | 60.967 | 39.033 | 56.07 | 224 | 0.900 | bicubic | -49.697 | -38.263 | -37 |
196 | levit_384 | 45.870 | 54.130 | 61.700 | 38.300 | 39.13 | 224 | 0.900 | bicubic | -49.340 | -37.460 | -8 |
197 | crossvit_18_dagger_240 | 45.857 | 54.143 | 59.923 | 40.077 | 44.27 | 240 | 0.875 | bicubic | -49.333 | -39.197 | -6 |
198 | crossvit_15_dagger_240 | 45.693 | 54.307 | 60.087 | 39.913 | 28.21 | 240 | 0.875 | bicubic | -49.287 | -39.073 | +18 |
199 | regnetz_c16 | 45.690 | 54.310 | 62.517 | 37.483 | 13.46 | 320 | 0.940 | bicubic | -49.710 | -36.793 | -24 |
200 | convmixer_1536_20 | 45.660 | 54.340 | 61.767 | 38.233 | 51.63 | 224 | 0.960 | bicubic | -49.310 | -37.403 | +17 |
201 | gc_efficientnetv2_rw_t | 45.650 | 54.350 | 60.197 | 39.803 | 13.68 | 288 | 1.000 | bicubic | -49.630 | -39.023 | -17 |
202 | efficientnetv2_rw_t | 45.603 | 54.397 | 60.183 | 39.817 | 13.65 | 288 | 1.000 | bicubic | -49.467 | -38.797 | +6 |
203 | gluon_seresnext101_32x4d | 45.597 | 54.403 | 61.150 | 38.850 | 48.96 | 224 | 0.875 | bicubic | -48.853 | -37.940 | +78 |
204 | xcit_tiny_24_p16_384_dist | 45.577 | 54.423 | 60.510 | 39.490 | 12.12 | 384 | 1.000 | bicubic | -49.903 | -38.850 | -35 |
205 | xcit_small_24_p16_224 | 45.540 | 54.460 | 58.910 | 41.090 | 47.67 | 224 | 1.000 | bicubic | -49.540 | -40.150 | +1 |
206 | xcit_medium_24_p16_224 | 45.530 | 54.470 | 59.000 | 41.000 | 84.40 | 224 | 1.000 | bicubic | -49.600 | -40.120 | -9 |
207 | dm_nfnet_f0 | 45.470 | 54.530 | 60.987 | 39.013 | 71.49 | 256 | 0.900 | bicubic | -50.220 | -38.343 | -59 |
208 | resnext101_64x4d | 45.457 | 54.543 | 59.043 | 40.957 | 83.46 | 288 | 1.000 | bicubic | -50.083 | -40.247 | -47 |
209 | gluon_resnet152_v1d | 45.437 | 54.563 | 60.073 | 39.927 | 60.21 | 224 | 0.875 | bicubic | -49.003 | -38.937 | +73 |
210 | nfnet_l0 | 45.417 | 54.583 | 62.080 | 37.920 | 35.07 | 288 | 1.000 | bicubic | -49.973 | -37.340 | -33 |
211 | ssl_resnext50_32x4d | 45.407 | 54.593 | 62.030 | 37.970 | 25.03 | 224 | 0.875 | bilinear | -49.293 | -37.210 | +41 |
212 | resnetv2_50x1_bit_distilled | 45.397 | 54.603 | 62.297 | 37.703 | 25.55 | 224 | 0.875 | bicubic | -49.993 | -37.133 | -34 |
213 | xcit_small_12_p16_224 | 45.387 | 54.613 | 59.423 | 40.577 | 26.25 | 224 | 1.000 | bicubic | -49.433 | -39.637 | +23 |
214 | jx_nest_small | 45.357 | 54.643 | 59.010 | 40.990 | 38.35 | 224 | 0.875 | bicubic | -50.173 | -40.200 | -51 |
215 | resnet61q | 45.287 | 54.713 | 59.407 | 40.593 | 36.85 | 288 | 1.000 | bicubic | -49.823 | -39.673 | -13 |
216 | tresnet_xl_448 | 45.230 | 54.770 | 61.440 | 38.560 | 78.44 | 448 | 0.875 | bilinear | -50.280 | -37.900 | -51 |
217 | nasnetalarge | 45.210 | 54.790 | 57.880 | 42.120 | 88.75 | 331 | 0.911 | bicubic | -49.940 | -41.250 | -23 |
218 | convit_small | 45.203 | 54.797 | 60.493 | 39.507 | 27.78 | 224 | 0.875 | bicubic | -49.717 | -38.607 | +9 |
219 | swin_small_patch4_window7_224 | 45.163 | 54.837 | 60.323 | 39.677 | 49.61 | 224 | 0.900 | bicubic | -50.557 | -38.967 | -76 |
220 | tf_efficientnet_b3 | 45.110 | 54.890 | 60.643 | 39.357 | 12.23 | 300 | 0.904 | bicubic | -49.800 | -38.517 | +8 |
221 | resnet101 | 45.080 | 54.920 | 59.590 | 40.410 | 44.55 | 224 | 0.950 | bicubic | -49.880 | -39.490 | -1 |
222 | rexnet_200 | 45.050 | 54.950 | 62.303 | 37.697 | 16.37 | 224 | 0.875 | bicubic | -49.610 | -36.787 | +34 |
223 | resnetrs152 | 44.950 | 55.050 | 59.713 | 40.287 | 86.62 | 320 | 1.000 | bicubic | -51.010 | -39.667 | -103 |
224 | resnetv2_101 | 44.933 | 55.067 | 58.847 | 41.153 | 44.54 | 224 | 0.950 | bicubic | -49.997 | -40.353 | +1 |
225 | ecaresnetlight | 44.890 | 55.110 | 60.783 | 39.217 | 30.16 | 224 | 0.875 | bicubic | -49.250 | -38.167 | +90 |
226 | deit_base_patch16_224 | 44.873 | 55.127 | 59.187 | 40.813 | 86.57 | 224 | 0.900 | bicubic | -50.137 | -39.793 | -13 |
227 | cait_xxs36_384 | 44.767 | 55.233 | 59.377 | 40.623 | 17.37 | 384 | 1.000 | bicubic | -50.463 | -39.953 | -40 |
228 | deit_base_patch16_384 | 44.767 | 55.233 | 59.623 | 40.377 | 86.86 | 384 | 1.000 | bicubic | -50.883 | -39.617 | -77 |
229 | resmlp_36_distilled_224 | 44.760 | 55.240 | 61.067 | 38.933 | 44.69 | 224 | 0.875 | bicubic | -49.790 | -38.093 | +45 |
230 | gernet_l | 44.740 | 55.260 | 58.950 | 41.050 | 31.08 | 256 | 0.875 | bilinear | -50.190 | -40.180 | -4 |
231 | xcit_tiny_24_p16_224_dist | 44.720 | 55.280 | 59.403 | 40.597 | 12.12 | 224 | 1.000 | bicubic | -49.500 | -39.557 | +76 |
232 | resmlp_24_distilled_224 | 44.707 | 55.293 | 61.457 | 38.543 | 30.02 | 224 | 0.875 | bicubic | -49.633 | -37.633 | +63 |
233 | tf_efficientnet_b2_ap | 44.703 | 55.297 | 60.680 | 39.320 | 9.11 | 260 | 0.890 | bicubic | -49.567 | -38.250 | +67 |
234 | gmlp_s16_224 | 44.477 | 55.523 | 58.630 | 41.370 | 19.42 | 224 | 0.875 | bicubic | -49.033 | -40.150 | +159 |
235 | ens_adv_inception_resnet_v2 | 44.393 | 55.607 | 58.123 | 41.877 | 55.84 | 299 | 0.897 | bicubic | -49.737 | -40.667 | +81 |
236 | tresnet_l | 44.363 | 55.637 | 59.943 | 40.057 | 55.99 | 224 | 0.875 | bilinear | -50.537 | -39.087 | -6 |
237 | gluon_resnext101_32x4d | 44.297 | 55.703 | 59.087 | 40.913 | 44.18 | 224 | 0.875 | bicubic | -49.823 | -39.883 | +81 |
238 | poolformer_m48 | 44.267 | 55.733 | 59.300 | 40.700 | 73.47 | 224 | 0.950 | bicubic | -50.863 | -39.920 | -40 |
239 | wide_resnet50_2 | 44.177 | 55.823 | 59.697 | 40.303 | 68.88 | 224 | 0.875 | bicubic | -50.483 | -39.353 | +18 |
240 | regnetz_c16_evos | 44.153 | 55.847 | 61.057 | 38.943 | 13.49 | 320 | 0.950 | bicubic | -51.477 | -38.363 | -87 |
241 | cspresnext50 | 44.147 | 55.853 | 60.537 | 39.463 | 20.57 | 224 | 0.875 | bilinear | -49.633 | -38.303 | +115 |
242 | resnetv2_101x1_bitm | 44.117 | 55.883 | 61.977 | 38.023 | 44.54 | 448 | 1.000 | bilinear | -51.203 | -37.393 | -60 |
243 | crossvit_15_240 | 44.117 | 55.883 | 59.137 | 40.863 | 27.53 | 240 | 0.875 | bicubic | -50.593 | -39.933 | +6 |
