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46 KiB
46 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation | top1_diff | top5_diff | rank_diff |
---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | beit_large_patch16_512 | 90.691 | 9.309 | 98.751 | 1.249 | 305.67 | 512 | 1.000 | bicubic | +2.089 | +0.095 | 0 |
3 | beit_large_patch16_384 | 90.610 | 9.390 | 98.766 | 1.234 | 305.00 | 384 | 1.000 | bicubic | +2.206 | +0.158 | 0 |
4 | tf_efficientnet_l2_ns | 90.563 | 9.437 | 98.779 | 1.221 | 480.31 | 800 | 0.960 | bicubic | +2.215 | +0.131 | 0 |
5 | tf_efficientnet_l2_ns_475 | 90.540 | 9.460 | 98.710 | 1.290 | 480.31 | 475 | 0.936 | bicubic | +2.308 | +0.164 | 0 |
6 | convnext_xlarge_384_in22ft1k | 90.452 | 9.548 | 98.672 | 1.328 | 350.20 | 384 | 1.000 | bicubic | +2.908 | +0.182 | 0 |
7 | beit_base_patch16_384 | 90.371 | 9.629 | 98.725 | 1.275 | 86.74 | 384 | 1.000 | bicubic | +3.573 | +0.589 | +6 |
8 | convnext_large_384_in22ft1k | 90.256 | 9.744 | 98.663 | 1.337 | 197.77 | 384 | 1.000 | bicubic | +2.858 | +0.297 | 0 |
9 | vit_large_patch16_384 | 90.198 | 9.802 | 98.661 | 1.339 | 304.72 | 384 | 1.000 | bicubic | +3.118 | +0.359 | +1 |
10 | cait_m48_448 | 90.187 | 9.813 | 98.484 | 1.516 | 356.46 | 448 | 1.000 | bicubic | +3.703 | +0.732 | +6 |
11 | beit_large_patch16_224 | 90.153 | 9.847 | 98.723 | 1.277 | 304.43 | 224 | 0.900 | bicubic | +2.675 | +0.417 | -4 |
12 | convnext_base_384_in22ft1k | 90.142 | 9.858 | 98.728 | 1.272 | 88.59 | 384 | 1.000 | bicubic | +3.576 | +0.530 | +3 |
13 | tf_efficientnet_b7_ns | 90.104 | 9.896 | 98.614 | 1.386 | 66.35 | 600 | 0.949 | bicubic | +3.264 | +0.520 | -1 |
14 | cait_m36_384 | 90.044 | 9.956 | 98.493 | 1.507 | 271.22 | 384 | 1.000 | bicubic | +3.992 | +0.763 | +11 |
15 | dm_nfnet_f6 | 90.044 | 9.956 | 98.546 | 1.454 | 438.36 | 576 | 0.956 | bicubic | +3.900 | +0.816 | +8 |
16 | swin_large_patch4_window12_384 | 90.027 | 9.973 | 98.663 | 1.337 | 196.74 | 384 | 1.000 | bicubic | +2.879 | +0.423 | -7 |
17 | tf_efficientnetv2_l_in21ft1k | 90.008 | 9.992 | 98.619 | 1.381 | 118.52 | 480 | 1.000 | bicubic | +3.704 | +0.641 | +4 |
18 | swin_base_patch4_window12_384 | 89.995 | 10.005 | 98.695 | 1.304 | 87.90 | 384 | 1.000 | bicubic | +3.563 | +0.639 | 0 |
19 | vit_base_patch16_384 | 89.984 | 10.016 | 98.680 | 1.319 | 86.86 | 384 | 1.000 | bicubic | +3.978 | +0.678 | +7 |
20 | convnext_xlarge_in22ft1k | 89.937 | 10.063 | 98.570 | 1.431 | 350.20 | 224 | 0.875 | bicubic | +2.929 | +0.362 | -9 |
21 | xcit_large_24_p8_384_dist | 89.886 | 10.114 | 98.384 | 1.616 | 188.93 | 384 | 1.000 | bicubic | +3.886 | +0.700 | +6 |
22 | cait_s36_384 | 89.844 | 10.156 | 98.424 | 1.576 | 68.37 | 384 | 1.000 | bicubic | +4.382 | +0.944 | +17 |
23 | xcit_medium_24_p8_384_dist | 89.814 | 10.186 | 98.362 | 1.638 | 84.32 | 384 | 1.000 | bicubic | +4.000 | +0.770 | +7 |
24 | convnext_large_in22ft1k | 89.807 | 10.193 | 98.499 | 1.501 | 197.77 | 224 | 0.875 | bicubic | +3.181 | +0.467 | -10 |
25 | swin_large_patch4_window7_224 | 89.796 | 10.204 | 98.642 | 1.358 | 196.53 | 224 | 0.900 | bicubic | +3.478 | +0.750 | -5 |
26 | vit_large_r50_s32_384 | 89.794 | 10.206 | 98.516 | 1.484 | 329.09 | 384 | 1.000 | bicubic | +3.612 | +0.598 | -4 |
27 | tf_efficientnetv2_m_in21ft1k | 89.779 | 10.221 | 98.501 | 1.499 | 54.14 | 480 | 1.000 | bicubic | +4.187 | +0.755 | +8 |
28 | tf_efficientnet_b6_ns | 89.777 | 10.223 | 98.512 | 1.488 | 43.04 | 528 | 0.942 | bicubic | +3.327 | +0.630 | -11 |
29 | xcit_small_24_p8_384_dist | 89.739 | 10.261 | 98.422 | 1.578 | 47.63 | 384 | 1.000 | bicubic | +4.187 | +0.850 | +7 |
30 | xcit_large_24_p16_384_dist | 89.662 | 10.338 | 98.401 | 1.599 | 189.10 | 384 | 1.000 | bicubic | +3.906 | +0.863 | +3 |
31 | tf_efficientnet_b5_ns | 89.653 | 10.347 | 98.480 | 1.520 | 30.39 | 456 | 0.934 | bicubic | +3.563 | +0.730 | -7 |
32 | convnext_base_in22ft1k | 89.624 | 10.376 | 98.529 | 1.471 | 88.59 | 224 | 0.875 | bicubic | +3.828 | +0.663 | -1 |
33 | tf_efficientnetv2_xl_in21ft1k | 89.587 | 10.413 | 98.174 | 1.825 | 208.12 | 512 | 1.000 | bicubic | +3.169 | +0.308 | -14 |
34 | tf_efficientnet_b8_ap | 89.581 | 10.419 | 98.303 | 1.697 | 87.41 | 672 | 0.954 | bicubic | +4.211 | +1.011 | +10 |
35 | dm_nfnet_f4 | 89.557 | 10.443 | 98.303 | 1.697 | 316.07 | 512 | 0.951 | bicubic | +3.843 | +0.781 | -1 |
36 | xcit_small_12_p8_384_dist | 89.517 | 10.483 | 98.303 | 1.697 | 26.21 | 384 | 1.000 | bicubic | +4.435 | +1.023 | +15 |
37 | xcit_large_24_p8_224_dist | 89.517 | 10.483 | 98.224 | 1.776 | 188.93 | 224 | 1.000 | bicubic | +4.119 | +0.814 | +7 |
38 | cait_s24_384 | 89.504 | 10.496 | 98.365 | 1.635 | 47.06 | 384 | 1.000 | bicubic | +4.456 | +1.017 | +17 |
39 | dm_nfnet_f3 | 89.485 | 10.515 | 98.399 | 1.601 | 254.92 | 416 | 0.940 | bicubic | +3.961 | +0.937 | -2 |
40 | xcit_medium_24_p16_384_dist | 89.476 | 10.524 | 98.296 | 1.704 | 84.40 | 384 | 1.000 | bicubic | +4.056 | +0.890 | +2 |
41 | dm_nfnet_f5 | 89.463 | 10.537 | 98.324 | 1.676 | 377.21 | 544 | 0.954 | bicubic | +3.650 | +0.838 | -12 |
42 | deit_base_distilled_patch16_384 | 89.429 | 10.571 | 98.439 | 1.561 | 87.63 | 384 | 1.000 | bicubic | +4.007 | +1.107 | -1 |
43 | tf_efficientnet_b7_ap | 89.429 | 10.571 | 98.345 | 1.655 | 66.35 | 600 | 0.949 | bicubic | +4.309 | +1.093 | +6 |
44 | vit_base_patch8_224 | 89.425 | 10.575 | 98.486 | 1.514 | 86.58 | 224 | 0.900 | bicubic | +3.633 | +0.694 | -12 |
45 | beit_base_patch16_224 | 89.408 | 10.592 | 98.525 | 1.475 | 86.53 | 224 | 0.900 | bicubic | +4.180 | +0.869 | +2 |
46 | regnetz_e8 | 89.380 | 10.620 | 98.459 | 1.542 | 57.70 | 320 | 1.000 | bicubic | +4.350 | +1.195 | +11 |
47 | tf_efficientnetv2_l | 89.370 | 10.630 | 98.273 | 1.727 | 118.52 | 480 | 1.000 | bicubic | +3.880 | +0.901 | -9 |
48 | tf_efficientnet_b8 | 89.352 | 10.648 | 98.303 | 1.697 | 87.41 | 672 | 0.954 | bicubic | +3.986 | +0.911 | -3 |
49 | tf_efficientnet_b6_ap | 89.342 | 10.658 | 98.281 | 1.719 | 43.04 | 528 | 0.942 | bicubic | +4.554 | +1.143 | +17 |
50 | vit_large_patch16_224 | 89.316 | 10.684 | 98.394 | 1.606 | 304.33 | 224 | 0.900 | bicubic | +3.472 | +0.570 | -22 |
51 | tf_efficientnet_b4_ns | 89.303 | 10.697 | 98.347 | 1.653 | 19.34 | 380 | 0.922 | bicubic | +4.141 | +0.877 | -3 |
52 | xcit_small_24_p16_384_dist | 89.299 | 10.701 | 98.328 | 1.672 | 47.67 | 384 | 1.000 | bicubic | +4.205 | +1.018 | -1 |
53 | xcit_medium_24_p8_224_dist | 89.286 | 10.714 | 98.189 | 1.810 | 84.32 | 224 | 1.000 | bicubic | +4.218 | +0.911 | 0 |
54 | tf_efficientnetv2_m | 89.284 | 10.716 | 98.236 | 1.764 | 54.14 | 480 | 1.000 | bicubic | +4.248 | +0.958 | +2 |
55 | xcit_small_24_p8_224_dist | 89.201 | 10.799 | 98.243 | 1.757 | 47.63 | 224 | 1.000 | bicubic | +4.327 | +1.055 | +9 |
56 | xcit_small_12_p16_384_dist | 89.199 | 10.801 | 98.219 | 1.781 | 26.25 | 384 | 1.000 | bicubic | +4.493 | +1.101 | +12 |
57 | swin_base_patch4_window7_224 | 89.145 | 10.855 | 98.422 | 1.578 | 87.77 | 224 | 0.900 | bicubic | +3.895 | +0.862 | -11 |
58 | cait_xs24_384 | 89.143 | 10.857 | 98.292 | 1.708 | 26.67 | 384 | 1.000 | bicubic | +5.081 | +1.404 | +34 |
59 | eca_nfnet_l2 | 89.141 | 10.859 | 98.315 | 1.685 | 56.72 | 384 | 1.000 | bicubic | +4.445 | +1.051 | +10 |
60 | ig_resnext101_32x48d | 89.118 | 10.882 | 98.132 | 1.868 | 828.41 | 224 | 0.875 | bilinear | +3.682 | +0.556 | -20 |
61 | ig_resnext101_32x32d | 89.107 | 10.893 | 98.185 | 1.815 | 468.53 | 224 | 0.875 | bilinear | +4.005 | +0.751 | -11 |
62 | tf_efficientnet_b7 | 89.083 | 10.917 | 98.185 | 1.815 | 66.35 | 600 | 0.949 | bicubic | +4.149 | +0.979 | -1 |
63 | ecaresnet269d | 89.066 | 10.934 | 98.232 | 1.768 | 102.09 | 352 | 1.000 | bicubic | +4.090 | +1.006 | -4 |
64 | xcit_large_24_p16_224_dist | 89.039 | 10.961 | 98.061 | 1.939 | 189.10 | 224 | 1.000 | bicubic | +4.121 | +0.929 | -2 |
65 | resmlp_big_24_224_in22ft1k | 89.011 | 10.989 | 98.215 | 1.785 | 129.14 | 224 | 0.875 | bicubic | +4.617 | +1.095 | +12 |
66 | dm_nfnet_f2 | 89.007 | 10.993 | 98.189 | 1.810 | 193.78 | 352 | 0.920 | bicubic | +3.943 | +0.950 | -12 |
