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44 KiB
44 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 | 80.770 | 19.230 | 95.860 | 4.140 | 305.67 | 512 | 1.000 | bicubic | -7.814 | -2.800 | 0 |
| 3 | tf_efficientnet_l2_ns_475 | 80.500 | 19.500 | 95.630 | 4.370 | 480.31 | 475 | 0.936 | bicubic | -7.738 | -2.920 | +2 |
| 4 | beit_large_patch16_384 | 80.280 | 19.720 | 95.610 | 4.390 | 305.00 | 384 | 1.000 | bicubic | -8.102 | -2.998 | -1 |
| 5 | tf_efficientnet_l2_ns | 80.100 | 19.900 | 95.860 | 4.140 | 480.31 | 800 | 0.960 | bicubic | -8.246 | -2.794 | -1 |
| 6 | beit_large_patch16_224 | 79.340 | 20.660 | 94.940 | 5.060 | 304.43 | 224 | 0.900 | bicubic | -8.136 | -3.378 | 0 |
| 7 | swin_large_patch4_window12_384 | 78.310 | 21.690 | 94.410 | 5.590 | 196.74 | 384 | 1.000 | bicubic | -8.840 | -3.828 | 0 |
| 8 | tf_efficientnet_b7_ns | 77.850 | 22.150 | 94.310 | 5.690 | 66.35 | 600 | 0.949 | bicubic | -8.980 | -3.774 | +1 |
| 9 | vit_large_patch16_384 | 77.810 | 22.190 | 94.290 | 5.710 | 304.72 | 384 | 1.000 | bicubic | -9.282 | -4.016 | -1 |
| 10 | beit_base_patch16_384 | 77.780 | 22.220 | 94.330 | 5.670 | 86.74 | 384 | 1.000 | bicubic | -9.028 | -3.810 | 0 |
| 11 | swin_base_patch4_window12_384 | 77.350 | 22.650 | 94.330 | 5.670 | 87.90 | 384 | 1.000 | bicubic | -9.086 | -3.736 | +2 |
| 12 | swin_large_patch4_window7_224 | 77.050 | 22.950 | 93.670 | 6.330 | 196.53 | 224 | 0.900 | bicubic | -9.266 | -4.220 | +3 |
| 13 | tf_efficientnet_b6_ns | 77.050 | 22.950 | 93.790 | 6.210 | 43.04 | 528 | 0.942 | bicubic | -9.396 | -4.090 | -1 |
| 14 | vit_large_r50_s32_384 | 76.900 | 23.100 | 93.680 | 6.320 | 329.09 | 384 | 1.000 | bicubic | -9.280 | -4.244 | +3 |
| 15 | cait_m48_448 | 76.870 | 23.130 | 93.420 | 6.580 | 356.46 | 448 | 1.000 | bicubic | -9.624 | -4.330 | -4 |
| 16 | ig_resnext101_32x48d | 76.780 | 23.220 | 93.410 | 6.590 | 828.41 | 224 | 0.875 | bilinear | -8.650 | -4.172 | +17 |
| 17 | xcit_large_24_p8_384_dist | 76.750 | 23.250 | 93.090 | 6.910 | 188.93 | 384 | 1.000 | bicubic | -9.246 | -4.598 | +5 |
| 18 | ig_resnext101_32x32d | 76.740 | 23.260 | 93.180 | 6.820 | 468.53 | 224 | 0.875 | bilinear | -8.354 | -4.258 | +26 |
| 19 | tf_efficientnet_b5_ns | 76.700 | 23.300 | 93.510 | 6.490 | 30.39 | 456 | 0.934 | bicubic | -9.376 | -4.242 | 0 |
| 20 | tf_efficientnetv2_l_in21ft1k | 76.600 | 23.400 | 93.760 | 6.240 | 118.52 | 480 | 1.000 | bicubic | -9.692 | -4.224 | -4 |