244 | seresnext50_32x4d | 44.107 | 55.893 | 59.483 | 40.517 | 27.56 | 224 | 0.875 | bicubic | -50.693 | -39.647 | -7 |
245 | gluon_resnet152_v1s | 44.070 | 55.930 | 58.707 | 41.293 | 60.32 | 224 | 0.875 | bicubic | -50.650 | -40.353 | +2 |
246 | pit_b_224 | 44.067 | 55.933 | 58.030 | 41.970 | 73.76 | 224 | 0.900 | bicubic | -50.723 | -40.790 | -8 |
247 | poolformer_m36 | 44.030 | 55.970 | 59.067 | 40.933 | 56.17 | 224 | 0.950 | bicubic | -50.980 | -40.033 | -32 |
248 | ssl_resnet50 | 44.023 | 55.977 | 61.907 | 38.093 | 25.56 | 224 | 0.875 | bilinear | -50.287 | -36.683 | +49 |
249 | inception_resnet_v2 | 44.003 | 55.997 | 57.913 | 42.087 | 55.84 | 299 | 0.897 | bicubic | -50.337 | -40.887 | +45 |
250 | pnasnet5large | 43.953 | 56.047 | 56.723 | 43.277 | 86.06 | 331 | 0.911 | bicubic | -51.407 | -42.407 | -70 |
251 | pit_s_224 | 43.897 | 56.103 | 58.633 | 41.367 | 23.46 | 224 | 0.900 | bicubic | -50.693 | -40.287 | +15 |
252 | gluon_resnext101_64x4d | 43.887 | 56.113 | 58.700 | 41.300 | 83.46 | 224 | 0.875 | bicubic | -50.463 | -40.180 | +41 |
253 | coat_lite_small | 43.820 | 56.180 | 57.137 | 42.863 | 19.84 | 224 | 0.900 | bicubic | -51.260 | -41.893 | -48 |
254 | regnetv_040 | 43.787 | 56.213 | 58.467 | 41.533 | 20.64 | 288 | 1.000 | bicubic | -51.943 | -40.913 | -112 |
255 | tnt_s_patch16_224 | 43.777 | 56.223 | 59.207 | 40.793 | 23.76 | 224 | 0.900 | bicubic | -50.803 | -39.973 | +14 |
256 | cait_xxs36_224 | 43.767 | 56.233 | 58.733 | 41.267 | 17.30 | 224 | 1.000 | bicubic | -50.163 | -40.147 | +79 |
257 | ecaresnet50d | 43.750 | 56.250 | 60.377 | 39.623 | 25.58 | 224 | 0.875 | bicubic | -50.450 | -38.643 | +52 |
258 | ecaresnet101d_pruned | 43.733 | 56.267 | 59.603 | 40.397 | 24.88 | 224 | 0.875 | bicubic | -50.717 | -39.497 | +22 |
259 | swin_s3_tiny_224 | 43.710 | 56.290 | 59.500 | 40.500 | 28.33 | 224 | 0.900 | bicubic | -51.200 | -39.610 | -30 |
260 | tf_efficientnetv2_s | 43.703 | 56.297 | 58.597 | 41.403 | 21.46 | 384 | 1.000 | bicubic | -52.007 | -40.803 | -114 |
261 | rexnet_150 | 43.693 | 56.307 | 60.890 | 39.110 | 9.73 | 224 | 0.875 | bicubic | -50.567 | -38.190 | +43 |
262 | pit_xs_distilled_224 | 43.660 | 56.340 | 60.710 | 39.290 | 11.00 | 224 | 0.900 | bicubic | -49.580 | -38.040 | +156 |
263 | xcit_tiny_12_p8_224_dist | 43.640 | 56.360 | 58.467 | 41.533 | 6.71 | 224 | 1.000 | bicubic | -51.090 | -40.633 | -18 |
264 | crossvit_small_240 | 43.467 | 56.533 | 58.947 | 41.053 | 26.86 | 240 | 0.875 | bicubic | -51.113 | -40.173 | +3 |
265 | gluon_resnet101_v1d | 43.433 | 56.567 | 58.617 | 41.383 | 44.57 | 224 | 0.875 | bicubic | -50.737 | -40.323 | +47 |
266 | ecaresnet50t | 43.413 | 56.587 | 59.300 | 40.700 | 25.57 | 320 | 0.950 | bicubic | -51.657 | -39.820 | -59 |
267 | gluon_resnet101_v1s | 43.363 | 56.637 | 58.513 | 41.487 | 44.67 | 224 | 0.875 | bicubic | -50.807 | -40.497 | +46 |
268 | cspdarknet53 | 43.360 | 56.640 | 59.433 | 40.567 | 27.64 | 256 | 0.887 | bilinear | -50.730 | -39.547 | +52 |
269 | xcit_tiny_24_p8_224 | 43.307 | 56.693 | 57.277 | 42.723 | 12.11 | 224 | 1.000 | bicubic | -51.583 | -41.913 | -38 |
270 | xcit_tiny_12_p8_384_dist | 43.303 | 56.697 | 58.180 | 41.820 | 6.71 | 384 | 1.000 | bicubic | -52.037 | -41.160 | -89 |
271 | dpn68b | 43.277 | 56.723 | 58.673 | 41.327 | 12.61 | 224 | 0.875 | bicubic | -50.343 | -40.027 | +106 |
272 | convmixer_768_32 | 43.267 | 56.733 | 59.367 | 40.633 | 21.11 | 224 | 0.960 | bicubic | -51.163 | -39.743 | +11 |
273 | visformer_small | 43.260 | 56.740 | 57.977 | 42.023 | 40.22 | 224 | 0.900 | bicubic | -51.700 | -41.233 | -52 |
274 | eca_nfnet_l0 | 43.237 | 56.763 | 59.910 | 40.090 | 24.14 | 288 | 1.000 | bicubic | -52.213 | -39.480 | -102 |
275 | regnety_064 | 43.223 | 56.777 | 57.227 | 42.773 | 30.58 | 288 | 1.000 | bicubic | -52.567 | -42.063 | -139 |
276 | resnest26d | 43.143 | 56.857 | 60.633 | 39.367 | 17.07 | 224 | 0.875 | bilinear | -50.097 | -38.187 | +140 |
277 | vit_small_patch32_384 | 43.140 | 56.860 | 59.303 | 40.697 | 22.92 | 384 | 1.000 | bicubic | -51.460 | -39.837 | -12 |
278 | twins_pcpvt_small | 43.087 | 56.913 | 58.877 | 41.123 | 24.11 | 224 | 0.900 | bicubic | -51.513 | -40.273 | -14 |
279 | resmlp_36_224 | 43.047 | 56.953 | 59.313 | 40.687 | 44.69 | 224 | 0.875 | bicubic | -50.603 | -39.377 | +92 |
280 | cspresnet50 | 43.040 | 56.960 | 59.147 | 40.853 | 21.62 | 256 | 0.887 | bilinear | -50.820 | -39.713 | +63 |
281 | dpn131 | 43.037 | 56.963 | 57.430 | 42.570 | 79.25 | 224 | 0.875 | bicubic | -50.713 | -41.400 | +78 |
282 | tf_efficientnet_lite4 | 42.970 | 57.030 | 57.643 | 42.357 | 13.01 | 380 | 0.920 | bilinear | -51.900 | -41.447 | -48 |
283 | twins_svt_small | 42.927 | 57.073 | 58.467 | 41.533 | 24.06 | 224 | 0.900 | bicubic | -51.843 | -40.613 | -41 |
284 | gluon_resnet152_v1b | 42.897 | 57.103 | 57.733 | 42.267 | 60.19 | 224 | 0.875 | bicubic | -51.133 | -41.017 | +41 |
285 | fbnetv3_d | 42.883 | 57.117 | 59.693 | 40.307 | 10.31 | 256 | 0.950 | bilinear | -50.957 | -39.217 | +61 |
286 | dpn107 | 42.863 | 57.137 | 57.373 | 42.627 | 86.92 | 224 | 0.875 | bicubic | -51.097 | -41.457 | +46 |
287 | levit_256 | 42.820 | 57.180 | 57.907 | 42.093 | 18.89 | 224 | 0.900 | bicubic | -51.580 | -41.153 | -2 |
288 | gluon_resnet152_v1c | 42.810 | 57.190 | 57.733 | 42.267 | 60.21 | 224 | 0.875 | bicubic | -51.080 | -41.067 | +50 |
289 | tf_efficientnet_b1_ap | 42.807 | 57.193 | 58.813 | 41.187 | 7.79 | 240 | 0.882 | bicubic | -50.823 | -39.987 | +87 |
290 | gcresnet50t | 42.790 | 57.210 | 59.180 | 40.820 | 25.90 | 256 | 0.900 | bicubic | -51.830 | -39.940 | -28 |
291 | gluon_xception65 | 42.787 | 57.213 | 58.817 | 41.183 | 39.92 | 299 | 0.903 | bicubic | -51.223 | -40.203 | +37 |
292 | tresnet_l_448 | 42.743 | 57.257 | 58.947 | 41.053 | 55.99 | 448 | 0.875 | bilinear | -52.657 | -40.353 | -116 |