67 | xcit_small_12_p8_224_dist | 89.004 | 10.996 | 98.081 | 1.919 | 26.21 | 224 | 1.000 | bicubic | +4.772 | +1.209 | +19 |
68 | efficientnetv2_rw_m | 88.985 | 11.015 | 98.213 | 1.787 | 53.24 | 416 | 1.000 | bicubic | +4.175 | +1.067 | -3 |
69 | tf_efficientnet_b5_ap | 88.940 | 11.060 | 98.164 | 1.836 | 30.39 | 456 | 0.934 | bicubic | +4.684 | +1.186 | +16 |
70 | dm_nfnet_f1 | 88.925 | 11.075 | 98.115 | 1.885 | 132.63 | 320 | 0.910 | bicubic | +4.301 | +1.017 | 0 |
71 | tf_efficientnetv2_s_in21ft1k | 88.902 | 11.098 | 98.279 | 1.721 | 21.46 | 384 | 1.000 | bicubic | +4.604 | +1.025 | +9 |
72 | regnetz_d8 | 88.857 | 11.143 | 98.189 | 1.810 | 23.37 | 320 | 1.000 | bicubic | +4.805 | +1.195 | +21 |
73 | vit_base_patch16_224 | 88.857 | 11.143 | 98.228 | 1.772 | 86.57 | 224 | 0.900 | bicubic | +4.331 | +0.930 | -2 |
74 | resnetrs420 | 88.842 | 11.158 | 98.034 | 1.966 | 191.89 | 416 | 1.000 | bicubic | +3.832 | +0.910 | -16 |
75 | resnetrs270 | 88.834 | 11.166 | 98.136 | 1.864 | 129.86 | 352 | 1.000 | bicubic | +4.400 | +1.164 | 0 |
76 | ig_resnext101_32x16d | 88.825 | 11.175 | 98.049 | 1.951 | 194.03 | 224 | 0.875 | bilinear | +4.653 | +0.851 | +12 |
77 | vit_small_r26_s32_384 | 88.817 | 11.184 | 98.341 | 1.659 | 36.47 | 384 | 1.000 | bicubic | +4.770 | +1.011 | +18 |
78 | vit_base_r50_s16_384 | 88.808 | 11.192 | 98.232 | 1.768 | 98.95 | 384 | 1.000 | bicubic | +3.836 | +0.942 | -18 |
79 | xcit_medium_24_p16_224_dist | 88.804 | 11.196 | 98.038 | 1.962 | 84.40 | 224 | 1.000 | bicubic | +4.524 | +1.098 | +4 |
80 | seresnet152d | 88.797 | 11.203 | 98.174 | 1.825 | 66.84 | 320 | 1.000 | bicubic | +4.439 | +1.132 | -1 |
81 | xcit_tiny_24_p8_384_dist | 88.780 | 11.220 | 98.162 | 1.838 | 12.11 | 384 | 1.000 | bicubic | +5.032 | +1.452 | +29 |
82 | swsl_resnext101_32x8d | 88.778 | 11.222 | 98.149 | 1.851 | 88.79 | 224 | 0.875 | bilinear | +4.488 | +0.969 | 0 |
83 | tf_efficientnet_b6 | 88.761 | 11.239 | 98.064 | 1.937 | 43.04 | 528 | 0.942 | bicubic | +4.653 | +1.178 | +7 |
84 | resnetrs350 | 88.759 | 11.241 | 98.031 | 1.968 | 163.96 | 384 | 1.000 | bicubic | +4.039 | +1.043 | -17 |
85 | vit_base_patch16_224_miil | 88.740 | 11.260 | 98.029 | 1.971 | 86.54 | 224 | 0.875 | bilinear | +4.470 | +1.227 | -1 |
86 | resnetv2_152x2_bitm | 88.731 | 11.269 | 98.307 | 1.693 | 236.34 | 448 | 1.000 | bilinear | +4.223 | +0.873 | -13 |
87 | regnety_160 | 88.701 | 11.299 | 98.068 | 1.932 | 83.59 | 288 | 1.000 | bicubic | +5.015 | +1.292 | +26 |
88 | pit_b_distilled_224 | 88.674 | 11.326 | 98.091 | 1.909 | 74.79 | 224 | 0.900 | bicubic | +4.532 | +1.235 | +1 |
89 | vit_small_patch16_384 | 88.652 | 11.348 | 98.232 | 1.768 | 22.20 | 384 | 1.000 | bicubic | +4.846 | +1.132 | +19 |
90 | regnetz_d32 | 88.652 | 11.348 | 98.083 | 1.917 | 27.58 | 320 | 0.950 | bicubic | +4.630 | +1.217 | +7 |
91 | eca_nfnet_l1 | 88.624 | 11.376 | 98.132 | 1.868 | 41.41 | 320 | 1.000 | bicubic | +4.612 | +1.104 | +7 |
92 | resnetrs200 | 88.609 | 11.391 | 98.038 | 1.962 | 93.21 | 320 | 1.000 | bicubic | +4.543 | +1.164 | -1 |
93 | convnext_large | 88.573 | 11.427 | 97.852 | 2.148 | 197.77 | 224 | 0.875 | bicubic | +4.277 | +0.958 | -12 |
94 | resnetv2_152x4_bitm | 88.554 | 11.446 | 98.194 | 1.806 | 936.53 | 480 | 1.000 | bilinear | +3.638 | +0.752 | -31 |
95 | resnet200d | 88.545 | 11.455 | 97.959 | 2.041 | 64.69 | 320 | 1.000 | bicubic | +4.583 | +1.135 | +4 |
96 | xcit_small_24_p16_224_dist | 88.533 | 11.467 | 97.999 | 2.001 | 47.67 | 224 | 1.000 | bicubic | +4.671 | +1.275 | +5 |
97 | resnest269e | 88.524 | 11.476 | 98.027 | 1.973 | 110.93 | 416 | 0.928 | bicubic | +4.008 | +1.041 | -25 |
98 | crossvit_18_dagger_408 | 88.473 | 11.527 | 97.893 | 2.107 | 44.61 | 408 | 1.000 | bicubic | +4.281 | +1.075 | -11 |
99 | efficientnetv2_rw_s | 88.473 | 11.527 | 97.972 | 2.028 | 23.94 | 384 | 1.000 | bicubic | +4.663 | +1.250 | +9 |
100 | resnetv2_101x3_bitm | 88.464 | 11.536 | 98.157 | 1.843 | 387.93 | 448 | 1.000 | bilinear | +4.022 | +0.775 | -26 |
101 | cait_s24_224 | 88.456 | 11.544 | 97.957 | 2.043 | 46.92 | 224 | 1.000 | bicubic | +4.998 | +1.393 | +17 |
102 | resnetv2_50x3_bitm | 88.447 | 11.553 | 98.198 | 1.802 | 217.32 | 448 | 1.000 | bilinear | +4.433 | +1.074 | -5 |
103 | resmlp_big_24_distilled_224 | 88.443 | 11.557 | 97.940 | 2.060 | 129.14 | 224 | 0.875 | bicubic | +4.855 | +1.292 | +13 |
104 | resnest200e | 88.432 | 11.568 | 98.044 | 1.956 | 70.20 | 320 | 0.909 | bicubic | +4.602 | +1.150 | +1 |
105 | tf_efficientnet_b3_ns | 88.426 | 11.574 | 98.029 | 1.971 | 12.23 | 300 | 0.904 | bicubic | +4.378 | +1.121 | -11 |
106 | vit_large_r50_s32_224 | 88.421 | 11.579 | 98.087 | 1.913 | 328.99 | 224 | 0.900 | bicubic | +3.991 | +0.921 | -30 |
107 | tf_efficientnetv2_s | 88.398 | 11.602 | 97.927 | 2.073 | 21.46 | 384 | 1.000 | bicubic | +4.512 | +1.231 | -7 |
108 | efficientnet_b4 | 88.366 | 11.634 | 97.961 | 2.039 | 19.34 | 384 | 1.000 | bicubic | +4.942 | +1.365 | +11 |
109 | resnet152d | 88.353 | 11.647 | 97.935 | 2.065 | 60.21 | 320 | 1.000 | bicubic | +4.679 | +1.197 | +6 |
110 | tf_efficientnet_b4_ap | 88.349 | 11.651 | 97.893 | 2.107 | 19.34 | 380 | 0.922 | bicubic | +5.097 | +1.499 | +16 |
111 | convnext_base | 88.328 | 11.672 | 97.792 | 2.208 | 88.59 | 224 | 0.875 | bicubic | +4.512 | +1.024 | -5 |
112 | tf_efficientnet_b5 | 88.321 | 11.679 | 97.914 | 2.086 | 30.39 | 456 | 0.934 | bicubic | +4.509 | +1.166 | -5 |
113 | crossvit_15_dagger_408 | 88.308 | 11.692 | 97.874 | 2.127 | 28.50 | 408 | 1.000 | bicubic | +4.476 | +1.090 | -9 |
114 | resnetrs152 | 88.251 | 11.749 | 97.737 | 2.263 | 86.62 | 320 | 1.000 | bicubic | +4.539 | +1.123 | -2 |
115 | xcit_small_12_p16_224_dist | 88.251 | 11.749 | 97.846 | 2.154 | 26.25 | 224 | 1.000 | bicubic | +4.903 | +1.010 | +8 |
116 | deit_base_distilled_patch16_224 | 88.214 | 11.786 | 97.918 | 2.082 | 87.34 | 224 | 0.900 | bicubic | +4.824 | +1.432 | +4 |
117 | xcit_tiny_24_p16_384_dist | 88.159 | 11.841 | 97.946 | 2.054 | 12.12 | 384 | 1.000 | bicubic | +5.589 | +1.662 | +36 |
118 | xcit_large_24_p8_224 | 88.157 | 11.843 | 97.389 | 2.611 | 188.93 | 224 | 1.000 | bicubic | +3.765 | +0.731 | -40 |
119 | ig_resnext101_32x8d | 88.155 | 11.845 | 97.856 | 2.144 | 88.79 | 224 | 0.875 | bilinear | +5.457 | +1.224 | +28 |
120 | resnetv2_152x2_bit_teacher_384 | 88.153 | 11.848 | 98.051 | 1.949 | 236.34 | 384 | 1.000 | bicubic | +4.309 | +0.933 | -18 |
121 | cait_xxs36_384 | 88.138 | 11.862 | 97.910 | 2.090 | 17.37 | 384 | 1.000 | bicubic | +5.946 | +1.764 | +54 |
122 | dm_nfnet_f0 | 88.127 | 11.873 | 97.854 | 2.146 | 71.49 | 256 | 0.900 | bicubic | +4.741 | +1.280 | -1 |
123 | xcit_tiny_12_p8_384_dist | 88.101 | 11.899 | 97.918 | 2.082 | 6.71 | 384 | 1.000 | bicubic | +5.709 | +1.696 | +38 |
124 | swsl_resnext101_32x4d | 88.099 | 11.901 | 97.970 | 2.030 | 44.18 | 224 | 0.875 | bilinear | +4.863 | +1.206 | +3 |
125 | convnext_small | 88.048 | 11.952 | 97.779 | 2.220 | 50.22 | 224 | 0.875 | bicubic | +4.922 | +1.355 | +6 |
126 | xcit_tiny_24_p8_224_dist | 88.039 | 11.961 | 97.814 | 2.186 | 12.11 | 224 | 1.000 | bicubic | +5.477 | +1.646 | +28 |
127 | eca_nfnet_l0 | 87.973 | 12.027 | 97.874 | 2.127 | 24.14 | 288 | 1.000 | bicubic | +5.395 | +1.382 | +25 |
128 | nfnet_l0 | 87.971 | 12.029 | 97.869 | 2.131 | 35.07 | 288 | 1.000 | bicubic | +5.219 | +1.351 | +16 |
129 | xcit_small_24_p8_224 | 87.969 | 12.031 | 97.581 | 2.419 | 47.63 | 224 | 1.000 | bicubic | +4.127 | +0.945 | -26 |
130 | tf_efficientnet_b4 | 87.963 | 12.037 | 97.739 | 2.261 | 19.34 | 380 | 0.922 | bicubic | +4.939 | +1.439 | +6 |
131 | resnet101d | 87.937 | 12.063 | 97.908 | 2.092 | 44.57 | 320 | 1.000 | bicubic | +4.915 | +1.462 | +6 |
132 | regnety_032 | 87.933 | 12.067 | 97.891 | 2.109 | 19.44 | 288 | 1.000 | bicubic | +5.207 | +1.467 | +13 |
133 | vit_base_patch32_384 | 87.907 | 12.093 | 98.010 | 1.990 | 88.30 | 384 | 1.000 | bicubic | +4.559 | +1.596 | -9 |
134 | twins_svt_large | 87.901 | 12.099 | 97.581 | 2.419 | 99.27 | 224 | 0.900 | bicubic | +4.221 | +0.987 | -20 |