| 21 | tf_efficientnetv2_xl_in21ft1k | 76.570 | 23.430 | 93.120 | 6.880 | 208.12 | 512 | 1.000 | bicubic | -9.834 | -4.748 | -7 |
| 22 | cait_m36_384 | 76.280 | 23.720 | 93.040 | 6.960 | 271.22 | 384 | 1.000 | bicubic | -9.776 | -4.690 | -2 |
| 23 | xcit_medium_24_p8_384_dist | 76.250 | 23.750 | 92.960 | 7.040 | 84.32 | 384 | 1.000 | bicubic | -9.570 | -4.634 | +1 |
| 24 | vit_base_patch16_384 | 76.160 | 23.840 | 93.600 | 6.400 | 86.86 | 384 | 1.000 | bicubic | -9.840 | -4.406 | -3 |
| 25 | vit_large_patch16_224 | 76.150 | 23.850 | 93.470 | 6.530 | 304.33 | 224 | 0.900 | bicubic | -9.688 | -4.356 | -2 |
| 26 | tf_efficientnetv2_l | 76.070 | 23.930 | 92.960 | 7.040 | 118.52 | 480 | 1.000 | bicubic | -9.432 | -4.410 | +5 |
| 27 | xcit_large_24_p8_224_dist | 76.060 | 23.940 | 92.700 | 7.300 | 188.93 | 224 | 1.000 | bicubic | -9.340 | -4.716 | +9 |
| 28 | cait_s36_384 | 76.020 | 23.980 | 92.920 | 7.080 | 68.37 | 384 | 1.000 | bicubic | -9.434 | -4.562 | +4 |
| 29 | tf_efficientnet_b7_ap | 75.990 | 24.010 | 92.930 | 7.070 | 66.35 | 600 | 0.949 | bicubic | -9.130 | -4.320 | +13 |
| 30 | tf_efficientnet_b8_ap | 75.970 | 24.030 | 92.650 | 7.350 | 87.41 | 672 | 0.954 | bicubic | -9.404 | -4.648 | +7 |
| 31 | xcit_large_24_p16_384_dist | 75.840 | 24.160 | 92.790 | 7.210 | 189.10 | 384 | 1.000 | bicubic | -9.930 | -4.744 | -5 |
| 32 | tf_efficientnetv2_m_in21ft1k | 75.830 | 24.170 | 93.170 | 6.830 | 54.14 | 480 | 1.000 | bicubic | -9.768 | -4.582 | -4 |
| 33 | xcit_small_24_p8_384_dist | 75.800 | 24.200 | 92.960 | 7.040 | 47.63 | 384 | 1.000 | bicubic | -9.766 | -4.616 | -4 |
| 34 | dm_nfnet_f6 | 75.790 | 24.210 | 93.020 | 6.980 | 438.36 | 576 | 0.956 | bicubic | -10.340 | -4.720 | -16 |
| 35 | beit_base_patch16_224 | 75.680 | 24.320 | 93.420 | 6.580 | 86.53 | 224 | 0.900 | bicubic | -9.560 | -4.234 | +5 |
| 36 | ig_resnext101_32x16d | 75.670 | 24.330 | 92.940 | 7.060 | 194.03 | 224 | 0.875 | bilinear | -8.496 | -4.256 | +43 |
| 37 | xcit_medium_24_p8_224_dist | 75.580 | 24.420 | 92.810 | 7.190 | 84.32 | 224 | 1.000 | bicubic | -9.488 | -4.466 | +9 |
| 38 | swin_base_patch4_window7_224 | 75.570 | 24.430 | 93.250 | 6.750 | 87.77 | 224 | 0.900 | bicubic | -9.698 | -4.308 | +1 |
| 39 | tf_efficientnet_b4_ns | 75.500 | 24.500 | 92.860 | 7.140 | 19.34 | 380 | 0.922 | bicubic | -9.650 | -4.610 | +2 |
| 40 | swsl_resnext101_32x8d | 75.480 | 24.520 | 92.680 | 7.320 | 88.79 | 224 | 0.875 | bilinear | -8.794 | -4.494 | +35 |