293 | resnet50d | 42.713 | 57.287 | 58.683 | 41.317 | 25.58 | 224 | 0.875 | bicubic | -51.357 | -40.237 | +30 |
294 | gluon_seresnext50_32x4d | 42.683 | 57.317 | 58.687 | 41.313 | 27.56 | 224 | 0.875 | bicubic | -51.487 | -40.223 | +20 |
295 | xcit_tiny_12_p16_384_dist | 42.587 | 57.413 | 58.080 | 41.920 | 6.72 | 384 | 1.000 | bicubic | -51.943 | -41.090 | -20 |
296 | regnety_040 | 42.580 | 57.420 | 57.027 | 42.973 | 20.65 | 288 | 1.000 | bicubic | -52.900 | -42.393 | -128 |
297 | resnext101_32x8d | 42.570 | 57.430 | 58.293 | 41.707 | 88.79 | 224 | 0.875 | bilinear | -51.200 | -40.657 | +60 |
298 | seresnet50 | 42.513 | 57.487 | 58.680 | 41.320 | 28.09 | 224 | 0.875 | bicubic | -51.567 | -40.270 | +24 |
299 | nf_resnet50 | 42.507 | 57.493 | 59.530 | 40.470 | 25.56 | 288 | 0.940 | bicubic | -51.883 | -39.540 | -13 |
300 | resnetrs101 | 42.443 | 57.557 | 57.287 | 42.713 | 63.62 | 288 | 0.940 | bicubic | -52.807 | -41.923 | -115 |
301 | jx_nest_tiny | 42.320 | 57.680 | 57.047 | 42.953 | 17.06 | 224 | 0.875 | bicubic | -52.630 | -42.053 | -79 |
302 | poolformer_s36 | 42.320 | 57.680 | 58.750 | 41.250 | 30.86 | 224 | 0.900 | bicubic | -52.300 | -40.280 | -41 |
303 | tf_efficientnetv2_b3 | 42.320 | 57.680 | 57.937 | 42.063 | 14.36 | 300 | 0.904 | bicubic | -52.800 | -41.293 | -103 |
304 | convmixer_1024_20_ks9_p14 | 42.277 | 57.723 | 59.713 | 40.287 | 24.38 | 224 | 0.960 | bicubic | -50.073 | -38.707 | +179 |
305 | xcit_tiny_24_p16_224 | 42.277 | 57.723 | 56.827 | 43.173 | 12.12 | 224 | 1.000 | bicubic | -51.563 | -41.933 | +43 |
306 | deit_small_patch16_224 | 42.273 | 57.727 | 58.010 | 41.990 | 22.05 | 224 | 0.900 | bicubic | -51.707 | -40.950 | +25 |
307 | dpn98 | 42.273 | 57.727 | 56.877 | 43.123 | 61.57 | 224 | 0.875 | bicubic | -51.647 | -42.043 | +29 |
308 | tf_efficientnet_cc_b1_8e | 42.233 | 57.767 | 58.427 | 41.573 | 39.72 | 240 | 0.882 | bicubic | -51.337 | -40.263 | +78 |
309 | legacy_senet154 | 42.203 | 57.797 | 56.590 | 43.410 | 115.09 | 224 | 0.875 | bilinear | -52.527 | -42.590 | -63 |
310 | cait_xxs24_384 | 42.187 | 57.813 | 57.463 | 42.537 | 12.03 | 384 | 1.000 | bicubic | -52.753 | -41.667 | -86 |
311 | xception41p | 42.160 | 57.840 | 56.900 | 43.100 | 26.91 | 299 | 0.940 | bicubic | -52.900 | -42.250 | -99 |
312 | tf_efficientnet_b2 | 42.117 | 57.883 | 58.193 | 41.807 | 9.11 | 260 | 0.890 | bicubic | -52.093 | -40.837 | -4 |
313 | gluon_resnext50_32x4d | 42.040 | 57.960 | 57.670 | 42.330 | 25.03 | 224 | 0.875 | bicubic | -51.610 | -41.280 | +59 |
314 | resnext50_32x4d | 41.970 | 58.030 | 56.747 | 43.253 | 25.03 | 224 | 0.950 | bicubic | -52.600 | -41.903 | -44 |
315 | ecaresnet50d_pruned | 41.950 | 58.050 | 58.210 | 41.790 | 19.94 | 224 | 0.875 | bicubic | -51.870 | -40.790 | +34 |
316 | efficientnet_b2 | 41.930 | 58.070 | 58.297 | 41.703 | 9.11 | 288 | 1.000 | bicubic | -52.440 | -40.753 | -26 |
317 | xcit_tiny_12_p16_224_dist | 41.927 | 58.073 | 57.233 | 42.767 | 6.72 | 224 | 1.000 | bicubic | -51.423 | -41.507 | +93 |
318 | hrnet_w64 | 41.640 | 58.360 | 57.123 | 42.877 | 128.06 | 224 | 0.875 | bilinear | -52.200 | -41.807 | +29 |
319 | dla102x2 | 41.637 | 58.363 | 57.970 | 42.030 | 41.28 | 224 | 0.875 | bilinear | -52.363 | -41.060 | +11 |
320 | gluon_senet154 | 41.623 | 58.377 | 56.377 | 43.623 | 115.09 | 224 | 0.875 | bicubic | -53.087 | -42.593 | -71 |
321 | poolformer_s24 | 41.610 | 58.390 | 58.447 | 41.553 | 21.39 | 224 | 0.900 | bicubic | -52.720 | -40.613 | -25 |
322 | inception_v4 | 41.580 | 58.420 | 55.380 | 44.620 | 42.68 | 299 | 0.875 | bicubic | -52.800 | -43.690 | -33 |
323 | haloregnetz_b | 41.540 | 58.460 | 57.087 | 42.913 | 11.68 | 224 | 0.940 | bicubic | -52.980 | -41.883 | -47 |
324 | efficientnet_em | 41.497 | 58.503 | 58.870 | 41.130 | 6.90 | 240 | 0.882 | bicubic | -52.243 | -40.060 | +36 |
325 | tf_efficientnet_cc_b0_8e | 41.487 | 58.513 | 57.377 | 42.623 | 24.01 | 224 | 0.875 | bicubic | -51.383 | -41.083 | +121 |
326 | efficientnet_el | 41.487 | 58.513 | 58.310 | 41.690 | 10.59 | 300 | 0.904 | bicubic | -53.183 | -40.820 | -71 |
327 | halo2botnet50ts_256 | 41.467 | 58.533 | 56.200 | 43.800 | 22.64 | 256 | 0.950 | bicubic | -53.543 | -42.840 | -113 |
328 | swin_tiny_patch4_window7_224 | 41.460 | 58.540 | 57.303 | 42.697 | 28.29 | 224 | 0.900 | bicubic | -53.160 | -41.747 | -68 |
329 | resnetv2_50 | 41.390 | 58.610 | 56.750 | 43.250 | 25.55 | 224 | 0.950 | bicubic | -52.880 | -42.030 | -28 |
330 | cait_xxs24_224 | 41.380 | 58.620 | 57.523 | 42.477 | 11.96 | 224 | 1.000 | bicubic | -52.110 | -41.257 | +65 |
331 | tv_resnet152 | 41.337 | 58.663 | 57.527 | 42.473 | 60.19 | 224 | 0.875 | bilinear | -51.903 | -41.323 | +86 |
332 | xception71 | 41.277 | 58.723 | 55.880 | 44.120 | 42.34 | 299 | 0.903 | bicubic | -52.613 | -43.070 | +9 |
333 | dpn92 | 41.270 | 58.730 | 56.337 | 43.663 | 37.67 | 224 | 0.875 | bicubic | -52.910 | -42.593 | -23 |
334 | gcresnext50ts | 41.267 | 58.733 | 57.137 | 42.863 | 15.67 | 256 | 0.900 | bicubic | -53.143 | -41.853 | -51 |
335 | adv_inception_v3 | 41.267 | 58.733 | 56.317 | 43.683 | 23.83 | 299 | 0.875 | bicubic | -51.743 | -42.173 | +98 |
336 | gernet_s | 41.257 | 58.743 | 58.833 | 41.167 | 8.17 | 224 | 0.875 | bilinear | -51.183 | -39.667 | +141 |
337 | resnetv2_50d_evos | 41.133 | 58.867 | 56.047 | 43.953 | 25.59 | 288 | 0.950 | bicubic | -53.987 | -43.153 | -136 |
338 | resnetblur50 | 41.073 | 58.927 | 57.080 | 42.920 | 25.56 | 224 | 0.875 | bicubic | -52.637 | -41.730 | +27 |
339 | nf_regnet_b1 | 41.007 | 58.993 | 58.117 | 41.883 | 10.22 | 288 | 0.900 | bicubic | -52.873 | -40.623 | +3 |
340 | gluon_resnet50_v1d | 40.967 | 59.033 | 57.147 | 42.853 | 25.58 | 224 | 0.875 | bicubic | -52.563 | -41.563 | +49 |
341 | fbnetv3_b | 40.940 | 59.060 | 58.660 | 41.340 | 8.60 | 256 | 0.950 | bilinear | -52.700 | -40.100 | +33 |
342 | gluon_inception_v3 | 40.907 | 59.093 | 55.617 | 44.383 | 23.83 | 299 | 0.875 | bicubic | -52.633 | -43.213 | +46 |