135 | twins_pcpvt_large | 87.879 | 12.121 | 97.859 | 2.142 | 60.99 | 224 | 0.900 | bicubic | +4.743 | +1.257 | -6 |
136 | regnetz_c16 | 87.858 | 12.142 | 97.818 | 2.182 | 13.46 | 320 | 0.940 | bicubic | +5.340 | +1.458 | +21 |
137 | deit_base_patch16_384 | 87.841 | 12.159 | 97.510 | 2.490 | 86.86 | 384 | 1.000 | bicubic | +4.735 | +1.140 | -4 |
138 | xcit_small_12_p8_224 | 87.828 | 12.172 | 97.566 | 2.434 | 26.21 | 224 | 1.000 | bicubic | +4.484 | +1.086 | -13 |
139 | tresnet_xl_448 | 87.796 | 12.204 | 97.457 | 2.543 | 78.44 | 448 | 0.875 | bilinear | +4.742 | +1.285 | -4 |
140 | resnetv2_50x1_bit_distilled | 87.792 | 12.208 | 97.903 | 2.097 | 25.55 | 224 | 0.875 | bicubic | +4.964 | +1.377 | +1 |
141 | tresnet_m | 87.738 | 12.262 | 97.521 | 2.479 | 31.39 | 224 | 0.875 | bilinear | +4.666 | +1.403 | -7 |
142 | twins_pcpvt_base | 87.732 | 12.268 | 97.726 | 2.274 | 43.83 | 224 | 0.900 | bicubic | +5.028 | +1.378 | +4 |
143 | gc_efficientnetv2_rw_t | 87.717 | 12.283 | 97.807 | 2.193 | 13.68 | 288 | 1.000 | bicubic | +5.251 | +1.511 | +15 |
144 | resnetv2_101x1_bitm | 87.683 | 12.317 | 97.938 | 2.062 | 44.54 | 448 | 1.000 | bilinear | +5.349 | +1.421 | +22 |
145 | swin_small_patch4_window7_224 | 87.668 | 12.332 | 97.566 | 2.434 | 49.61 | 224 | 0.900 | bicubic | +4.454 | +1.242 | -17 |
146 | efficientnetv2_rw_t | 87.644 | 12.356 | 97.688 | 2.312 | 13.65 | 288 | 1.000 | bicubic | +5.300 | +1.492 | +19 |
147 | pnasnet5large | 87.642 | 12.358 | 97.487 | 2.513 | 86.06 | 331 | 0.911 | bicubic | +4.854 | +1.447 | -4 |
148 | twins_svt_base | 87.642 | 12.358 | 97.523 | 2.477 | 56.07 | 224 | 0.900 | bicubic | +4.506 | +1.103 | -18 |
149 | swsl_resnext101_32x16d | 87.608 | 12.392 | 97.818 | 2.182 | 194.03 | 224 | 0.875 | bilinear | +4.252 | +0.976 | -28 |
150 | jx_nest_base | 87.608 | 12.392 | 97.515 | 2.485 | 67.72 | 224 | 0.875 | bicubic | +4.054 | +1.151 | -32 |
151 | xcit_medium_24_p8_224 | 87.604 | 12.396 | 97.197 | 2.803 | 84.32 | 224 | 1.000 | bicubic | +3.868 | +0.803 | -40 |
152 | swsl_resnext50_32x4d | 87.595 | 12.405 | 97.654 | 2.346 | 25.03 | 224 | 0.875 | bilinear | +5.421 | +1.422 | +24 |
153 | levit_384 | 87.557 | 12.443 | 97.549 | 2.451 | 39.13 | 224 | 0.900 | bicubic | +4.969 | +1.527 | -3 |
154 | tf_efficientnet_b2_ns | 87.555 | 12.445 | 97.628 | 2.372 | 9.11 | 260 | 0.890 | bicubic | +5.175 | +1.380 | +8 |
155 | ecaresnet50t | 87.542 | 12.458 | 97.643 | 2.357 | 25.57 | 320 | 0.950 | bicubic | +5.194 | +1.505 | +9 |
156 | jx_nest_small | 87.495 | 12.505 | 97.519 | 2.481 | 38.35 | 224 | 0.875 | bicubic | +4.375 | +1.191 | -24 |
157 | resnetv2_152x2_bit_teacher | 87.493 | 12.507 | 97.814 | 2.186 | 236.34 | 224 | 0.875 | bicubic | +4.621 | +1.244 | -17 |
158 | resnet152 | 87.457 | 12.543 | 97.402 | 2.598 | 60.19 | 224 | 0.950 | bicubic | +4.633 | +1.268 | -16 |
159 | fbnetv3_g | 87.452 | 12.548 | 97.549 | 2.451 | 16.62 | 288 | 0.950 | bilinear | +5.406 | +1.485 | +23 |
160 | resnet61q | 87.439 | 12.561 | 97.600 | 2.400 | 36.85 | 288 | 1.000 | bicubic | +4.913 | +1.466 | -5 |
161 | efficientnet_b3 | 87.435 | 12.565 | 97.681 | 2.319 | 12.23 | 320 | 1.000 | bicubic | +5.193 | +1.567 | +12 |
162 | cait_xxs24_384 | 87.412 | 12.588 | 97.619 | 2.381 | 12.03 | 384 | 1.000 | bicubic | +6.448 | +1.973 | +74 |
163 | resnet51q | 87.401 | 12.599 | 97.585 | 2.415 | 35.70 | 288 | 1.000 | bilinear | +5.039 | +1.405 | 0 |
164 | coat_lite_small | 87.380 | 12.620 | 97.368 | 2.632 | 19.84 | 224 | 0.900 | bicubic | +5.070 | +1.520 | +4 |
165 | xcit_tiny_24_p8_224 | 87.377 | 12.623 | 97.628 | 2.372 | 12.11 | 224 | 1.000 | bicubic | +5.486 | +1.650 | +24 |
166 | tresnet_l_448 | 87.375 | 12.625 | 97.487 | 2.513 | 55.99 | 448 | 0.875 | bilinear | +5.105 | +1.509 | +6 |
167 | nasnetalarge | 87.350 | 12.650 | 97.417 | 2.583 | 88.75 | 331 | 0.911 | bicubic | +4.724 | +1.371 | -18 |
168 | crossvit_18_dagger_240 | 87.346 | 12.655 | 97.455 | 2.545 | 44.27 | 240 | 0.875 | bicubic | +4.826 | +1.383 | -12 |
169 | convnext_tiny | 87.339 | 12.661 | 97.436 | 2.564 | 28.59 | 224 | 0.875 | bicubic | +5.275 | +1.602 | +10 |
170 | crossvit_18_240 | 87.318 | 12.682 | 97.483 | 2.517 | 43.27 | 240 | 0.875 | bicubic | +4.918 | +1.429 | -10 |
171 | resnetv2_101 | 87.316 | 12.684 | 97.323 | 2.677 | 44.54 | 224 | 0.950 | bicubic | +5.274 | +1.461 | +12 |
172 | ecaresnet101d | 87.288 | 12.712 | 97.558 | 2.442 | 44.57 | 224 | 0.875 | bicubic | +5.116 | +1.510 | +5 |
173 | resnest101e | 87.284 | 12.716 | 97.560 | 2.440 | 48.28 | 256 | 0.875 | bilinear | +4.396 | +1.240 | -34 |
174 | pit_s_distilled_224 | 87.273 | 12.727 | 97.500 | 2.500 | 24.04 | 224 | 0.900 | bicubic | +5.277 | +1.704 | +10 |
175 | resnetrs101 | 87.249 | 12.751 | 97.455 | 2.545 | 63.62 | 288 | 0.940 | bicubic | +4.961 | +1.447 | -4 |
176 | mixer_b16_224_miil | 87.230 | 12.770 | 97.410 | 2.590 | 59.88 | 224 | 0.875 | bilinear | +4.926 | +1.694 | -7 |
177 | tresnet_xl | 87.228 | 12.772 | 97.400 | 2.600 | 78.44 | 224 | 0.875 | bilinear | +5.170 | +1.463 | +4 |
178 | xcit_tiny_12_p8_224_dist | 87.222 | 12.778 | 97.444 | 2.556 | 6.71 | 224 | 1.000 | bicubic | +6.014 | +1.842 | +41 |
179 | convit_base | 87.207 | 12.793 | 97.286 | 2.714 | 86.54 | 224 | 0.875 | bicubic | +4.913 | +1.352 | -9 |
180 | xcit_tiny_12_p16_384_dist | 87.200 | 12.800 | 97.466 | 2.534 | 6.72 | 384 | 1.000 | bicubic | +6.256 | +2.056 | +57 |
181 | tf_efficientnet_b3_ap | 87.194 | 12.806 | 97.380 | 2.620 | 12.23 | 300 | 0.904 | bicubic | +5.368 | +1.756 | +11 |
182 | visformer_small | 87.185 | 12.815 | 97.320 | 2.679 | 40.22 | 224 | 0.900 | bicubic | +5.079 | +1.447 | -4 |
183 | crossvit_15_dagger_240 | 87.170 | 12.830 | 97.438 | 2.562 | 28.21 | 240 | 0.875 | bicubic | +4.844 | +1.480 | -16 |
184 | xcit_small_24_p16_224 | 87.132 | 12.868 | 97.263 | 2.737 | 47.67 | 224 | 1.000 | bicubic | +4.550 | +1.259 | -33 |
185 | resnet101 | 87.081 | 12.919 | 97.263 | 2.737 | 44.55 | 224 | 0.950 | bicubic | +5.149 | +1.497 | +3 |
186 | convit_small | 87.053 | 12.947 | 97.348 | 2.652 | 27.78 | 224 | 0.875 | bicubic | +5.629 | +1.606 | +21 |
187 | crossvit_15_240 | 87.051 | 12.949 | 97.423 | 2.577 | 27.53 | 240 | 0.875 | bicubic | +5.507 | +1.735 | +13 |
188 | tf_efficientnetv2_b3 | 87.027 | 12.973 | 97.303 | 2.697 | 14.36 | 300 | 0.904 | bicubic | +5.059 | +1.523 | -1 |
189 | jx_nest_tiny | 87.012 | 12.988 | 97.378 | 2.622 | 17.06 | 224 | 0.875 | bicubic | +5.590 | +1.762 | +19 |
190 | regnetz_b16 | 87.012 | 12.988 | 97.427 | 2.573 | 9.72 | 288 | 0.940 | bicubic | +6.296 | +1.949 | +58 |
191 | xcit_small_12_p16_224 | 87.012 | 12.988 | 97.246 | 2.754 | 26.25 | 224 | 1.000 | bicubic | +5.036 | +1.428 | -5 |
192 | deit_small_distilled_patch16_224 | 86.995 | 13.005 | 97.316 | 2.684 | 22.44 | 224 | 0.900 | bicubic | +5.791 | +1.938 | +28 |
193 | resmlp_36_distilled_224 | 86.989 | 13.011 | 97.276 | 2.724 | 44.69 | 224 | 0.875 | bicubic | +5.835 | +1.788 | +29 |
194 | xcit_large_24_p16_224 | 86.955 | 13.045 | 96.919 | 3.081 | 189.10 | 224 | 1.000 | bicubic | +4.063 | +1.041 | -56 |
195 | xcit_medium_24_p16_224 | 86.938 | 13.062 | 97.101 | 2.899 | 84.40 | 224 | 1.000 | bicubic | +4.300 | +1.125 | -47 |
196 | tnt_s_patch16_224 | 86.903 | 13.097 | 97.365 | 2.635 | 23.76 | 224 | 0.900 | bicubic | +5.387 | +1.619 | +6 |
197 | vit_small_patch16_224 | 86.867 | 13.133 | 97.613 | 2.387 | 22.05 | 224 | 0.900 | bicubic | +5.471 | +1.479 | +12 |
198 | ssl_resnext101_32x16d | 86.865 | 13.135 | 97.519 | 2.481 | 194.03 | 224 | 0.875 | bilinear | +5.011 | +1.425 | -7 |
199 | vit_small_r26_s32_224 | 86.859 | 13.141 | 97.530 | 2.470 | 36.43 | 224 | 0.900 | bicubic | +5.003 | +1.510 | -9 |
200 | convmixer_1536_20 | 86.850 | 13.150 | 97.348 | 2.652 | 51.63 | 224 | 0.960 | bicubic | +5.484 | +1.734 | +12 |
201 | rexnet_200 | 86.844 | 13.156 | 97.276 | 2.724 | 16.37 | 224 | 0.875 | bicubic | +5.216 | +1.608 | -4 |
202 | tf_efficientnet_b3 | 86.835 | 13.165 | 97.297 | 2.703 | 12.23 | 300 | 0.904 | bicubic | +5.199 | +1.579 | -6 |
203 | deit_base_patch16_224 | 86.831 | 13.169 | 97.049 | 2.951 | 86.57 | 224 | 0.900 | bicubic | +4.837 | +1.315 | -18 |