| 41 | vit_base_r50_s16_384 | 75.410 | 24.590 | 92.760 | 7.240 | 98.95 | 384 | 1.000 | bicubic | -9.574 | -4.538 | +11 |
| 42 | deit_base_distilled_patch16_384 | 75.400 | 24.600 | 92.520 | 7.480 | 87.63 | 384 | 1.000 | bicubic | -10.022 | -4.812 | -7 |
| 43 | cait_s24_384 | 75.380 | 24.620 | 92.520 | 7.480 | 47.06 | 384 | 1.000 | bicubic | -9.664 | -4.830 | +6 |
| 44 | tf_efficientnet_b6_ap | 75.370 | 24.630 | 92.300 | 7.700 | 43.04 | 528 | 0.942 | bicubic | -9.414 | -4.838 | +14 |
| 45 | dm_nfnet_f4 | 75.330 | 24.670 | 92.880 | 7.120 | 316.07 | 512 | 0.951 | bicubic | -10.370 | -4.634 | -18 |
| 46 | tf_efficientnetv2_m | 75.260 | 24.740 | 92.680 | 7.320 | 54.14 | 480 | 1.000 | bicubic | -9.786 | -4.604 | +2 |
| 47 | efficientnetv2_rw_m | 75.130 | 24.870 | 92.540 | 7.460 | 53.24 | 416 | 1.000 | bicubic | -9.692 | -4.606 | +10 |
| 48 | xcit_medium_24_p16_384_dist | 75.100 | 24.900 | 92.330 | 7.670 | 84.40 | 384 | 1.000 | bicubic | -10.326 | -5.078 | -14 |
| 49 | xcit_small_24_p8_224_dist | 75.000 | 25.000 | 92.390 | 7.610 | 47.63 | 224 | 1.000 | bicubic | -9.876 | -4.808 | +7 |
| 50 | xcit_small_12_p8_384_dist | 74.990 | 25.010 | 92.370 | 7.630 | 26.21 | 384 | 1.000 | bicubic | -10.092 | -4.900 | -5 |
| 51 | dm_nfnet_f3 | 74.900 | 25.100 | 92.860 | 7.140 | 254.92 | 416 | 0.940 | bicubic | -10.632 | -4.598 | -21 |
| 52 | ecaresnet269d | 74.880 | 25.120 | 92.770 | 7.230 | 102.09 | 352 | 1.000 | bicubic | -10.106 | -4.458 | -1 |
| 53 | dm_nfnet_f5 | 74.740 | 25.260 | 92.480 | 7.520 | 377.21 | 544 | 0.954 | bicubic | -11.066 | -5.002 | -28 |
| 54 | xcit_small_24_p16_384_dist | 74.620 | 25.380 | 92.520 | 7.480 | 47.67 | 384 | 1.000 | bicubic | -10.484 | -4.796 | -11 |
| 55 | eca_nfnet_l2 | 74.550 | 25.450 | 92.630 | 7.370 | 56.72 | 384 | 1.000 | bicubic | -10.170 | -4.628 | +4 |
| 56 | tf_efficientnet_b8 | 74.540 | 25.460 | 92.170 | 7.830 | 87.41 | 672 | 0.954 | bicubic | -10.810 | -5.222 | -18 |
| 57 | xcit_large_24_p16_224_dist | 74.530 | 25.470 | 91.990 | 8.010 | 189.10 | 224 | 1.000 | bicubic | -10.400 | -5.140 | -2 |
| 58 | dm_nfnet_f1 | 74.500 | 25.500 | 92.260 | 7.740 | 132.63 | 320 | 0.910 | bicubic | -10.124 | -4.836 | +4 |
| 59 | dm_nfnet_f2 | 74.490 | 25.510 | 92.200 | 7.800 | 193.78 | 352 | 0.920 | bicubic | -10.556 | -5.038 | -12 |
| 60 | tf_efficientnet_b7 | 74.460 | 25.540 | 92.120 | 7.880 | 66.35 | 600 | 0.949 | bicubic | -10.476 | -5.086 | -6 |
| 61 | xcit_small_12_p16_384_dist | 74.350 | 25.650 | 92.120 | 7.880 | 26.25 | 384 | 1.000 | bicubic | -10.364 | -4.996 | -1 |