343 | ese_vovnet39b | 40.870 | 59.130 | 56.943 | 43.057 | 24.57 | 224 | 0.875 | bicubic | -52.980 | -41.957 | +2 |
344 | levit_192 | 40.840 | 59.160 | 56.693 | 43.307 | 10.95 | 224 | 0.900 | bicubic | -52.870 | -42.107 | +20 |
345 | resnet34d | 40.810 | 59.190 | 56.533 | 43.467 | 21.82 | 224 | 0.875 | bicubic | -51.830 | -41.887 | +118 |
346 | regnety_320 | 40.803 | 59.197 | 56.110 | 43.890 | 145.05 | 224 | 0.875 | bicubic | -53.717 | -43.060 | -69 |
347 | resnetv2_50d_gn | 40.783 | 59.217 | 56.207 | 43.793 | 25.57 | 288 | 0.950 | bicubic | -54.317 | -42.853 | -143 |
348 | xception | 40.770 | 59.230 | 56.383 | 43.617 | 22.86 | 299 | 0.897 | bicubic | -52.870 | -42.527 | +25 |
349 | lamhalobotnet50ts_256 | 40.747 | 59.253 | 56.097 | 43.903 | 22.57 | 256 | 0.950 | bicubic | -54.033 | -42.883 | -110 |
350 | resnet50_gn | 40.737 | 59.263 | 55.743 | 44.257 | 25.56 | 224 | 0.940 | bicubic | -53.443 | -43.177 | -39 |
351 | skresnext50_32x4d | 40.690 | 59.310 | 56.023 | 43.977 | 27.48 | 224 | 0.875 | bicubic | -53.260 | -42.807 | -17 |
352 | hrnet_w40 | 40.680 | 59.320 | 56.757 | 43.243 | 57.56 | 224 | 0.875 | bilinear | -53.030 | -42.043 | +10 |
353 | gluon_resnet101_v1b | 40.680 | 59.320 | 56.127 | 43.873 | 44.55 | 224 | 0.875 | bicubic | -53.080 | -42.573 | +6 |
354 | resmlp_24_224 | 40.643 | 59.357 | 56.570 | 43.430 | 30.02 | 224 | 0.875 | bicubic | -52.797 | -42.240 | +46 |
355 | repvgg_b1 | 40.590 | 59.410 | 57.830 | 42.170 | 57.42 | 224 | 0.875 | bilinear | -52.820 | -40.960 | +50 |
356 | halonet50ts | 40.573 | 59.427 | 55.203 | 44.797 | 22.73 | 256 | 0.940 | bicubic | -54.137 | -43.617 | -106 |
357 | tf_efficientnet_lite3 | 40.567 | 59.433 | 56.477 | 43.523 | 8.20 | 300 | 0.904 | bilinear | -53.553 | -42.463 | -40 |
358 | xcit_tiny_12_p8_224 | 40.530 | 59.470 | 55.620 | 44.380 | 6.71 | 224 | 1.000 | bicubic | -53.830 | -43.450 | -66 |
359 | tresnet_m_448 | 40.527 | 59.473 | 56.703 | 43.297 | 31.39 | 448 | 0.875 | bilinear | -54.123 | -42.447 | -101 |
360 | dla169 | 40.497 | 59.503 | 57.267 | 42.733 | 53.39 | 224 | 0.875 | bilinear | -53.303 | -41.643 | -6 |
361 | pit_xs_224 | 40.483 | 59.517 | 56.533 | 43.467 | 10.62 | 224 | 0.900 | bicubic | -52.427 | -42.247 | +80 |
362 | repvgg_b2 | 40.467 | 59.533 | 57.773 | 42.227 | 89.02 | 224 | 0.875 | bilinear | -53.123 | -41.297 | +21 |
363 | regnetx_320 | 40.450 | 59.550 | 55.663 | 44.337 | 107.81 | 224 | 0.875 | bicubic | -53.770 | -43.387 | -57 |
364 | coat_mini | 40.420 | 59.580 | 55.160 | 44.840 | 10.34 | 224 | 0.900 | bicubic | -54.350 | -43.790 | -124 |
365 | skresnet34 | 40.397 | 59.603 | 56.737 | 43.263 | 22.28 | 224 | 0.875 | bicubic | -52.173 | -41.783 | +104 |
366 | efficientnet_el_pruned | 40.390 | 59.610 | 56.913 | 43.087 | 10.59 | 300 | 0.904 | bicubic | -53.700 | -42.107 | -45 |
367 | efficientnet_b2_pruned | 40.380 | 59.620 | 56.537 | 43.463 | 8.31 | 260 | 0.890 | bicubic | -53.420 | -42.293 | -14 |
368 | resnet50 | 40.363 | 59.637 | 54.660 | 45.340 | 25.56 | 224 | 0.950 | bicubic | -53.557 | -43.810 | -31 |
369 | wide_resnet101_2 | 40.363 | 59.637 | 55.783 | 44.217 | 126.89 | 224 | 0.875 | bilinear | -53.367 | -43.027 | -7 |
370 | coat_lite_mini | 40.357 | 59.643 | 55.713 | 44.287 | 11.01 | 224 | 0.900 | bicubic | -53.103 | -43.067 | +27 |
371 | legacy_seresnext101_32x4d | 40.350 | 59.650 | 54.823 | 45.177 | 48.96 | 224 | 0.875 | bilinear | -53.770 | -44.137 | -52 |
372 | sebotnet33ts_256 | 40.340 | 59.660 | 53.207 | 46.793 | 13.70 | 256 | 0.940 | bicubic | -53.970 | -45.943 | -74 |
373 | tf_efficientnet_b0_ap | 40.337 | 59.663 | 56.790 | 43.210 | 5.29 | 224 | 0.875 | bicubic | -52.273 | -41.580 | +92 |
374 | densenet201 | 40.270 | 59.730 | 56.710 | 43.290 | 20.01 | 224 | 0.875 | bicubic | -52.420 | -41.940 | +83 |
375 | regnetx_160 | 40.270 | 59.730 | 56.057 | 43.943 | 54.28 | 224 | 0.875 | bicubic | -53.620 | -43.033 | -36 |
376 | resnext50d_32x4d | 40.163 | 59.837 | 55.487 | 44.513 | 25.05 | 224 | 0.875 | bicubic | -53.647 | -43.253 | -24 |
377 | eca_resnet33ts | 40.133 | 59.867 | 57.000 | 43.000 | 19.68 | 256 | 0.900 | bicubic | -53.727 | -41.890 | -33 |
378 | hrnet_w48 | 40.097 | 59.903 | 56.633 | 43.367 | 77.47 | 224 | 0.875 | bilinear | -53.933 | -42.407 | -52 |
379 | vit_base_patch16_224_sam | 40.097 | 59.903 | 55.433 | 44.567 | 86.57 | 224 | 0.900 | bicubic | -53.793 | -43.457 | -39 |
380 | legacy_seresnet152 | 40.050 | 59.950 | 55.817 | 44.183 | 66.82 | 224 | 0.875 | bilinear | -53.390 | -43.033 | +19 |
381 | hrnet_w30 | 40.030 | 59.970 | 57.113 | 42.887 | 37.71 | 224 | 0.875 | bilinear | -53.360 | -41.717 | +26 |
382 | regnetz_b16 | 40.000 | 60.000 | 55.630 | 44.370 | 9.72 | 288 | 0.940 | bicubic | -54.680 | -43.530 | -129 |
383 | regnetx_080 | 39.993 | 60.007 | 55.967 | 44.033 | 39.57 | 224 | 0.875 | bicubic | -53.797 | -42.933 | -28 |
384 | tf_efficientnet_b1 | 39.980 | 60.020 | 56.130 | 43.870 | 7.79 | 240 | 0.882 | bicubic | -53.730 | -42.670 | -18 |
385 | gluon_resnet101_v1c | 39.953 | 60.047 | 55.317 | 44.683 | 44.57 | 224 | 0.875 | bicubic | -53.737 | -43.443 | -17 |
386 | resmlp_12_distilled_224 | 39.850 | 60.150 | 57.447 | 42.553 | 15.35 | 224 | 0.875 | bicubic | -53.020 | -41.173 | +60 |
387 | seresnet33ts | 39.830 | 60.170 | 56.517 | 43.483 | 19.78 | 256 | 0.900 | bicubic | -54.440 | -42.433 | -85 |
388 | tf_efficientnetv2_b0 | 39.780 | 60.220 | 56.290 | 43.710 | 7.14 | 224 | 0.875 | bicubic | -53.280 | -42.410 | +38 |
389 | res2net50_26w_8s | 39.760 | 60.240 | 54.907 | 45.093 | 48.40 | 224 | 0.875 | bilinear | -53.660 | -43.783 | +15 |
390 | lambda_resnet50ts | 39.733 | 60.267 | 54.350 | 45.650 | 21.54 | 256 | 0.950 | bicubic | -54.837 | -44.450 | -119 |
391 | res2net101_26w_4s | 39.710 | 60.290 | 54.553 | 45.447 | 45.21 | 224 | 0.875 | bilinear | -53.810 | -44.137 | -1 |