204 | swsl_resnet50 | 86.825 | 13.175 | 97.496 | 2.504 | 25.56 | 224 | 0.875 | bilinear | +5.654 | +1.518 | +17 |
205 | tresnet_m_448 | 86.814 | 13.186 | 97.216 | 2.784 | 31.39 | 448 | 0.875 | bilinear | +5.110 | +1.642 | -12 |
206 | tf_efficientnet_lite4 | 86.803 | 13.197 | 97.265 | 2.735 | 13.01 | 380 | 0.920 | bilinear | +5.267 | +1.597 | -5 |
207 | ssl_resnext101_32x8d | 86.801 | 13.199 | 97.472 | 2.528 | 88.79 | 224 | 0.875 | bilinear | +5.193 | +1.430 | -9 |
208 | coat_mini | 86.795 | 13.205 | 97.158 | 2.842 | 10.34 | 224 | 0.900 | bicubic | +5.531 | +1.764 | +8 |
209 | tresnet_l | 86.763 | 13.237 | 97.269 | 2.731 | 55.99 | 224 | 0.875 | bilinear | +5.273 | +1.645 | -4 |
210 | twins_svt_small | 86.758 | 13.242 | 97.180 | 2.820 | 24.06 | 224 | 0.900 | bicubic | +5.074 | +1.508 | -16 |
211 | crossvit_base_240 | 86.735 | 13.265 | 97.122 | 2.878 | 105.03 | 240 | 0.875 | bicubic | +4.521 | +1.290 | -37 |
212 | levit_256 | 86.728 | 13.272 | 97.256 | 2.744 | 18.89 | 224 | 0.900 | bicubic | +5.222 | +1.764 | -8 |
213 | seresnext50_32x4d | 86.694 | 13.306 | 97.218 | 2.782 | 27.56 | 224 | 0.875 | bicubic | +5.436 | +1.590 | +4 |
214 | crossvit_small_240 | 86.692 | 13.308 | 97.273 | 2.727 | 26.86 | 240 | 0.875 | bicubic | +5.670 | +1.816 | +17 |
215 | halo2botnet50ts_256 | 86.686 | 13.314 | 97.096 | 2.904 | 22.64 | 256 | 0.950 | bicubic | +4.624 | +1.454 | -35 |
216 | pit_b_224 | 86.684 | 13.316 | 96.898 | 3.102 | 73.76 | 224 | 0.900 | bicubic | +4.240 | +1.186 | -57 |
217 | tf_efficientnet_b1_ns | 86.669 | 13.331 | 97.378 | 2.622 | 7.79 | 240 | 0.882 | bicubic | +5.283 | +1.642 | -7 |
218 | swin_tiny_patch4_window7_224 | 86.660 | 13.340 | 97.197 | 2.803 | 28.29 | 224 | 0.900 | bicubic | +5.286 | +1.655 | -7 |
219 | wide_resnet50_2 | 86.645 | 13.355 | 97.207 | 2.793 | 68.88 | 224 | 0.875 | bicubic | +5.193 | +1.677 | -13 |
220 | gernet_l | 86.641 | 13.359 | 97.190 | 2.810 | 31.08 | 256 | 0.875 | bilinear | +5.295 | +1.658 | -7 |
221 | efficientnet_el | 86.632 | 13.368 | 97.175 | 2.825 | 10.59 | 300 | 0.904 | bicubic | +5.326 | +1.649 | -6 |
222 | twins_pcpvt_small | 86.624 | 13.376 | 97.340 | 2.660 | 24.11 | 224 | 0.900 | bicubic | +5.536 | +1.700 | +6 |
223 | resmlp_24_distilled_224 | 86.620 | 13.380 | 97.141 | 2.859 | 30.02 | 224 | 0.875 | bicubic | +5.856 | +1.917 | +22 |
224 | nf_resnet50 | 86.605 | 13.395 | 97.291 | 2.709 | 25.56 | 288 | 0.940 | bicubic | +5.951 | +1.957 | +25 |
225 | resnest50d_4s2x40d | 86.588 | 13.412 | 97.267 | 2.733 | 30.42 | 224 | 0.875 | bicubic | +5.478 | +1.703 | 0 |
226 | efficientnet_b3_pruned | 86.579 | 13.421 | 97.190 | 2.810 | 9.86 | 300 | 0.904 | bicubic | +5.723 | +1.946 | +16 |
227 | sehalonet33ts | 86.568 | 13.432 | 97.004 | 2.995 | 13.69 | 256 | 0.940 | bicubic | +5.602 | +1.732 | +7 |
228 | sebotnet33ts_256 | 86.568 | 13.432 | 96.791 | 3.209 | 13.70 | 256 | 0.940 | bicubic | +5.414 | +1.623 | -4 |
229 | repvgg_b3 | 86.562 | 13.438 | 97.141 | 2.859 | 123.09 | 224 | 0.875 | bilinear | +6.066 | +1.877 | +26 |
230 | xcit_tiny_24_p16_224_dist | 86.536 | 13.464 | 97.218 | 2.782 | 12.12 | 224 | 1.000 | bicubic | +6.088 | +2.002 | +31 |
231 | halonet50ts | 86.502 | 13.498 | 97.152 | 2.848 | 22.73 | 256 | 0.940 | bicubic | +4.844 | +1.542 | -36 |
232 | ssl_resnext101_32x4d | 86.479 | 13.521 | 97.468 | 2.532 | 44.18 | 224 | 0.875 | bilinear | +5.553 | +1.744 | +7 |
233 | ecaresnet50d | 86.470 | 13.530 | 97.186 | 2.814 | 25.58 | 224 | 0.875 | bicubic | +5.868 | +1.866 | +19 |
234 | gcresnet50t | 86.468 | 13.532 | 97.141 | 2.859 | 25.90 | 256 | 0.900 | bicubic | +5.530 | +1.689 | +4 |
235 | gluon_resnet152_v1s | 86.466 | 13.534 | 97.113 | 2.887 | 60.32 | 224 | 0.875 | bicubic | +5.444 | +1.699 | -3 |
236 | haloregnetz_b | 86.464 | 13.536 | 96.943 | 3.057 | 11.68 | 224 | 0.940 | bicubic | +5.412 | +1.749 | -7 |
237 | resnest50d_1s4x24d | 86.445 | 13.556 | 97.150 | 2.850 | 25.68 | 224 | 0.875 | bicubic | +5.459 | +1.830 | -4 |
238 | resnetv2_50x1_bitm | 86.442 | 13.558 | 97.600 | 2.400 | 25.55 | 448 | 1.000 | bilinear | +6.100 | +1.920 | +29 |
239 | repvgg_b3g4 | 86.361 | 13.639 | 97.054 | 2.946 | 83.83 | 224 | 0.875 | bilinear | +6.149 | +1.948 | +40 |
240 | lamhalobotnet50ts_256 | 86.355 | 13.645 | 97.062 | 2.938 | 22.57 | 256 | 0.950 | bicubic | +4.805 | +1.560 | -41 |
241 | cait_xxs36_224 | 86.340 | 13.660 | 97.113 | 2.887 | 17.30 | 224 | 1.000 | bicubic | +6.590 | +2.243 | +65 |
242 | legacy_senet154 | 86.340 | 13.660 | 96.923 | 3.077 | 115.09 | 224 | 0.875 | bilinear | +5.030 | +1.433 | -28 |
243 | resnext50_32x4d | 86.331 | 13.669 | 96.964 | 3.036 | 25.03 | 224 | 0.950 | bicubic | +5.227 | +1.638 | -17 |
244 | gernet_m | 86.329 | 13.671 | 97.096 | 2.904 | 21.14 | 224 | 0.875 | bilinear | +5.583 | +1.912 | +2 |
245 | pit_s_224 | 86.323 | 13.677 | 97.047 | 2.953 | 23.46 | 224 | 0.900 | bicubic | +5.225 | +1.717 | -18 |
246 | vit_small_patch32_384 | 86.314 | 13.686 | 97.419 | 2.581 | 22.92 | 384 | 1.000 | bicubic | +5.830 | +1.821 | +10 |
247 | efficientnet_b2 | 86.308 | 13.692 | 96.990 | 3.010 | 9.11 | 288 | 1.000 | bicubic | +5.696 | +1.676 | +3 |
248 | gluon_senet154 | 86.272 | 13.729 | 96.947 | 3.053 | 115.09 | 224 | 0.875 | bicubic | +5.040 | +1.599 | -30 |
249 | resnest50d | 86.240 | 13.761 | 97.066 | 2.934 | 27.48 | 224 | 0.875 | bilinear | +5.262 | +1.688 | -15 |
250 | convmixer_768_32 | 86.225 | 13.775 | 97.034 | 2.966 | 21.11 | 224 | 0.960 | bicubic | +6.061 | +1.962 | +33 |
251 | ecaresnet101d_pruned | 86.210 | 13.790 | 97.335 | 2.665 | 24.88 | 224 | 0.875 | bicubic | +5.394 | +1.701 | -8 |
252 | efficientnet_el_pruned | 86.201 | 13.799 | 97.026 | 2.974 | 10.59 | 300 | 0.904 | bicubic | +5.899 | +1.808 | +19 |
253 | cspdarknet53 | 86.184 | 13.816 | 97.013 | 2.987 | 27.64 | 256 | 0.887 | bilinear | +6.122 | +1.929 | +35 |
254 | inception_v4 | 86.167 | 13.833 | 96.915 | 3.085 | 42.68 | 299 | 0.875 | bicubic | +5.997 | +1.945 | +28 |
255 | rexnet_150 | 86.156 | 13.844 | 97.062 | 2.938 | 9.73 | 224 | 0.875 | bicubic | +5.846 | +1.896 | +15 |
256 | inception_resnet_v2 | 86.135 | 13.865 | 97.043 | 2.957 | 55.84 | 299 | 0.897 | bicubic | +5.675 | +1.735 | +4 |
257 | xcit_tiny_12_p8_224 | 86.105 | 13.895 | 97.084 | 2.917 | 6.71 | 224 | 1.000 | bicubic | +6.411 | +2.029 | +53 |
258 | tf_efficientnet_el | 86.088 | 13.912 | 96.957 | 3.042 | 10.59 | 300 | 0.904 | bicubic | +5.838 | +1.828 | +17 |
259 | ssl_resnext50_32x4d | 86.077 | 13.923 | 97.212 | 2.788 | 25.03 | 224 | 0.875 | bilinear | +5.761 | +1.802 | +10 |
260 | gluon_resnet101_v1s | 86.058 | 13.942 | 97.024 | 2.976 | 44.67 | 224 | 0.875 | bicubic | +5.756 | +1.864 | +11 |
261 | ecaresnetlight | 86.058 | 13.942 | 97.064 | 2.936 | 30.16 | 224 | 0.875 | bicubic | +5.596 | +1.812 | -1 |
262 | lambda_resnet50ts | 86.039 | 13.961 | 96.744 | 3.256 | 21.54 | 256 | 0.950 | bicubic | +4.889 | +1.640 | -38 |
263 | gluon_seresnext101_32x4d | 86.032 | 13.968 | 96.977 | 3.023 | 48.96 | 224 | 0.875 | bicubic | +5.126 | +1.681 | -23 |
264 | resnetv2_50 | 86.022 | 13.978 | 96.898 | 3.102 | 25.55 | 224 | 0.950 | bicubic | +5.602 | +1.824 | -2 |
265 | seresnet33ts | 86.009 | 13.991 | 97.011 | 2.989 | 19.78 | 256 | 0.900 | bicubic | +5.653 | +1.903 | +1 |
266 | gcresnext50ts | 86.007 | 13.993 | 96.964 | 3.036 | 15.67 | 256 | 0.900 | bicubic | +5.429 | +1.794 | -13 |
267 | resnet50d | 85.996 | 14.004 | 96.985 | 3.015 | 25.58 | 224 | 0.875 | bicubic | +5.470 | +1.823 | -13 |
268 | ecaresnet26t | 85.981 | 14.019 | 97.039 | 2.961 | 16.01 | 320 | 0.950 | bicubic | +6.133 | +1.955 | +32 |
269 | tf_efficientnet_b2_ap | 85.975 | 14.025 | 96.810 | 3.190 | 9.11 | 260 | 0.890 | bicubic | +5.673 | +1.782 | +4 |
270 | gluon_seresnext101_64x4d | 85.956 | 14.044 | 96.979 | 3.021 | 88.23 | 224 | 0.875 | bicubic | +5.078 | +1.681 | -29 |
271 | vit_base_patch32_224 | 85.956 | 14.044 | 97.128 | 2.872 | 88.22 | 224 | 0.900 | bicubic | +5.234 | +1.562 | -24 |
272 | fbnetv3_d | 85.926 | 14.074 | 97.026 | 2.974 | 10.31 | 256 | 0.950 | bilinear | +6.244 | +2.076 | +39 |