392 | regnetx_120 | 39.690 | 60.310 | 55.650 | 44.350 | 46.11 | 224 | 0.875 | bicubic | -54.570 | -43.540 | -89 |
393 | hrnet_w44 | 39.673 | 60.327 | 55.327 | 44.673 | 67.06 | 224 | 0.875 | bilinear | -53.937 | -43.633 | -14 |
394 | vit_small_patch32_224 | 39.670 | 60.330 | 55.263 | 44.737 | 22.88 | 224 | 0.900 | bicubic | -52.480 | -43.247 | +99 |
395 | densenet161 | 39.623 | 60.377 | 56.133 | 43.867 | 28.68 | 224 | 0.875 | bicubic | -53.267 | -42.677 | +49 |
396 | resmlp_big_24_224 | 39.623 | 60.377 | 54.827 | 45.173 | 129.14 | 224 | 0.875 | bicubic | -54.647 | -43.993 | -97 |
397 | mixnet_xl | 39.610 | 60.390 | 55.883 | 44.117 | 11.90 | 224 | 0.875 | bicubic | -54.620 | -42.937 | -92 |
398 | xception41 | 39.603 | 60.397 | 55.033 | 44.967 | 26.97 | 299 | 0.903 | bicubic | -53.877 | -43.717 | -2 |
399 | tf_efficientnetv2_b1 | 39.570 | 60.430 | 55.347 | 44.653 | 8.14 | 240 | 0.882 | bicubic | -54.140 | -43.473 | -32 |
400 | dla102x | 39.560 | 60.440 | 56.310 | 43.690 | 26.31 | 224 | 0.875 | bilinear | -53.960 | -42.290 | -8 |
401 | gcresnet33ts | 39.550 | 60.450 | 55.820 | 44.180 | 19.88 | 256 | 0.900 | bicubic | -54.270 | -43.090 | -51 |
402 | xcit_tiny_12_p16_224 | 39.543 | 60.457 | 55.023 | 44.977 | 6.72 | 224 | 1.000 | bicubic | -52.917 | -43.607 | +74 |
403 | sehalonet33ts | 39.533 | 60.467 | 54.003 | 45.997 | 13.69 | 256 | 0.940 | bicubic | -54.987 | -44.747 | -125 |
404 | rexnet_130 | 39.490 | 60.510 | 56.633 | 43.367 | 7.56 | 224 | 0.875 | bicubic | -54.190 | -42.077 | -35 |
405 | hrnet_w32 | 39.463 | 60.537 | 56.133 | 43.867 | 41.23 | 224 | 0.875 | bilinear | -53.487 | -42.707 | +32 |
406 | levit_128 | 39.433 | 60.567 | 55.343 | 44.657 | 9.21 | 224 | 0.900 | bicubic | -53.607 | -43.197 | +22 |
407 | resnetv2_50x1_bitm | 39.430 | 60.570 | 57.853 | 42.147 | 25.55 | 448 | 1.000 | bilinear | -55.320 | -41.327 | -164 |
408 | densenetblur121d | 39.387 | 60.613 | 56.640 | 43.360 | 8.00 | 224 | 0.875 | bicubic | -53.013 | -41.830 | +74 |
409 | regnety_120 | 39.357 | 60.643 | 55.273 | 44.727 | 51.82 | 224 | 0.875 | bicubic | -54.653 | -43.767 | -80 |
410 | tf_efficientnet_el | 39.307 | 60.693 | 55.377 | 44.623 | 10.59 | 300 | 0.904 | bicubic | -55.053 | -43.723 | -119 |
411 | tv_resnet101 | 39.287 | 60.713 | 55.790 | 44.210 | 44.55 | 224 | 0.875 | bilinear | -53.593 | -42.870 | +34 |
412 | tf_inception_v3 | 39.240 | 60.760 | 54.307 | 45.693 | 23.83 | 299 | 0.875 | bicubic | -53.960 | -44.173 | +7 |
413 | gluon_resnet50_v1s | 39.237 | 60.763 | 55.010 | 44.990 | 25.68 | 224 | 0.875 | bicubic | -54.353 | -43.830 | -31 |
414 | tf_efficientnetv2_b2 | 39.173 | 60.827 | 54.567 | 45.433 | 10.10 | 260 | 0.890 | bicubic | -54.897 | -44.363 | -90 |
415 | densenet169 | 39.167 | 60.833 | 55.840 | 44.160 | 14.15 | 224 | 0.875 | bicubic | -53.113 | -42.750 | +71 |
416 | legacy_seresnet101 | 39.027 | 60.973 | 55.000 | 45.000 | 49.33 | 224 | 0.875 | bilinear | -54.243 | -43.740 | -5 |
417 | efficientnet_b1_pruned | 39.010 | 60.990 | 55.633 | 44.367 | 6.33 | 240 | 0.882 | bicubic | -53.960 | -42.887 | +19 |
418 | repvgg_b1g4 | 38.997 | 61.003 | 56.353 | 43.647 | 39.97 | 224 | 0.875 | bilinear | -54.033 | -42.467 | +12 |
419 | crossvit_9_dagger_240 | 38.973 | 61.027 | 54.863 | 45.137 | 8.78 | 240 | 0.875 | bicubic | -53.787 | -43.647 | +36 |
420 | inception_v3 | 38.963 | 61.037 | 53.847 | 46.153 | 23.83 | 299 | 0.875 | bicubic | -53.937 | -44.483 | +23 |
421 | dpn68 | 38.937 | 61.063 | 54.947 | 45.053 | 12.61 | 224 | 0.875 | bicubic | -53.323 | -43.663 | +67 |
422 | resnet33ts | 38.927 | 61.073 | 55.583 | 44.417 | 19.68 | 256 | 0.900 | bicubic | -54.703 | -43.177 | -47 |
423 | legacy_seresnext50_32x4d | 38.883 | 61.117 | 54.597 | 45.403 | 27.56 | 224 | 0.875 | bilinear | -54.547 | -44.203 | -20 |
424 | dla102 | 38.843 | 61.157 | 55.323 | 44.677 | 33.27 | 224 | 0.875 | bilinear | -54.417 | -43.447 | -11 |
425 | densenet121 | 38.780 | 61.220 | 56.280 | 43.720 | 7.98 | 224 | 0.875 | bicubic | -53.160 | -42.120 | +76 |
426 | resnet32ts | 38.770 | 61.230 | 55.807 | 44.193 | 17.96 | 256 | 0.900 | bicubic | -54.800 | -42.943 | -41 |
427 | regnetx_040 | 38.707 | 61.293 | 55.350 | 44.650 | 22.12 | 224 | 0.875 | bicubic | -54.963 | -43.590 | -57 |
428 | res2net50_14w_8s | 38.693 | 61.307 | 54.073 | 45.927 | 25.06 | 224 | 0.875 | bilinear | -54.337 | -44.627 | +3 |
429 | regnetx_032 | 38.690 | 61.310 | 55.163 | 44.837 | 15.30 | 224 | 0.875 | bicubic | -54.560 | -43.567 | -14 |
430 | res2net50_26w_6s | 38.690 | 61.310 | 53.760 | 46.240 | 37.05 | 224 | 0.875 | bilinear | -54.910 | -44.990 | -49 |
431 | dla60x | 38.617 | 61.383 | 55.387 | 44.613 | 17.35 | 224 | 0.875 | bilinear | -54.573 | -43.323 | -11 |
432 | selecsls60 | 38.613 | 61.387 | 55.633 | 44.367 | 30.67 | 224 | 0.875 | bicubic | -54.387 | -43.197 | +2 |
433 | tf_efficientnet_b0 | 38.607 | 61.393 | 55.953 | 44.047 | 5.29 | 224 | 0.875 | bicubic | -53.793 | -42.457 | +48 |
434 | dla60_res2net | 38.593 | 61.407 | 54.550 | 45.450 | 20.85 | 224 | 0.875 | bilinear | -54.787 | -44.310 | -26 |
435 | selecsls60b | 38.563 | 61.437 | 55.303 | 44.697 | 32.77 | 224 | 0.875 | bicubic | -54.937 | -43.537 | -41 |
436 | repvgg_a2 | 38.560 | 61.440 | 55.763 | 44.237 | 28.21 | 224 | 0.875 | bilinear | -54.120 | -42.757 | +23 |
437 | hardcorenas_f | 38.503 | 61.497 | 55.667 | 44.333 | 8.20 | 224 | 0.875 | bilinear | -54.477 | -42.953 | -2 |
438 | dla60_res2next | 38.453 | 61.547 | 54.957 | 45.043 | 17.03 | 224 | 0.875 | bilinear | -55.117 | -43.833 | -54 |
439 | resmlp_12_224 | 38.443 | 61.557 | 56.323 | 43.677 | 15.35 | 224 | 0.875 | bicubic | -53.677 | -42.247 | +56 |
440 | regnetx_064 | 38.430 | 61.570 | 54.987 | 45.013 | 26.21 | 224 | 0.875 | bicubic | -55.190 | -44.063 | -62 |
441 | gluon_resnet50_v1b | 38.410 | 61.590 | 54.813 | 45.187 | 25.56 | 224 | 0.875 | bicubic | -54.150 | -43.737 | +29 |
442 | tf_efficientnet_cc_b0_4e | 38.410 | 61.590 | 55.150 | 44.850 | 13.31 | 224 | 0.875 | bicubic | -54.430 | -43.290 | +8 |
443 | hrnet_w18 | 38.263 | 61.737 | 55.643 | 44.357 | 21.30 | 224 | 0.875 | bilinear | -54.487 | -43.017 | +13 |
444 | tinynet_a | 38.223 | 61.777 | 55.177 | 44.823 | 6.19 | 192 | 0.875 | bicubic | -54.567 | -43.303 | +9 |
445 | poolformer_s12 | 38.167 | 61.833 | 56.183 | 43.817 | 11.92 | 224 | 0.900 | bicubic | -54.303 | -42.167 | +30 |
446 | mixnet_l | 38.153 | 61.847 | 54.750 | 45.250 | 7.33 | 224 | 0.875 | bicubic | -55.117 | -43.950 | -34 |
447 | hardcorenas_e | 38.133 | 61.867 | 55.163 | 44.837 | 8.07 | 224 | 0.875 | bilinear | -54.807 | -43.407 | -9 |
448 | efficientnet_b1 | 38.087 | 61.913 | 54.010 | 45.990 | 7.79 | 256 | 1.000 | bicubic | -54.943 | -44.700 | -19 |
449 | coat_lite_tiny | 38.063 | 61.937 | 53.460 | 46.540 | 5.72 | 224 | 0.900 | bicubic | -54.797 | -45.180 | -1 |
450 | gmixer_24_224 | 38.063 | 61.937 | 52.077 | 47.923 | 24.72 | 224 | 0.875 | bicubic | -54.617 | -46.203 | +8 |
451 | resnetrs50 | 37.960 | 62.040 | 53.317 | 46.683 | 35.69 | 224 | 0.910 | bicubic | -56.060 | -45.533 | -124 |
452 | hardcorenas_c | 37.887 | 62.113 | 55.727 | 44.273 | 5.52 | 224 | 0.875 | bilinear | -54.443 | -42.613 | +32 |
453 | gluon_resnet50_v1c | 37.853 | 62.147 | 54.113 | 45.887 | 25.58 | 224 | 0.875 | bicubic | -55.067 | -44.587 | -13 |
454 | res2net50_26w_4s | 37.817 | 62.183 | 53.083 | 46.917 | 25.70 | 224 | 0.875 | bilinear | -55.363 | -45.587 | -33 |
455 | efficientnet_es | 37.777 | 62.223 | 54.977 | 45.023 | 5.44 | 224 | 0.875 | bicubic | -55.143 | -43.713 | -16 |
456 | resnest14d | 37.770 | 62.230 | 56.463 | 43.537 | 10.61 | 224 | 0.875 | bilinear | -53.360 | -41.867 | +75 |
457 | tv_resnext50_32x4d | 37.743 | 62.257 | 54.107 | 45.893 | 25.03 | 224 | 0.875 | bilinear | -55.167 | -44.613 | -15 |
458 | resnet26t | 37.687 | 62.313 | 55.260 | 44.740 | 16.01 | 256 | 0.940 | bicubic | -54.983 | -43.320 | +4 |
459 | ecaresnet26t | 37.643 | 62.357 | 54.350 | 45.650 | 16.01 | 320 | 0.950 | bicubic | -56.307 | -44.570 | -126 |
460 | hardcorenas_d | 37.550 | 62.450 | 54.723 | 45.277 | 7.50 | 224 | 0.875 | bilinear | -55.050 | -43.707 | +6 |
461 | res2next50 | 37.487 | 62.513 | 52.860 | 47.140 | 24.67 | 224 | 0.875 | bilinear | -55.653 | -45.790 | -37 |
462 | resnet34 | 37.450 | 62.550 | 54.303 | 45.697 | 21.80 | 224 | 0.875 | bilinear | -53.750 | -43.937 | +63 |
463 | pit_ti_distilled_224 | 37.333 | 62.667 | 55.137 | 44.863 | 5.10 | 224 | 0.900 | bicubic | -53.567 | -43.083 | +75 |
464 | lambda_resnet26t | 37.297 | 62.703 | 53.577 | 46.423 | 10.96 | 256 | 0.940 | bicubic | -56.103 | -45.153 | -58 |
465 | hardcorenas_b | 37.243 | 62.757 | 55.073 | 44.927 | 5.18 | 224 | 0.875 | bilinear | -54.697 | -43.207 | +35 |
466 | mobilenetv3_large_100_miil | 37.213 | 62.787 | 53.513 | 46.487 | 5.48 | 224 | 0.875 | bilinear | -55.037 | -44.737 | +23 |
467 | eca_halonext26ts | 37.177 | 62.823 | 53.113 | 46.887 | 10.76 | 256 | 0.940 | bicubic | -56.383 | -45.567 | -80 |
468 | res2net50_48w_2s | 37.127 | 62.873 | 53.340 | 46.660 | 25.29 | 224 | 0.875 | bilinear | -55.663 | -45.220 | -14 |
469 | dla60 | 37.073 | 62.927 | 54.200 | 45.800 | 22.04 | 224 | 0.875 | bilinear | -55.597 | -44.430 | -9 |
470 | lambda_resnet26rpt_256 | 37.073 | 62.927 | 53.830 | 46.170 | 10.99 | 256 | 0.940 | bicubic | -56.357 | -45.050 | -68 |
471 | bat_resnext26ts | 37.063 | 62.937 | 53.747 | 46.253 | 10.73 | 256 | 0.900 | bicubic | -56.047 | -44.983 | -46 |
472 | rexnet_100 | 37.060 | 62.940 | 54.033 | 45.967 | 4.80 | 224 | 0.875 | bicubic | -55.780 | -44.587 | -23 |
473 | regnety_016 | 37.013 | 62.987 | 54.083 | 45.917 | 11.20 | 224 | 0.875 | bicubic | -55.987 | -44.597 | -40 |
474 | tf_mixnet_l | 36.977 | 63.023 | 52.577 | 47.423 | 7.33 | 224 | 0.875 | bicubic | -56.063 | -46.103 | -47 |
475 | botnet26t_256 | 36.960 | 63.040 | 53.073 | 46.927 | 12.49 | 256 | 0.950 | bicubic | -56.470 | -45.587 | -74 |
476 | legacy_seresnet50 | 36.870 | 63.130 | 53.473 | 46.527 | 28.09 | 224 | 0.875 | bilinear | -55.800 | -45.177 | -15 |
477 | halonet26t | 36.857 | 63.143 | 52.277 | 47.723 | 12.48 | 256 | 0.950 | bicubic | -56.743 | -46.363 | -97 |
478 | tv_densenet121 | 36.807 | 63.193 | 54.033 | 45.967 | 7.98 | 224 | 0.875 | bicubic | -54.603 | -44.217 | +40 |
479 | tf_efficientnet_lite2 | 36.803 | 63.197 | 53.323 | 46.677 | 6.09 | 260 | 0.890 | bicubic | -55.777 | -45.227 | -11 |
480 | mobilenetv2_120d | 36.773 | 63.227 | 54.043 | 45.957 | 5.83 | 224 | 0.875 | bicubic | -55.837 | -44.457 | -16 |
481 | tf_efficientnet_lite1 | 36.740 | 63.260 | 53.587 | 46.413 | 5.42 | 240 | 0.882 | bicubic | -55.570 | -44.903 | +4 |
482 | regnetx_016 | 36.680 | 63.320 | 53.307 | 46.693 | 9.19 | 224 | 0.875 | bicubic | -55.860 | -45.243 | -11 |
483 | eca_botnext26ts_256 | 36.677 | 63.323 | 52.470 | 47.530 | 10.59 | 256 | 0.950 | bicubic | -56.693 | -46.230 | -74 |
484 | hardcorenas_a | 36.643 | 63.357 | 54.907 | 45.093 | 5.26 | 224 | 0.875 | bilinear | -54.977 | -43.263 | +26 |
485 | levit_128s | 36.613 | 63.387 | 53.127 | 46.873 | 7.78 | 224 | 0.900 | bicubic | -54.887 | -45.273 | +28 |
486 | efficientnet_b0 | 36.603 | 63.397 | 53.487 | 46.513 | 5.29 | 224 | 0.875 | bicubic | -55.877 | -44.953 | -13 |
487 | vit_base_patch32_224_sam | 36.547 | 63.453 | 53.043 | 46.957 | 88.22 | 224 | 0.900 | bicubic | -53.313 | -44.557 | +68 |
488 | xcit_nano_12_p8_224_dist | 36.537 | 63.463 | 52.877 | 47.123 | 3.05 | 224 | 1.000 | bicubic | -55.893 | -45.643 | -9 |
489 | tf_efficientnet_em | 36.383 | 63.617 | 52.837 | 47.163 | 6.90 | 240 | 0.882 | bicubic | -56.787 | -45.833 | -67 |
490 | skresnet18 | 36.320 | 63.680 | 54.193 | 45.807 | 11.96 | 224 | 0.875 | bicubic | -53.850 | -43.587 | +61 |
491 | repvgg_b0 | 36.280 | 63.720 | 54.050 | 45.950 | 15.82 | 224 | 0.875 | bilinear | -55.400 | -44.400 | +16 |