273 | gluon_resnet152_v1d | 85.915 | 14.085 | 96.810 | 3.190 | 60.21 | 224 | 0.875 | bicubic | +5.439 | +1.602 | -16 |
274 | vit_large_patch32_384 | 85.911 | 14.089 | 97.368 | 2.632 | 306.63 | 384 | 1.000 | bicubic | +4.401 | +1.274 | -71 |
275 | tf_efficientnetv2_b2 | 85.900 | 14.100 | 96.889 | 3.111 | 10.10 | 260 | 0.890 | bicubic | +5.694 | +1.847 | +5 |
276 | tf_efficientnet_b2 | 85.898 | 14.102 | 96.862 | 3.139 | 9.11 | 260 | 0.890 | bicubic | +5.818 | +1.954 | +11 |
277 | resnet50_gn | 85.883 | 14.117 | 96.849 | 3.151 | 25.56 | 224 | 0.940 | bicubic | +5.831 | +1.903 | +12 |
278 | vit_base_patch16_224_sam | 85.877 | 14.123 | 96.697 | 3.303 | 86.57 | 224 | 0.900 | bicubic | +5.635 | +1.941 | -2 |
279 | seresnet50 | 85.853 | 14.147 | 97.009 | 2.991 | 28.09 | 224 | 0.875 | bicubic | +5.589 | +1.937 | -5 |
280 | repvgg_b2g4 | 85.849 | 14.151 | 96.812 | 3.188 | 61.76 | 224 | 0.875 | bilinear | +6.479 | +2.126 | +47 |
281 | gluon_resnet101_v1d | 85.847 | 14.153 | 96.663 | 3.337 | 44.57 | 224 | 0.875 | bicubic | +5.431 | +1.647 | -18 |
282 | gcresnet33ts | 85.808 | 14.192 | 96.900 | 3.100 | 19.88 | 256 | 0.900 | bicubic | +5.724 | +1.900 | +4 |
283 | mixnet_xl | 85.791 | 14.209 | 96.712 | 3.288 | 11.90 | 224 | 0.875 | bicubic | +5.315 | +1.778 | -25 |
284 | ens_adv_inception_resnet_v2 | 85.778 | 14.222 | 96.757 | 3.243 | 55.84 | 299 | 0.897 | bicubic | +5.798 | +1.819 | +8 |
285 | cspresnext50 | 85.748 | 14.252 | 96.840 | 3.160 | 20.57 | 224 | 0.875 | bilinear | +5.698 | +1.894 | +5 |
286 | tf_efficientnet_lite3 | 85.746 | 14.254 | 96.889 | 3.111 | 8.20 | 300 | 0.904 | bilinear | +5.928 | +1.975 | +18 |
287 | ese_vovnet39b | 85.744 | 14.256 | 96.894 | 3.107 | 24.57 | 224 | 0.875 | bicubic | +6.434 | +2.178 | +43 |
288 | legacy_seresnext101_32x4d | 85.744 | 14.256 | 96.757 | 3.243 | 48.96 | 224 | 0.875 | bilinear | +5.516 | +1.743 | -11 |
289 | gluon_resnext101_32x4d | 85.744 | 14.256 | 96.635 | 3.365 | 44.18 | 224 | 0.875 | bicubic | +5.404 | +1.709 | -20 |
290 | xcit_tiny_24_p16_224 | 85.740 | 14.260 | 96.938 | 3.062 | 12.12 | 224 | 1.000 | bicubic | +6.292 | +2.052 | +35 |
291 | eca_resnet33ts | 85.738 | 14.262 | 96.900 | 3.100 | 19.68 | 256 | 0.900 | bicubic | +5.654 | +1.930 | -6 |
292 | cspresnet50 | 85.723 | 14.277 | 96.799 | 3.200 | 21.62 | 256 | 0.887 | bilinear | +6.143 | +2.096 | +25 |
293 | regnety_320 | 85.723 | 14.277 | 96.725 | 3.275 | 145.05 | 224 | 0.875 | bicubic | +4.915 | +1.481 | -49 |
294 | resnet50 | 85.716 | 14.284 | 96.492 | 3.508 | 25.56 | 224 | 0.950 | bicubic | +5.344 | +1.882 | -30 |
295 | resmlp_big_24_224 | 85.697 | 14.303 | 96.424 | 3.576 | 129.14 | 224 | 0.875 | bicubic | +4.665 | +1.404 | -65 |
296 | xception71 | 85.693 | 14.307 | 96.776 | 3.224 | 42.34 | 299 | 0.903 | bicubic | +5.821 | +1.854 | +1 |
297 | gluon_resnext101_64x4d | 85.693 | 14.307 | 96.644 | 3.356 | 83.46 | 224 | 0.875 | bicubic | +5.089 | +1.652 | -45 |
298 | efficientnet_em | 85.682 | 14.318 | 96.943 | 3.057 | 6.90 | 240 | 0.882 | bicubic | +6.432 | +2.147 | +42 |
299 | deit_small_patch16_224 | 85.676 | 14.324 | 96.904 | 3.096 | 22.05 | 224 | 0.900 | bicubic | +5.810 | +1.858 | 0 |
300 | pit_xs_distilled_224 | 85.654 | 14.345 | 96.665 | 3.335 | 11.00 | 224 | 0.900 | bicubic | +6.350 | +2.299 | +34 |
301 | dpn107 | 85.650 | 14.350 | 96.723 | 3.277 | 86.92 | 224 | 0.875 | bicubic | +5.478 | +1.817 | -20 |
302 | efficientnet_b2_pruned | 85.642 | 14.358 | 96.746 | 3.254 | 8.31 | 260 | 0.890 | bicubic | +5.726 | +1.892 | -9 |
303 | resmlp_36_224 | 85.618 | 14.382 | 96.795 | 3.205 | 44.69 | 224 | 0.875 | bicubic | +5.850 | +1.909 | +2 |
304 | ecaresnet50d_pruned | 85.576 | 14.425 | 96.938 | 3.062 | 19.94 | 224 | 0.875 | bicubic | +5.866 | +2.058 | +5 |
305 | gluon_resnet152_v1c | 85.573 | 14.427 | 96.646 | 3.354 | 60.21 | 224 | 0.875 | bicubic | +5.661 | +1.798 | -10 |
306 | levit_192 | 85.569 | 14.431 | 96.742 | 3.258 | 10.95 | 224 | 0.900 | bicubic | +5.737 | +1.956 | -4 |
307 | resnext50d_32x4d | 85.567 | 14.433 | 96.748 | 3.252 | 25.05 | 224 | 0.875 | bicubic | +5.897 | +1.884 | +6 |
308 | tf_efficientnetv2_b1 | 85.561 | 14.439 | 96.727 | 3.273 | 8.14 | 240 | 0.882 | bicubic | +6.099 | +2.001 | +15 |
309 | regnety_120 | 85.546 | 14.454 | 96.785 | 3.215 | 51.82 | 224 | 0.875 | bicubic | +5.176 | +1.661 | -44 |
310 | fbnetv3_b | 85.522 | 14.478 | 96.862 | 3.139 | 8.60 | 256 | 0.950 | bilinear | +6.372 | +2.116 | +37 |
311 | regnetx_320 | 85.518 | 14.482 | 96.669 | 3.331 | 107.81 | 224 | 0.875 | bicubic | +5.278 | +1.647 | -34 |
312 | nf_regnet_b1 | 85.505 | 14.495 | 96.789 | 3.211 | 10.22 | 288 | 0.900 | bicubic | +6.217 | +2.039 | +24 |
313 | dpn92 | 85.503 | 14.497 | 96.629 | 3.371 | 37.67 | 224 | 0.875 | bicubic | +5.487 | +1.801 | -22 |
314 | rexnet_130 | 85.473 | 14.527 | 96.684 | 3.316 | 7.56 | 224 | 0.875 | bicubic | +5.973 | +2.002 | +6 |
315 | gluon_resnet152_v1b | 85.465 | 14.536 | 96.556 | 3.444 | 60.19 | 224 | 0.875 | bicubic | +5.788 | +1.818 | -3 |
316 | resnetrs50 | 85.458 | 14.542 | 96.733 | 3.267 | 35.69 | 224 | 0.910 | bicubic | +5.568 | +1.767 | -20 |
317 | dpn131 | 85.394 | 14.606 | 96.637 | 3.363 | 79.25 | 224 | 0.875 | bicubic | +5.570 | +1.929 | -14 |
318 | regnetx_160 | 85.388 | 14.612 | 96.637 | 3.363 | 54.28 | 224 | 0.875 | bicubic | +5.540 | +1.807 | -17 |
319 | dla102x2 | 85.379 | 14.621 | 96.627 | 3.373 | 41.28 | 224 | 0.875 | bilinear | +5.929 | +1.993 | +5 |
320 | gmlp_s16_224 | 85.351 | 14.649 | 96.646 | 3.354 | 19.42 | 224 | 0.875 | bicubic | +5.709 | +2.022 | -5 |
321 | gluon_seresnext50_32x4d | 85.336 | 14.664 | 96.671 | 3.329 | 27.56 | 224 | 0.875 | bicubic | +5.420 | +1.837 | -27 |
322 | botnet26t_256 | 85.332 | 14.668 | 96.631 | 3.369 | 12.49 | 256 | 0.950 | bicubic | +6.080 | +2.103 | +17 |
323 | skresnext50_32x4d | 85.317 | 14.683 | 96.392 | 3.608 | 27.48 | 224 | 0.875 | bicubic | +5.165 | +1.748 | -39 |
324 | dpn98 | 85.309 | 14.691 | 96.471 | 3.529 | 61.57 | 224 | 0.875 | bicubic | +5.665 | +1.873 | -10 |
325 | xception65 | 85.309 | 14.691 | 96.639 | 3.361 | 39.92 | 299 | 0.903 | bicubic | +5.761 | +1.983 | -7 |
326 | gluon_resnet101_v1c | 85.304 | 14.696 | 96.407 | 3.593 | 44.57 | 224 | 0.875 | bicubic | +5.772 | +1.827 | -7 |
327 | lambda_resnet26t | 85.300 | 14.700 | 96.725 | 3.275 | 10.96 | 256 | 0.940 | bicubic | +6.204 | +2.137 | +22 |
328 | regnety_064 | 85.287 | 14.713 | 96.644 | 3.356 | 30.58 | 224 | 0.875 | bicubic | +5.567 | +1.880 | -22 |
329 | resnetblur50 | 85.287 | 14.713 | 96.520 | 3.480 | 25.56 | 224 | 0.875 | bicubic | +5.979 | +1.886 | +1 |
330 | dpn68b | 85.287 | 14.713 | 96.464 | 3.536 | 12.61 | 224 | 0.875 | bicubic | +6.073 | +2.050 | +15 |
331 | resmlp_24_224 | 85.268 | 14.732 | 96.494 | 3.506 | 30.02 | 224 | 0.875 | bicubic | +5.886 | +1.948 | -5 |
332 | coat_lite_mini | 85.253 | 14.747 | 96.678 | 3.322 | 11.01 | 224 | 0.900 | bicubic | +6.161 | +2.072 | +18 |
333 | regnety_080 | 85.242 | 14.758 | 96.633 | 3.367 | 39.18 | 224 | 0.875 | bicubic | +5.362 | +1.803 | -36 |
334 | resnet33ts | 85.225 | 14.775 | 96.629 | 3.371 | 19.68 | 256 | 0.900 | bicubic | +6.013 | +2.057 | +10 |
335 | cait_xxs24_224 | 85.223 | 14.777 | 96.716 | 3.284 | 11.96 | 224 | 1.000 | bicubic | +6.839 | +2.406 | +50 |
336 | xcit_tiny_12_p16_224_dist | 85.204 | 14.796 | 96.597 | 3.403 | 6.72 | 224 | 1.000 | bicubic | +6.630 | +2.399 | +35 |
337 | halonet26t | 85.200 | 14.800 | 96.464 | 3.536 | 12.48 | 256 | 0.950 | bicubic | +6.084 | +2.152 | +11 |
338 | resnext101_32x8d | 85.195 | 14.805 | 96.451 | 3.549 | 88.79 | 224 | 0.875 | bilinear | +5.879 | +1.933 | -9 |
339 | gluon_inception_v3 | 85.180 | 14.819 | 96.526 | 3.474 | 23.83 | 299 | 0.875 | bicubic | +6.374 | +2.154 | +24 |
340 | resnet32ts | 85.161 | 14.839 | 96.622 | 3.378 | 17.96 | 256 | 0.900 | bicubic | +6.147 | +2.266 | +15 |
341 | hrnet_w48 | 85.153 | 14.847 | 96.492 | 3.508 | 77.47 | 224 | 0.875 | bilinear | +5.853 | +1.980 | -6 |
342 | gluon_xception65 | 85.151 | 14.849 | 96.597 | 3.403 | 39.92 | 299 | 0.903 | bicubic | +5.435 | +1.737 | -34 |