492 | tv_resnet50 | 36.180 | 63.820 | 52.800 | 47.200 | 25.56 | 224 | 0.875 | bilinear | -55.960 | -45.620 | +2 |
493 | xcit_nano_12_p16_384_dist | 36.150 | 63.850 | 53.253 | 46.747 | 3.05 | 384 | 1.000 | bicubic | -55.960 | -45.267 | +4 |
494 | legacy_seresnet34 | 36.140 | 63.860 | 52.553 | 47.447 | 21.96 | 224 | 0.875 | bilinear | -55.340 | -45.647 | +20 |
495 | coat_tiny | 36.120 | 63.880 | 51.060 | 48.940 | 5.50 | 224 | 0.900 | bicubic | -57.400 | -47.790 | -104 |
496 | tv_resnet34 | 36.083 | 63.917 | 53.533 | 46.467 | 21.80 | 224 | 0.875 | bilinear | -54.207 | -44.447 | +53 |
497 | deit_tiny_distilled_patch16_224 | 36.030 | 63.970 | 54.237 | 45.763 | 5.91 | 224 | 0.900 | bicubic | -55.080 | -44.033 | +36 |
498 | mobilenetv2_140 | 36.013 | 63.987 | 53.950 | 46.050 | 6.11 | 224 | 0.875 | bicubic | -56.027 | -44.300 | 0 |
499 | tf_efficientnet_lite0 | 35.927 | 64.073 | 53.470 | 46.530 | 4.65 | 224 | 0.875 | bicubic | -55.373 | -44.620 | +21 |
500 | seresnext26ts | 35.823 | 64.177 | 53.930 | 46.070 | 10.39 | 256 | 0.900 | bicubic | -56.997 | -44.670 | -49 |
501 | selecsls42b | 35.813 | 64.187 | 52.490 | 47.510 | 32.46 | 224 | 0.875 | bicubic | -56.667 | -46.190 | -29 |
502 | xcit_nano_12_p8_384_dist | 35.773 | 64.227 | 52.293 | 47.707 | 3.05 | 384 | 1.000 | bicubic | -57.487 | -46.557 | -88 |
503 | gluon_resnet34_v1b | 35.767 | 64.233 | 52.183 | 47.817 | 21.80 | 224 | 0.875 | bicubic | -55.333 | -45.997 | +31 |
504 | dla34 | 35.640 | 64.360 | 52.783 | 47.217 | 15.74 | 224 | 0.875 | bilinear | -55.590 | -45.397 | +19 |
505 | mixnet_m | 35.637 | 64.363 | 52.433 | 47.567 | 5.01 | 224 | 0.875 | bicubic | -56.633 | -45.917 | -18 |
506 | efficientnet_lite0 | 35.633 | 64.367 | 53.653 | 46.347 | 4.65 | 224 | 0.875 | bicubic | -55.627 | -44.177 | +16 |
507 | ssl_resnet18 | 35.590 | 64.410 | 53.737 | 46.263 | 11.69 | 224 | 0.875 | bilinear | -55.110 | -44.293 | +34 |
508 | mobilenetv3_rw | 35.547 | 64.453 | 53.713 | 46.287 | 5.48 | 224 | 0.875 | bicubic | -55.993 | -44.557 | +4 |
509 | efficientnet_es_pruned | 35.380 | 64.620 | 52.840 | 47.160 | 5.44 | 224 | 0.875 | bicubic | -56.320 | -45.570 | -3 |
510 | mobilenetv2_110d | 35.290 | 64.710 | 52.837 | 47.163 | 4.52 | 224 | 0.875 | bicubic | -56.050 | -45.343 | +9 |
511 | tf_mixnet_m | 35.187 | 64.813 | 50.983 | 49.017 | 5.01 | 224 | 0.875 | bicubic | -57.013 | -47.437 | -19 |
512 | hrnet_w18_small_v2 | 35.173 | 64.827 | 52.430 | 47.570 | 15.60 | 224 | 0.875 | bilinear | -55.997 | -45.910 | +15 |
513 | resnet18d | 35.127 | 64.873 | 52.890 | 47.110 | 11.71 | 224 | 0.875 | bicubic | -54.863 | -44.940 | +40 |
514 | xcit_nano_12_p16_224_dist | 35.123 | 64.877 | 52.553 | 47.447 | 3.05 | 224 | 1.000 | bicubic | -55.037 | -45.207 | +38 |
515 | eca_resnext26ts | 35.047 | 64.953 | 52.307 | 47.693 | 10.30 | 256 | 0.900 | bicubic | -57.363 | -46.313 | -35 |
516 | resnext26ts | 35.047 | 64.953 | 53.417 | 46.583 | 10.30 | 256 | 0.900 | bicubic | -57.173 | -44.833 | -25 |
517 | convit_tiny | 35.043 | 64.957 | 51.763 | 48.237 | 5.71 | 224 | 0.875 | bicubic | -55.507 | -46.447 | +26 |
518 | gcresnext26ts | 34.933 | 65.067 | 51.670 | 48.330 | 10.48 | 256 | 0.900 | bicubic | -57.537 | -46.820 | -44 |
519 | tinynet_b | 34.873 | 65.127 | 52.017 | 47.983 | 3.73 | 188 | 0.875 | bicubic | -56.257 | -46.053 | +13 |
520 | ese_vovnet19b_dw | 34.823 | 65.177 | 52.047 | 47.953 | 6.54 | 224 | 0.875 | bicubic | -57.187 | -46.463 | -21 |
521 | regnety_008 | 34.810 | 65.190 | 51.750 | 48.250 | 6.26 | 224 | 0.875 | bicubic | -57.100 | -46.670 | -19 |
522 | pit_ti_224 | 34.680 | 65.320 | 52.160 | 47.840 | 4.85 | 224 | 0.900 | bicubic | -55.750 | -45.840 | +25 |
523 | crossvit_9_240 | 34.607 | 65.393 | 51.757 | 48.243 | 8.55 | 240 | 0.875 | bicubic | -56.443 | -46.553 | +13 |
524 | mobilenetv3_large_100 | 34.603 | 65.397 | 52.863 | 47.137 | 5.48 | 224 | 0.875 | bicubic | -56.877 | -45.457 | -9 |
525 | seresnext26d_32x4d | 34.540 | 65.460 | 51.550 | 48.450 | 16.81 | 224 | 0.875 | bicubic | -57.890 | -46.990 | -47 |
526 | seresnext26t_32x4d | 34.533 | 65.467 | 51.377 | 48.623 | 16.81 | 224 | 0.875 | bicubic | -58.277 | -47.183 | -74 |
527 | mixer_b16_224 | 34.430 | 65.570 | 48.077 | 51.923 | 59.88 | 224 | 0.875 | bicubic | -56.710 | -50.153 | +3 |
528 | resnet26d | 34.273 | 65.727 | 51.693 | 48.307 | 16.01 | 224 | 0.875 | bicubic | -57.977 | -46.757 | -38 |
529 | tf_efficientnet_es | 34.263 | 65.737 | 51.350 | 48.650 | 5.44 | 224 | 0.875 | bicubic | -57.847 | -47.080 | -33 |
530 | fbnetc_100 | 34.253 | 65.747 | 51.180 | 48.820 | 5.57 | 224 | 0.875 | bilinear | -57.007 | -47.070 | -9 |
531 | regnety_006 | 34.150 | 65.850 | 51.273 | 48.727 | 6.06 | 224 | 0.875 | bicubic | -57.410 | -47.157 | -20 |
532 | tf_mobilenetv3_large_100 | 33.940 | 66.060 | 51.487 | 48.513 | 5.48 | 224 | 0.875 | bilinear | -57.480 | -46.773 | -15 |
533 | semnasnet_075 | 33.783 | 66.217 | 52.423 | 47.577 | 2.91 | 224 | 0.875 | bicubic | -56.427 | -45.547 | +17 |
534 | regnetx_008 | 33.773 | 66.227 | 50.540 | 49.460 | 7.26 | 224 | 0.875 | bicubic | -57.387 | -47.840 | -6 |
535 | mnasnet_100 | 33.763 | 66.237 | 51.177 | 48.823 | 4.38 | 224 | 0.875 | bicubic | -57.437 | -46.873 | -11 |
536 | lcnet_100 | 33.747 | 66.253 | 52.100 | 47.900 | 2.95 | 224 | 0.875 | bicubic | -55.213 | -45.280 | +29 |
537 | vit_tiny_r_s16_p8_384 | 33.657 | 66.343 | 50.687 | 49.313 | 6.36 | 384 | 1.000 | bicubic | -58.073 | -47.743 | -32 |
538 | mobilevit_s | 33.643 | 66.357 | 49.273 | 50.727 | 5.58 | 256 | 0.900 | bicubic | -59.517 | -49.507 | -115 |
539 | xcit_nano_12_p8_224 | 33.573 | 66.427 | 50.210 | 49.790 | 3.05 | 224 | 1.000 | bicubic | -57.567 | -47.190 | -10 |
540 | vit_tiny_patch16_384 | 33.543 | 66.457 | 51.077 | 48.923 | 5.79 | 384 | 1.000 | bicubic | -59.907 | -47.753 | -142 |
541 | semnasnet_100 | 33.520 | 66.480 | 50.777 | 49.223 | 3.89 | 224 | 0.875 | bicubic | -58.140 | -47.493 | -32 |
542 | resnet26 | 33.507 | 66.493 | 50.920 | 49.080 | 16.00 | 224 | 0.875 | bicubic | -57.933 | -47.340 | -26 |
543 | mixnet_s | 33.487 | 66.513 | 50.993 | 49.007 | 4.13 | 224 | 0.875 | bicubic | -58.293 | -47.307 | -39 |
544 | spnasnet_100 | 33.483 | 66.517 | 51.267 | 48.733 | 4.42 | 224 | 0.875 | bilinear | -57.127 | -46.683 | -2 |
545 | crossvit_tiny_240 | 33.363 | 66.637 | 49.893 | 50.107 | 7.01 | 240 | 0.875 | bicubic | -57.177 | -48.047 | -1 |
546 | vgg19_bn | 33.230 | 66.770 | 50.803 | 49.197 | 143.68 | 224 | 0.875 | bilinear | -57.760 | -47.307 | -9 |
547 | ghostnet_100 | 33.203 | 66.797 | 51.157 | 48.843 | 5.18 | 224 | 0.875 | bilinear | -57.237 | -46.673 | -1 |
548 | regnetx_006 | 33.147 | 66.853 | 50.253 | 49.747 | 6.20 | 224 | 0.875 | bicubic | -57.623 | -47.847 | -9 |
549 | resnet18 | 33.070 | 66.930 | 51.180 | 48.820 | 11.69 | 224 | 0.875 | bilinear | -55.080 | -45.940 | +22 |
550 | xcit_nano_12_p16_224 | 32.967 | 67.033 | 49.993 | 50.007 | 3.05 | 224 | 1.000 | bicubic | -55.983 | -47.397 | +16 |
551 | legacy_seresnext26_32x4d | 32.757 | 67.243 | 49.260 | 50.740 | 16.79 | 224 | 0.875 | bicubic | -59.823 | -49.150 | -84 |
552 | hrnet_w18_small | 32.670 | 67.330 | 50.597 | 49.403 | 13.19 | 224 | 0.875 | bilinear | -57.210 | -47.293 | +2 |
553 | deit_tiny_patch16_224 | 32.657 | 67.343 | 50.277 | 49.723 | 5.72 | 224 | 0.900 | bicubic | -56.963 | -47.683 | +5 |
554 | legacy_seresnet18 | 32.593 | 67.407 | 50.323 | 49.677 | 11.78 | 224 | 0.875 | bicubic | -56.667 | -47.357 | +8 |
555 | regnetx_004 | 32.520 | 67.480 | 49.330 | 50.670 | 5.16 | 224 | 0.875 | bicubic | -56.950 | -48.440 | +4 |
556 | mobilenetv2_100 | 32.517 | 67.483 | 50.793 | 49.207 | 3.50 | 224 | 0.875 | bicubic | -57.313 | -47.037 | 0 |
557 | gluon_resnet18_v1b | 32.407 | 67.593 | 49.727 | 50.273 | 11.69 | 224 | 0.875 | bicubic | -56.253 | -47.373 | +10 |
558 | regnety_004 | 32.323 | 67.677 | 49.447 | 50.553 | 4.34 | 224 | 0.875 | bicubic | -58.447 | -48.633 | -18 |
559 | tf_mixnet_s | 32.183 | 67.817 | 48.493 | 51.507 | 4.13 | 224 | 0.875 | bicubic | -59.497 | -49.747 | -51 |
560 | vit_tiny_patch16_224 | 32.020 | 67.980 | 49.013 | 50.987 | 5.72 | 224 | 0.900 | bicubic | -59.890 | -49.327 | -57 |
561 | tf_mobilenetv3_large_075 | 31.863 | 68.137 | 49.110 | 50.890 | 3.99 | 224 | 0.875 | bilinear | -58.457 | -48.760 | -13 |
562 | tf_mobilenetv3_large_minimal_100 | 31.597 | 68.403 | 49.340 | 50.660 | 3.92 | 224 | 0.875 | bilinear | -57.573 | -47.980 | +2 |
563 | vit_tiny_r_s16_p8_224 | 30.807 | 69.193 | 47.650 | 52.350 | 6.34 | 224 | 0.900 | bicubic | -58.533 | -50.050 | -2 |
564 | tinynet_c | 30.510 | 69.490 | 48.483 | 51.517 | 2.46 | 184 | 0.875 | bicubic | -57.910 | -48.777 | +4 |
565 | lcnet_075 | 30.370 | 69.630 | 48.763 | 51.237 | 2.36 | 224 | 0.875 | bicubic | -56.570 | -47.767 | +13 |
566 | vgg16_bn | 30.357 | 69.643 | 47.257 | 52.743 | 138.37 | 224 | 0.875 | bilinear | -60.183 | -50.733 | -21 |
567 | regnety_002 | 29.683 | 70.317 | 46.800 | 53.200 | 3.16 | 224 | 0.875 | bicubic | -58.507 | -50.620 | +3 |
568 | mobilevit_xs | 29.587 | 70.413 | 46.000 | 54.000 | 2.32 | 256 | 0.900 | bicubic | -61.593 | -52.220 | -42 |
569 | mobilenetv3_small_100 | 29.047 | 70.953 | 47.183 | 52.817 | 2.54 | 224 | 0.875 | bicubic | -57.123 | -49.277 | +10 |
570 | mnasnet_small | 28.950 | 71.050 | 47.267 | 52.733 | 2.03 | 224 | 0.875 | bicubic | -56.560 | -48.713 | +11 |
571 | vgg13_bn | 28.893 | 71.107 | 46.737 | 53.263 | 133.05 | 224 | 0.875 | bilinear | -60.307 | -50.783 | -8 |
572 | regnetx_002 | 28.863 | 71.137 | 45.420 | 54.580 | 2.68 | 224 | 0.875 | bicubic | -58.517 | -51.570 | +2 |
573 | mobilenetv2_050 | 28.680 | 71.320 | 46.597 | 53.403 | 1.97 | 224 | 0.875 | bicubic | -56.310 | -49.023 | +11 |
574 | vgg19 | 28.577 | 71.423 | 45.167 | 54.833 | 143.67 | 224 | 0.875 | bilinear | -61.103 | -52.383 | -17 |
575 | dla60x_c | 28.447 | 71.553 | 46.193 | 53.807 | 1.32 | 224 | 0.875 | bilinear | -58.663 | -50.947 | +1 |
576 | vgg11_bn | 28.423 | 71.577 | 46.443 | 53.557 | 132.87 | 224 | 0.875 | bilinear | -59.967 | -50.827 | -7 |
577 | tinynet_d | 27.967 | 72.033 | 45.853 | 54.147 | 2.34 | 152 | 0.875 | bicubic | -57.463 | -50.167 | +6 |
578 | vgg16 | 27.877 | 72.123 | 44.673 | 55.327 | 138.36 | 224 | 0.875 | bilinear | -61.483 | -52.847 | -18 |
579 | tf_mobilenetv3_small_100 | 27.297 | 72.703 | 44.420 | 55.580 | 2.54 | 224 | 0.875 | bilinear | -58.673 | -51.990 | +1 |
580 | mixer_l16_224 | 26.847 | 73.153 | 37.927 | 62.073 | 208.20 | 224 | 0.875 | bicubic | -60.123 | -56.113 | -3 |
581 | vgg11 | 26.533 | 73.467 | 43.460 | 56.540 | 132.86 | 224 | 0.875 | bilinear | -60.807 | -53.650 | -6 |
582 | mobilenetv3_small_075 | 26.530 | 73.470 | 43.887 | 56.113 | 2.04 | 224 | 0.875 | bicubic | -57.590 | -51.613 | +5 |
583 | mobilevit_xxs | 26.347 | 73.653 | 43.030 | 56.970 | 1.27 | 256 | 0.900 | bicubic | -61.603 | -54.150 | -11 |
584 | vgg13 | 26.270 | 73.730 | 43.373 | 56.627 | 133.05 | 224 | 0.875 | bilinear | -61.300 | -53.747 | -11 |
585 | lcnet_050 | 26.220 | 73.780 | 44.573 | 55.427 | 1.88 | 224 | 0.875 | bicubic | -56.780 | -50.447 | +3 |
586 | dla46x_c | 26.217 | 73.783 | 43.780 | 56.220 | 1.07 | 224 | 0.875 | bilinear | -59.263 | -52.660 | -4 |
587 | tf_mobilenetv3_small_075 | 26.203 | 73.797 | 43.640 | 56.360 | 2.04 | 224 | 0.875 | bilinear | -58.327 | -52.250 | -1 |
588 | dla46_c | 25.500 | 74.500 | 43.800 | 56.200 | 1.30 | 224 | 0.875 | bilinear | -59.170 | -52.400 | -3 |
589 | tf_mobilenetv3_small_minimal_100 | 25.090 | 74.910 | 42.930 | 57.070 | 2.04 | 224 | 0.875 | bilinear | -57.590 | -52.080 | 0 |
590 | tinynet_e | 23.363 | 76.637 | 41.090 | 58.910 | 2.04 | 106 | 0.875 | bicubic | -56.437 | -52.890 | 0 |
591 | mobilenetv3_small_050 | 21.743 | 78.257 | 38.757 | 61.243 | 1.59 | 224 | 0.875 | bicubic | -56.357 | -54.253 | 0 |