343 | gluon_resnet101_v1b | 85.144 | 14.856 | 96.368 | 3.632 | 44.55 | 224 | 0.875 | bicubic | +5.840 | +1.846 | -10 |
344 | eca_halonext26ts | 85.127 | 14.873 | 96.586 | 3.414 | 10.76 | 256 | 0.940 | bicubic | +5.639 | +1.990 | -23 |
345 | regnetx_120 | 85.127 | 14.873 | 96.473 | 3.527 | 46.11 | 224 | 0.875 | bicubic | +5.535 | +1.739 | -29 |
346 | tf_efficientnet_b1_ap | 85.127 | 14.873 | 96.405 | 3.595 | 7.79 | 240 | 0.882 | bicubic | +5.849 | +2.099 | -9 |
347 | eca_botnext26ts_256 | 85.121 | 14.879 | 96.511 | 3.489 | 10.59 | 256 | 0.950 | bicubic | +5.849 | +1.895 | -9 |
348 | xception | 85.119 | 14.881 | 96.471 | 3.529 | 22.86 | 299 | 0.897 | bicubic | +6.071 | +2.079 | +6 |
349 | hrnet_w64 | 85.112 | 14.888 | 96.744 | 3.256 | 128.06 | 224 | 0.875 | bilinear | +5.644 | +2.090 | -27 |
350 | ssl_resnet50 | 85.102 | 14.899 | 96.862 | 3.139 | 25.56 | 224 | 0.875 | bilinear | +5.882 | +2.030 | -9 |
351 | lambda_resnet26rpt_256 | 85.097 | 14.903 | 96.560 | 3.440 | 10.99 | 256 | 0.940 | bicubic | +6.129 | +2.132 | +7 |
352 | res2net101_26w_4s | 85.095 | 14.905 | 96.385 | 3.615 | 45.21 | 224 | 0.875 | bilinear | +5.897 | +1.947 | -6 |
353 | tf_efficientnet_cc_b1_8e | 85.063 | 14.937 | 96.419 | 3.580 | 39.72 | 240 | 0.882 | bicubic | +5.757 | +2.049 | -21 |
354 | xcit_nano_12_p8_384_dist | 85.027 | 14.973 | 96.631 | 3.369 | 3.05 | 384 | 1.000 | bicubic | +7.209 | +2.587 | +61 |
355 | resnest26d | 85.010 | 14.990 | 96.635 | 3.365 | 17.07 | 224 | 0.875 | bilinear | +6.526 | +2.341 | +20 |
356 | gluon_resnext50_32x4d | 85.010 | 14.990 | 96.428 | 3.572 | 25.03 | 224 | 0.875 | bicubic | +5.642 | +2.002 | -27 |
357 | tf_efficientnet_b0_ns | 84.986 | 15.014 | 96.503 | 3.497 | 5.29 | 224 | 0.875 | bicubic | +6.328 | +2.127 | +12 |
358 | coat_tiny | 84.969 | 15.031 | 96.409 | 3.591 | 5.50 | 224 | 0.900 | bicubic | +6.541 | +2.371 | +24 |
359 | regnety_040 | 84.948 | 15.052 | 96.612 | 3.388 | 20.65 | 224 | 0.875 | bicubic | +5.732 | +1.956 | -17 |
360 | dla169 | 84.922 | 15.078 | 96.533 | 3.467 | 53.39 | 224 | 0.875 | bilinear | +6.228 | +2.197 | +8 |
361 | tf_efficientnet_b1 | 84.916 | 15.084 | 96.364 | 3.636 | 7.79 | 240 | 0.882 | bicubic | +6.096 | +2.168 | +1 |
362 | legacy_seresnext50_32x4d | 84.894 | 15.106 | 96.428 | 3.572 | 27.56 | 224 | 0.875 | bilinear | +5.824 | +1.996 | -10 |
363 | hrnet_w44 | 84.886 | 15.114 | 96.432 | 3.568 | 67.06 | 224 | 0.875 | bilinear | +5.986 | +2.060 | -3 |
364 | regnetx_080 | 84.867 | 15.133 | 96.432 | 3.568 | 39.57 | 224 | 0.875 | bicubic | +5.667 | +1.880 | -19 |
365 | gluon_resnet50_v1s | 84.862 | 15.138 | 96.443 | 3.557 | 25.68 | 224 | 0.875 | bicubic | +6.154 | +2.203 | +2 |
366 | res2net50_26w_8s | 84.852 | 15.148 | 96.345 | 3.655 | 48.40 | 224 | 0.875 | bilinear | +5.876 | +2.167 | -10 |
367 | levit_128 | 84.843 | 15.157 | 96.351 | 3.649 | 9.21 | 224 | 0.900 | bicubic | +6.357 | +2.345 | +8 |
368 | vit_tiny_patch16_384 | 84.828 | 15.172 | 96.712 | 3.288 | 5.79 | 384 | 1.000 | bicubic | +6.396 | +2.170 | +13 |
369 | gluon_resnet50_v1d | 84.826 | 15.174 | 96.400 | 3.600 | 25.58 | 224 | 0.875 | bicubic | +5.750 | +1.930 | -18 |
370 | dla60_res2next | 84.824 | 15.176 | 96.413 | 3.587 | 17.03 | 224 | 0.875 | bilinear | +6.382 | +2.263 | +10 |
371 | mixnet_l | 84.820 | 15.180 | 96.326 | 3.674 | 7.33 | 224 | 0.875 | bicubic | +5.844 | +2.032 | -14 |
372 | dla102x | 84.815 | 15.185 | 96.548 | 3.452 | 26.31 | 224 | 0.875 | bilinear | +6.301 | +2.324 | +1 |
373 | tv_resnet152 | 84.815 | 15.185 | 96.219 | 3.781 | 60.19 | 224 | 0.875 | bilinear | +6.495 | +2.183 | +15 |
374 | dla60_res2net | 84.809 | 15.191 | 96.484 | 3.517 | 20.85 | 224 | 0.875 | bilinear | +6.347 | +2.278 | +4 |
375 | pit_xs_224 | 84.790 | 15.210 | 96.492 | 3.508 | 10.62 | 224 | 0.900 | bicubic | +6.602 | +2.326 | +19 |
376 | xception41 | 84.783 | 15.217 | 96.415 | 3.585 | 26.97 | 299 | 0.903 | bicubic | +6.275 | +2.135 | -2 |
377 | regnetx_064 | 84.781 | 15.219 | 96.492 | 3.508 | 26.21 | 224 | 0.875 | bicubic | +5.715 | +2.034 | -24 |
378 | hrnet_w40 | 84.736 | 15.264 | 96.552 | 3.448 | 57.56 | 224 | 0.875 | bilinear | +5.820 | +2.078 | -19 |
379 | res2net50_26w_6s | 84.730 | 15.270 | 96.285 | 3.715 | 37.05 | 224 | 0.875 | bilinear | +6.164 | +2.151 | -7 |
380 | repvgg_b2 | 84.722 | 15.278 | 96.469 | 3.531 | 89.02 | 224 | 0.875 | bilinear | +5.930 | +2.051 | -16 |
381 | resmlp_12_distilled_224 | 84.713 | 15.287 | 96.223 | 3.777 | 15.35 | 224 | 0.875 | bicubic | +6.771 | +2.665 | +25 |
382 | legacy_seresnet152 | 84.694 | 15.306 | 96.413 | 3.587 | 66.82 | 224 | 0.875 | bilinear | +6.038 | +2.045 | -12 |
383 | selecsls60b | 84.653 | 15.347 | 96.298 | 3.702 | 32.77 | 224 | 0.875 | bicubic | +6.241 | +2.128 | 0 |
384 | hrnet_w32 | 84.649 | 15.351 | 96.411 | 3.589 | 41.23 | 224 | 0.875 | bilinear | +6.203 | +2.223 | -5 |
385 | bat_resnext26ts | 84.640 | 15.360 | 96.270 | 3.730 | 10.73 | 256 | 0.900 | bicubic | +6.390 | +2.172 | +4 |
386 | tf_efficientnetv2_b0 | 84.630 | 15.370 | 96.272 | 3.728 | 7.14 | 224 | 0.875 | bicubic | +6.270 | +2.248 | +1 |
387 | efficientnet_b1 | 84.608 | 15.392 | 96.332 | 3.668 | 7.79 | 256 | 1.000 | bicubic | +5.818 | +1.990 | -22 |
388 | regnetx_040 | 84.598 | 15.402 | 96.379 | 3.621 | 22.12 | 224 | 0.875 | bicubic | +6.116 | +2.135 | -11 |
389 | efficientnet_es | 84.583 | 15.417 | 96.313 | 3.687 | 5.44 | 224 | 0.875 | bicubic | +6.523 | +2.375 | +10 |
390 | hrnet_w30 | 84.576 | 15.424 | 96.381 | 3.619 | 37.71 | 224 | 0.875 | bilinear | +6.378 | +2.157 | +3 |
391 | tf_mixnet_l | 84.564 | 15.437 | 96.244 | 3.756 | 7.33 | 224 | 0.875 | bicubic | +5.790 | +2.248 | -25 |
392 | wide_resnet101_2 | 84.551 | 15.449 | 96.353 | 3.647 | 126.89 | 224 | 0.875 | bilinear | +5.699 | +2.065 | -31 |
393 | dla60x | 84.523 | 15.477 | 96.283 | 3.717 | 17.35 | 224 | 0.875 | bilinear | +6.277 | +2.263 | -2 |
394 | legacy_seresnet101 | 84.499 | 15.501 | 96.330 | 3.670 | 49.33 | 224 | 0.875 | bilinear | +6.111 | +2.064 | -10 |
395 | resnet26t | 84.467 | 15.533 | 96.217 | 3.783 | 16.01 | 256 | 0.940 | bicubic | +6.603 | +2.371 | +14 |
396 | coat_lite_tiny | 84.457 | 15.543 | 96.368 | 3.632 | 5.72 | 224 | 0.900 | bicubic | +6.947 | +2.456 | +30 |
397 | tf_efficientnet_em | 84.450 | 15.550 | 96.178 | 3.822 | 6.90 | 240 | 0.882 | bicubic | +6.318 | +2.132 | 0 |
398 | repvgg_b1 | 84.414 | 15.586 | 96.215 | 3.785 | 57.42 | 224 | 0.875 | bilinear | +6.046 | +2.118 | -12 |
399 | efficientnet_b1_pruned | 84.395 | 15.605 | 96.140 | 3.860 | 6.33 | 240 | 0.882 | bicubic | +6.155 | +2.308 | -7 |
400 | res2net50_26w_4s | 84.363 | 15.637 | 96.080 | 3.920 | 25.70 | 224 | 0.875 | bilinear | +6.407 | +2.228 | +5 |
401 | hardcorenas_f | 84.322 | 15.678 | 96.025 | 3.975 | 8.20 | 224 | 0.875 | bilinear | +6.224 | +2.221 | -3 |
402 | res2net50_14w_8s | 84.305 | 15.695 | 96.072 | 3.929 | 25.06 | 224 | 0.875 | bilinear | +6.161 | +2.222 | -6 |
403 | selecsls60 | 84.284 | 15.716 | 96.099 | 3.901 | 30.67 | 224 | 0.875 | bicubic | +6.310 | +2.267 | +1 |
404 | regnetx_032 | 84.239 | 15.761 | 96.249 | 3.751 | 15.30 | 224 | 0.875 | bicubic | +6.067 | +2.161 | -9 |
405 | res2next50 | 84.235 | 15.765 | 96.001 | 3.999 | 24.67 | 224 | 0.875 | bilinear | +5.985 | +2.115 | -15 |
406 | gluon_resnet50_v1c | 84.211 | 15.789 | 96.161 | 3.839 | 25.58 | 224 | 0.875 | bicubic | +6.201 | +2.173 | -4 |
407 | dla102 | 84.188 | 15.812 | 96.208 | 3.792 | 33.27 | 224 | 0.875 | bilinear | +6.160 | +2.258 | -6 |
408 | gcresnext26ts | 84.175 | 15.825 | 96.084 | 3.916 | 10.48 | 256 | 0.900 | bicubic | +6.355 | +2.252 | +6 |
409 | rexnet_100 | 84.164 | 15.836 | 96.255 | 3.745 | 4.80 | 224 | 0.875 | bicubic | +6.306 | +2.385 | +2 |
410 | seresnext26ts | 84.145 | 15.855 | 96.072 | 3.929 | 10.39 | 256 | 0.900 | bicubic | +6.293 | +2.281 | +3 |
411 | tf_inception_v3 | 84.134 | 15.866 | 95.916 | 4.084 | 23.83 | 299 | 0.875 | bicubic | +6.280 | +2.278 | +1 |
412 | res2net50_48w_2s | 84.126 | 15.874 | 95.967 | 4.033 | 25.29 | 224 | 0.875 | bilinear | +6.604 | +2.415 | +13 |
413 | resnet34d | 84.094 | 15.906 | 95.975 | 4.025 | 21.82 | 224 | 0.875 | bicubic | +6.980 | +2.595 | +26 |
414 | tf_efficientnet_lite2 | 84.094 | 15.906 | 96.069 | 3.931 | 6.09 | 260 | 0.890 | bicubic | +6.626 | +2.313 | +13 |
415 | xcit_tiny_12_p16_224 | 84.090 | 15.911 | 96.236 | 3.764 | 6.72 | 224 | 1.000 | bicubic | +6.963 | +2.522 | +23 |
416 | efficientnet_b0 | 84.032 | 15.968 | 95.956 | 4.044 | 5.29 | 224 | 0.875 | bicubic | +6.338 | +2.422 | +1 |
417 | crossvit_9_dagger_240 | 84.019 | 15.981 | 96.084 | 3.916 | 8.78 | 240 | 0.875 | bicubic | +7.041 | +2.472 | +27 |
418 | gmixer_24_224 | 83.968 | 16.032 | 95.854 | 4.146 | 24.72 | 224 | 0.875 | bicubic | +5.930 | +2.184 | -18 |
419 | hardcorenas_e | 83.966 | 16.034 | 95.901 | 4.099 | 8.07 | 224 | 0.875 | bilinear | +6.174 | +2.203 | -3 |
420 | tf_efficientnet_cc_b0_8e | 83.963 | 16.037 | 96.069 | 3.931 | 24.01 | 224 | 0.875 | bicubic | +6.055 | +2.413 | -12 |
421 | regnety_016 | 83.957 | 16.043 | 96.005 | 3.995 | 11.20 | 224 | 0.875 | bicubic | +6.097 | +2.283 | -11 |
422 | tv_resnext50_32x4d | 83.957 | 16.043 | 95.963 | 4.037 | 25.03 | 224 | 0.875 | bilinear | +6.339 | +2.267 | -2 |
423 | gluon_resnet50_v1b | 83.940 | 16.060 | 96.016 | 3.984 | 25.56 | 224 | 0.875 | bicubic | +6.360 | +2.294 | +1 |
424 | densenet161 | 83.904 | 16.096 | 96.016 | 3.984 | 28.68 | 224 | 0.875 | bicubic | +6.552 | +2.378 | +8 |
425 | mobilenetv2_120d | 83.893 | 16.107 | 95.907 | 4.093 | 5.83 | 224 | 0.875 | bicubic | +6.597 | +2.411 | +9 |
426 | adv_inception_v3 | 83.891 | 16.109 | 95.933 | 4.067 | 23.83 | 299 | 0.875 | bicubic | +6.309 | +2.195 | -3 |
427 | seresnext26t_32x4d | 83.878 | 16.122 | 95.933 | 4.067 | 16.81 | 224 | 0.875 | bicubic | +5.902 | +2.189 | -24 |
428 | tv_resnet101 | 83.850 | 16.150 | 95.890 | 4.110 | 44.55 | 224 | 0.875 | bilinear | +6.472 | +2.348 | +3 |
429 | tinynet_a | 83.827 | 16.173 | 95.820 | 4.181 | 6.19 | 192 | 0.875 | bicubic | +6.175 | +2.282 | -11 |
430 | inception_v3 | 83.761 | 16.239 | 95.879 | 4.121 | 23.83 | 299 | 0.875 | bicubic | +6.323 | +2.403 | -1 |
431 | hardcorenas_d | 83.756 | 16.244 | 95.734 | 4.266 | 7.50 | 224 | 0.875 | bilinear | +6.324 | +2.250 | -1 |
432 | seresnext26d_32x4d | 83.754 | 16.246 | 95.852 | 4.148 | 16.81 | 224 | 0.875 | bicubic | +6.152 | +2.244 | -11 |
433 | dla60 | 83.727 | 16.273 | 95.937 | 4.063 | 22.04 | 224 | 0.875 | bilinear | +6.691 | +2.619 | +10 |
434 | xcit_nano_12_p8_224_dist | 83.724 | 16.276 | 95.952 | 4.048 | 3.05 | 224 | 1.000 | bicubic | +7.404 | +2.866 | +30 |
435 | eca_resnext26ts | 83.703 | 16.297 | 95.943 | 4.057 | 10.30 | 256 | 0.900 | bicubic | +6.251 | +2.377 | -7 |
436 | repvgg_b1g4 | 83.701 | 16.299 | 96.025 | 3.975 | 39.97 | 224 | 0.875 | bilinear | +6.115 | +2.195 | -14 |
437 | convmixer_1024_20_ks9_p14 | 83.682 | 16.318 | 95.890 | 4.110 | 24.38 | 224 | 0.960 | bicubic | +6.740 | +2.534 | +9 |
438 | legacy_seresnet50 | 83.667 | 16.333 | 95.980 | 4.020 | 28.09 | 224 | 0.875 | bilinear | +6.035 | +2.228 | -19 |
439 | tf_efficientnet_b0_ap | 83.652 | 16.348 | 95.781 | 4.219 | 5.29 | 224 | 0.875 | bicubic | +6.562 | +2.523 | +2 |
440 | skresnet34 | 83.635 | 16.365 | 95.928 | 4.072 | 22.28 | 224 | 0.875 | bicubic | +6.731 | +2.608 | +9 |
441 | tf_efficientnet_cc_b0_4e | 83.635 | 16.365 | 95.740 | 4.260 | 13.31 | 224 | 0.875 | bicubic | +6.331 | +2.406 | -8 |
442 | resmlp_12_224 | 83.569 | 16.431 | 95.762 | 4.238 | 15.35 | 224 | 0.875 | bicubic | +6.912 | +2.582 | +13 |
443 | densenet201 | 83.554 | 16.446 | 95.811 | 4.189 | 20.01 | 224 | 0.875 | bicubic | +6.264 | +2.333 | -8 |
444 | mobilenetv3_large_100_miil | 83.554 | 16.446 | 95.450 | 4.550 | 5.48 | 224 | 0.875 | bilinear | +5.636 | +2.544 | -37 |
445 | gernet_s | 83.519 | 16.481 | 95.796 | 4.204 | 8.17 | 224 | 0.875 | bilinear | +6.607 | +2.662 | +3 |
446 | mixnet_m | 83.519 | 16.481 | 95.689 | 4.311 | 5.01 | 224 | 0.875 | bicubic | +6.255 | +2.265 | -10 |
447 | legacy_seresnext26_32x4d | 83.517 | 16.483 | 95.715 | 4.285 | 16.79 | 224 | 0.875 | bicubic | +6.415 | +2.399 | -7 |
448 | tf_efficientnet_b0 | 83.517 | 16.483 | 95.719 | 4.281 | 5.29 | 224 | 0.875 | bicubic | +6.671 | +2.493 | +2 |
449 | hrnet_w18 | 83.498 | 16.502 | 95.909 | 4.091 | 21.30 | 224 | 0.875 | bilinear | +6.746 | +2.467 | +4 |
450 | densenetblur121d | 83.470 | 16.530 | 95.822 | 4.178 | 8.00 | 224 | 0.875 | bicubic | +6.888 | +2.634 | +9 |
451 | resnext26ts | 83.466 | 16.534 | 95.724 | 4.277 | 10.30 | 256 | 0.900 | bicubic | +6.686 | +2.596 | +1 |
452 | selecsls42b | 83.455 | 16.545 | 95.749 | 4.251 | 32.46 | 224 | 0.875 | bicubic | +6.281 | +2.355 | -15 |
453 | tf_efficientnet_lite1 | 83.344 | 16.656 | 95.640 | 4.360 | 5.42 | 240 | 0.882 | bicubic | +6.708 | +2.418 | +3 |
454 | hardcorenas_c | 83.334 | 16.666 | 95.711 | 4.289 | 5.52 | 224 | 0.875 | bilinear | +6.286 | +2.555 | -12 |
455 | regnetx_016 | 83.197 | 16.803 | 95.740 | 4.260 | 9.19 | 224 | 0.875 | bicubic | +6.247 | +2.319 | -10 |
456 | dpn68 | 83.180 | 16.820 | 95.595 | 4.405 | 12.61 | 224 | 0.875 | bicubic | +6.874 | +2.621 | +10 |
457 | tf_mixnet_m | 83.176 | 16.824 | 95.463 | 4.537 | 5.01 | 224 | 0.875 | bicubic | +6.234 | +2.311 | -10 |
458 | tf_efficientnet_es | 83.174 | 16.826 | 95.587 | 4.413 | 5.44 | 224 | 0.875 | bicubic | +6.576 | +2.383 | 0 |
459 | mobilenetv2_140 | 83.169 | 16.831 | 95.689 | 4.311 | 6.11 | 224 | 0.875 | bicubic | +6.661 | +2.691 | +3 |
460 | xcit_nano_12_p16_384_dist | 83.165 | 16.835 | 95.755 | 4.245 | 3.05 | 384 | 1.000 | bicubic | +7.715 | +3.064 | +22 |
461 | ese_vovnet19b_dw | 83.107 | 16.893 | 95.779 | 4.221 | 6.54 | 224 | 0.875 | bicubic | +6.307 | +2.507 | -10 |
462 | levit_128s | 83.062 | 16.938 | 95.529 | 4.471 | 7.78 | 224 | 0.900 | bicubic | +6.543 | +2.663 | -1 |
463 | resnet26d | 83.056 | 16.944 | 95.608 | 4.392 | 16.01 | 224 | 0.875 | bicubic | +6.356 | +2.462 | -9 |
464 | repvgg_a2 | 83.001 | 16.999 | 95.591 | 4.409 | 28.21 | 224 | 0.875 | bilinear | +6.541 | +2.585 | -1 |
465 | tv_resnet50 | 82.958 | 17.042 | 95.472 | 4.529 | 25.56 | 224 | 0.875 | bilinear | +6.820 | +2.610 | +2 |
466 | hardcorenas_b | 82.864 | 17.136 | 95.390 | 4.610 | 5.18 | 224 | 0.875 | bilinear | +6.332 | +2.636 | -6 |
467 | densenet121 | 82.819 | 17.181 | 95.583 | 4.417 | 7.98 | 224 | 0.875 | bicubic | +7.237 | +2.931 | +9 |
468 | vit_tiny_r_s16_p8_384 | 82.689 | 17.311 | 95.845 | 4.155 | 6.36 | 384 | 1.000 | bicubic | +6.733 | +2.583 | +2 |
469 | densenet169 | 82.680 | 17.320 | 95.600 | 4.400 | 14.15 | 224 | 0.875 | bicubic | +6.780 | +2.570 | +3 |
470 | vit_small_patch32_224 | 82.527 | 17.473 | 95.670 | 4.330 | 22.88 | 224 | 0.900 | bicubic | +6.529 | +2.398 | -2 |
471 | mixnet_s | 82.522 | 17.478 | 95.356 | 4.644 | 4.13 | 224 | 0.875 | bicubic | +6.530 | +2.558 | -2 |
472 | regnety_008 | 82.488 | 17.512 | 95.491 | 4.509 | 6.26 | 224 | 0.875 | bicubic | +6.176 | +2.421 | -7 |
473 | efficientnet_lite0 | 82.382 | 17.619 | 95.284 | 4.716 | 4.65 | 224 | 0.875 | bicubic | +6.906 | +2.772 | +6 |
474 | resnest14d | 82.352 | 17.648 | 95.343 | 4.657 | 10.61 | 224 | 0.875 | bilinear | +6.846 | +2.823 | +4 |
475 | hardcorenas_a | 82.313 | 17.687 | 95.299 | 4.701 | 5.26 | 224 | 0.875 | bilinear | +6.391 | +2.783 | -4 |
476 | efficientnet_es_pruned | 82.285 | 17.715 | 95.301 | 4.699 | 5.44 | 224 | 0.875 | bicubic | +7.287 | +2.863 | +15 |
477 | mobilenetv3_rw | 82.275 | 17.725 | 95.234 | 4.766 | 5.48 | 224 | 0.875 | bicubic | +6.645 | +2.526 | -2 |
478 | semnasnet_100 | 82.251 | 17.749 | 95.230 | 4.770 | 3.89 | 224 | 0.875 | bicubic | +6.801 | +2.630 | +3 |
479 | mobilenetv3_large_100 | 82.177 | 17.823 | 95.196 | 4.804 | 5.48 | 224 | 0.875 | bicubic | +6.415 | +2.656 | -6 |
480 | resnet34 | 82.144 | 17.855 | 95.128 | 4.872 | 21.80 | 224 | 0.875 | bilinear | +7.030 | +2.844 | +8 |
481 | mobilenetv2_110d | 82.072 | 17.928 | 95.076 | 4.923 | 4.52 | 224 | 0.875 | bicubic | +7.032 | +2.892 | +8 |
482 | vit_tiny_patch16_224 | 82.063 | 17.937 | 95.484 | 4.516 | 5.72 | 224 | 0.900 | bicubic | +6.607 | +2.638 | -2 |
483 | tf_mixnet_s | 82.038 | 17.962 | 95.124 | 4.877 | 4.13 | 224 | 0.875 | bicubic | +6.388 | +2.496 | -9 |
484 | repvgg_b0 | 82.012 | 17.988 | 95.098 | 4.902 | 15.82 | 224 | 0.875 | bilinear | +6.856 | +2.680 | +1 |
485 | deit_tiny_distilled_patch16_224 | 81.999 | 18.001 | 95.141 | 4.859 | 5.91 | 224 | 0.900 | bicubic | +7.487 | +3.253 | +15 |
486 | mixer_b16_224 | 81.987 | 18.014 | 94.449 | 5.551 | 59.88 | 224 | 0.875 | bicubic | +5.377 | +2.219 | -29 |
487 | pit_ti_distilled_224 | 81.967 | 18.033 | 95.145 | 4.855 | 5.10 | 224 | 0.900 | bicubic | +7.435 | +3.047 | +12 |
488 | hrnet_w18_small_v2 | 81.965 | 18.035 | 95.164 | 4.836 | 15.60 | 224 | 0.875 | bilinear | +6.847 | +2.748 | -1 |
489 | tf_efficientnet_lite0 | 81.957 | 18.043 | 95.162 | 4.838 | 4.65 | 224 | 0.875 | bicubic | +7.125 | +2.986 | +4 |
490 | resnet26 | 81.954 | 18.046 | 95.245 | 4.755 | 16.00 | 224 | 0.875 | bicubic | +6.652 | +2.669 | -7 |
491 | tinynet_b | 81.873 | 18.127 | 94.878 | 5.122 | 3.73 | 188 | 0.875 | bicubic | +6.893 | +2.692 | +1 |
492 | tf_mobilenetv3_large_100 | 81.848 | 18.152 | 95.068 | 4.932 | 5.48 | 224 | 0.875 | bilinear | +6.330 | +2.464 | -15 |
493 | tv_densenet121 | 81.726 | 18.274 | 95.036 | 4.964 | 7.98 | 224 | 0.875 | bicubic | +6.982 | +2.886 | +2 |
494 | regnety_006 | 81.696 | 18.304 | 95.121 | 4.879 | 6.06 | 224 | 0.875 | bicubic | +6.450 | +2.587 | -10 |
495 | dla34 | 81.647 | 18.353 | 94.878 | 5.122 | 15.74 | 224 | 0.875 | bilinear | +7.027 | +2.806 | +2 |
496 | xcit_nano_12_p8_224 | 81.643 | 18.357 | 95.271 | 4.729 | 3.05 | 224 | 1.000 | bicubic | +7.725 | +3.101 | +10 |
497 | crossvit_9_240 | 81.617 | 18.383 | 94.978 | 5.022 | 8.55 | 240 | 0.875 | bicubic | +7.647 | +3.014 | +8 |
498 | fbnetc_100 | 81.559 | 18.441 | 94.966 | 5.035 | 5.57 | 224 | 0.875 | bilinear | +6.433 | +2.584 | -12 |
499 | legacy_seresnet34 | 81.538 | 18.462 | 94.897 | 5.103 | 21.96 | 224 | 0.875 | bilinear | +6.728 | +2.771 | -5 |
500 | gluon_resnet34_v1b | 81.498 | 18.503 | 94.805 | 5.195 | 21.80 | 224 | 0.875 | bicubic | +6.906 | +2.817 | -2 |
501 | regnetx_008 | 81.481 | 18.520 | 95.064 | 4.936 | 7.26 | 224 | 0.875 | bicubic | +6.445 | +2.724 | -11 |
502 | mnasnet_100 | 81.455 | 18.545 | 94.901 | 5.098 | 4.38 | 224 | 0.875 | bicubic | +6.801 | +2.791 | -6 |
503 | vgg19_bn | 81.446 | 18.554 | 94.765 | 5.235 | 143.68 | 224 | 0.875 | bilinear | +7.232 | +2.917 | -2 |
504 | convit_tiny | 81.132 | 18.868 | 95.047 | 4.953 | 5.71 | 224 | 0.875 | bicubic | +8.012 | +3.327 | +10 |
505 | crossvit_tiny_240 | 81.094 | 18.906 | 94.987 | 5.013 | 7.01 | 240 | 0.875 | bicubic | +7.758 | +3.071 | +6 |
506 | spnasnet_100 | 80.872 | 19.128 | 94.526 | 5.474 | 4.42 | 224 | 0.875 | bilinear | +6.786 | +2.708 | -4 |
507 | ghostnet_100 | 80.701 | 19.299 | 94.291 | 5.709 | 5.18 | 224 | 0.875 | bilinear | +6.723 | +2.833 | -3 |
508 | regnety_004 | 80.650 | 19.350 | 94.684 | 5.316 | 4.34 | 224 | 0.875 | bicubic | +6.626 | +2.930 | -5 |
509 | skresnet18 | 80.641 | 19.359 | 94.376 | 5.624 | 11.96 | 224 | 0.875 | bicubic | +7.605 | +3.208 | +6 |
510 | regnetx_006 | 80.635 | 19.365 | 94.528 | 5.472 | 6.20 | 224 | 0.875 | bicubic | +6.783 | +2.854 | -3 |
511 | pit_ti_224 | 80.609 | 19.391 | 94.620 | 5.380 | 4.85 | 224 | 0.900 | bicubic | +7.699 | +3.214 | +7 |
512 | swsl_resnet18 | 80.567 | 19.433 | 94.746 | 5.254 | 11.69 | 224 | 0.875 | bilinear | +7.293 | +3.008 | +1 |
513 | vgg16_bn | 80.556 | 19.444 | 94.592 | 5.408 | 138.37 | 224 | 0.875 | bilinear | +7.206 | +3.088 | -3 |
514 | semnasnet_075 | 80.481 | 19.519 | 94.321 | 5.679 | 2.91 | 224 | 0.875 | bicubic | +7.507 | +3.185 | +2 |
515 | tv_resnet34 | 80.389 | 19.611 | 94.438 | 5.562 | 21.80 | 224 | 0.875 | bilinear | +7.081 | +3.014 | -3 |
516 | resnet18d | 80.385 | 19.615 | 94.246 | 5.754 | 11.71 | 224 | 0.875 | bicubic | +8.135 | +3.558 | +8 |
517 | mobilenetv2_100 | 80.255 | 19.745 | 94.197 | 5.803 | 3.50 | 224 | 0.875 | bicubic | +7.289 | +3.179 | 0 |
518 | xcit_nano_12_p16_224_dist | 80.216 | 19.784 | 94.357 | 5.643 | 3.05 | 224 | 1.000 | bicubic | +7.914 | +3.495 | +5 |
519 | vit_base_patch32_224_sam | 80.210 | 19.790 | 93.823 | 6.177 | 88.22 | 224 | 0.900 | bicubic | +6.518 | +2.811 | -11 |
520 | ssl_resnet18 | 80.101 | 19.899 | 94.590 | 5.410 | 11.69 | 224 | 0.875 | bilinear | +7.495 | +3.166 | -1 |
521 | tf_mobilenetv3_large_075 | 80.088 | 19.912 | 94.182 | 5.818 | 3.99 | 224 | 0.875 | bilinear | +6.648 | +2.834 | -12 |
522 | deit_tiny_patch16_224 | 80.011 | 19.988 | 94.449 | 5.551 | 5.72 | 224 | 0.900 | bicubic | +7.846 | +3.329 | +4 |
523 | hrnet_w18_small | 79.563 | 20.437 | 93.896 | 6.104 | 13.19 | 224 | 0.875 | bilinear | +7.223 | +3.218 | -1 |
524 | vgg19 | 79.478 | 20.522 | 93.868 | 6.132 | 143.67 | 224 | 0.875 | bilinear | +7.112 | +2.998 | -3 |
525 | regnetx_004 | 79.424 | 20.576 | 93.851 | 6.149 | 5.16 | 224 | 0.875 | bicubic | +7.034 | +3.021 | -5 |
526 | tf_mobilenetv3_large_minimal_100 | 79.226 | 20.774 | 93.702 | 6.298 | 3.92 | 224 | 0.875 | bilinear | +6.976 | +3.072 | -1 |
527 | legacy_seresnet18 | 79.157 | 20.843 | 93.781 | 6.219 | 11.78 | 224 | 0.875 | bicubic | +7.415 | +3.449 | +3 |
528 | vgg16 | 79.034 | 20.966 | 93.646 | 6.354 | 138.36 | 224 | 0.875 | bilinear | +7.444 | +3.264 | +4 |
529 | vgg13_bn | 79.008 | 20.992 | 93.657 | 6.343 | 133.05 | 224 | 0.875 | bilinear | +7.414 | +3.281 | +2 |
530 | vit_tiny_r_s16_p8_224 | 78.987 | 21.013 | 93.898 | 6.102 | 6.34 | 224 | 0.900 | bicubic | +7.199 | +3.076 | -1 |
531 | lcnet_100 | 78.895 | 21.105 | 93.558 | 6.441 | 2.95 | 224 | 0.875 | bicubic | +6.787 | +3.180 | -4 |
532 | tinynet_c | 78.432 | 21.568 | 93.140 | 6.860 | 2.46 | 184 | 0.875 | bicubic | +7.204 | +3.390 | +1 |
533 | gluon_resnet18_v1b | 78.374 | 21.626 | 93.136 | 6.864 | 11.69 | 224 | 0.875 | bicubic | +7.536 | +3.374 | +1 |
534 | vgg11_bn | 77.926 | 22.074 | 93.230 | 6.770 | 132.87 | 224 | 0.875 | bilinear | +7.566 | +3.428 | +1 |
535 | xcit_nano_12_p16_224 | 77.906 | 22.094 | 93.428 | 6.572 | 3.05 | 224 | 1.000 | bicubic | +7.942 | +3.668 | +2 |
536 | regnety_002 | 77.411 | 22.589 | 92.907 | 7.093 | 3.16 | 224 | 0.875 | bicubic | +7.157 | +3.367 | 0 |
537 | resnet18 | 77.274 | 22.726 | 92.760 | 7.240 | 11.69 | 224 | 0.875 | bilinear | +7.530 | +3.678 | +2 |
538 | mixer_l16_224 | 77.270 | 22.730 | 90.580 | 9.420 | 208.20 | 224 | 0.875 | bicubic | +5.222 | +2.916 | -10 |
539 | vgg13 | 77.227 | 22.773 | 92.687 | 7.313 | 133.05 | 224 | 0.875 | bilinear | +7.301 | +3.441 | -1 |
540 | vgg11 | 76.393 | 23.607 | 92.154 | 7.846 | 132.86 | 224 | 0.875 | bilinear | +7.365 | +3.528 | 0 |
541 | regnetx_002 | 76.117 | 23.883 | 92.209 | 7.791 | 2.68 | 224 | 0.875 | bicubic | +7.367 | +3.653 | +1 |
542 | lcnet_075 | 76.057 | 23.943 | 92.070 | 7.930 | 2.36 | 224 | 0.875 | bicubic | +7.239 | +3.696 | -1 |
543 | dla60x_c | 75.637 | 24.363 | 92.177 | 7.823 | 1.32 | 224 | 0.875 | bilinear | +7.745 | +3.751 | +1 |
544 | tf_mobilenetv3_small_100 | 74.717 | 25.283 | 91.257 | 8.743 | 2.54 | 224 | 0.875 | bilinear | +6.793 | +3.593 | -1 |
545 | tinynet_d | 74.281 | 25.719 | 90.922 | 9.078 | 2.34 | 152 | 0.875 | bicubic | +7.323 | +3.858 | 0 |
546 | dla46x_c | 73.647 | 26.353 | 91.095 | 8.905 | 1.07 | 224 | 0.875 | bilinear | +7.677 | +4.115 | 0 |
547 | mobilenetv2_050 | 73.463 | 26.537 | 90.317 | 9.682 | 1.97 | 224 | 0.875 | bicubic | +7.521 | +4.236 | 0 |
548 | mnasnet_small | 73.371 | 26.628 | 90.516 | 9.484 | 2.03 | 224 | 0.875 | bicubic | +7.775 | +4.328 | +1 |
549 | tf_mobilenetv3_small_075 | 72.810 | 27.190 | 90.036 | 9.964 | 2.04 | 224 | 0.875 | bilinear | +7.096 | +3.902 | -1 |
550 | dla46_c | 72.607 | 27.393 | 90.499 | 9.501 | 1.30 | 224 | 0.875 | bilinear | +7.741 | +4.205 | 0 |
551 | lcnet_050 | 70.393 | 29.607 | 88.825 | 11.175 | 1.88 | 224 | 0.875 | bicubic | +7.293 | +4.443 | 0 |
552 | tf_mobilenetv3_small_minimal_100 | 70.111 | 29.889 | 88.507 | 11.493 | 2.04 | 224 | 0.875 | bilinear | +7.203 | +4.273 | 0 |
553 | tinynet_e | 66.817 | 33.183 | 86.269 | 13.731 | 2.04 | 106 | 0.875 | bicubic | +6.961 | +4.503 | 0 |