| 62 | tf_efficientnet_b5_ap | 74.330 | 25.670 | 91.940 | 8.060 | 30.39 | 456 | 0.934 | bicubic | -9.928 | -5.036 | +14 |
| 63 | resnest200e | 74.240 | 25.760 | 91.860 | 8.140 | 70.20 | 320 | 0.909 | bicubic | -9.608 | -5.030 | +29 |
| 64 | tf_efficientnetv2_s_in21ft1k | 74.240 | 25.760 | 92.400 | 7.600 | 21.46 | 384 | 1.000 | bicubic | -10.056 | -4.856 | +8 |
| 65 | resmlp_big_24_224_in22ft1k | 74.220 | 25.780 | 92.080 | 7.920 | 129.14 | 224 | 0.875 | bicubic | -10.204 | -5.036 | +4 |
| 66 | xcit_large_24_p8_224 | 74.170 | 25.830 | 90.880 | 9.120 | 188.93 | 224 | 1.000 | bicubic | -10.212 | -5.776 | +4 |
| 67 | vit_large_r50_s32_224 | 74.140 | 25.860 | 92.290 | 7.710 | 328.99 | 224 | 0.900 | bicubic | -10.300 | -4.680 | -1 |
| 68 | seresnet152d | 74.110 | 25.890 | 91.920 | 8.080 | 66.84 | 320 | 1.000 | bicubic | -10.252 | -5.122 | +3 |
| 69 | cait_xs24_384 | 74.090 | 25.910 | 91.900 | 8.100 | 26.67 | 384 | 1.000 | bicubic | -9.964 | -4.986 | +14 |
| 70 | pit_b_distilled_224 | 74.080 | 25.920 | 91.590 | 8.410 | 74.79 | 224 | 0.900 | bicubic | -10.078 | -5.268 | +10 |
| 71 | vit_base_patch16_224 | 74.070 | 25.930 | 92.400 | 7.600 | 86.57 | 224 | 0.900 | bicubic | -10.470 | -4.906 | -8 |
| 72 | efficientnetv2_rw_s | 74.020 | 25.980 | 91.750 | 8.250 | 23.94 | 384 | 1.000 | bicubic | -9.810 | -4.972 | +23 |
| 73 | crossvit_18_dagger_408 | 74.010 | 25.990 | 91.300 | 8.700 | 44.61 | 408 | 1.000 | bicubic | -10.174 | -5.522 | +5 |
| 74 | swsl_resnext101_32x4d | 74.000 | 26.000 | 91.970 | 8.030 | 44.18 | 224 | 0.875 | bilinear | -9.226 | -4.360 | +42 |
| 75 | vit_base_patch16_224_miil | 74.000 | 26.000 | 91.600 | 8.400 | 86.54 | 224 | 0.875 | bilinear | -10.276 | -5.198 | -1 |
| 76 | tf_efficientnetv2_s | 73.980 | 26.020 | 91.430 | 8.570 | 21.46 | 384 | 1.000 | bicubic | -9.918 | -5.268 | +14 |
| 77 | resnest269e | 73.920 | 26.080 | 91.990 | 8.010 | 110.93 | 416 | 0.928 | bicubic | -10.604 | -4.996 | -13 |
| 78 | tf_efficientnet_b6 | 73.910 | 26.090 | 91.730 | 8.270 | 43.04 | 528 | 0.942 | bicubic | -10.202 | -5.158 | +3 |
| 79 | eca_nfnet_l1 | 73.880 | 26.120 | 92.020 | 7.980 | 41.41 | 320 | 1.000 | bicubic | -10.152 | -5.012 | +8 |
| 80 | vit_small_r26_s32_384 | 73.880 | 26.120 | 92.150 | 7.850 | 36.47 | 384 | 1.000 | bicubic | -10.170 | -5.172 | +4 |
| 81 | xcit_small_12_p8_224_dist | 73.880 | 26.120 | 91.700 | 8.300 | 26.21 | 224 | 1.000 | bicubic | -10.360 | -5.172 | -4 |
| 82 | resnetrs420 | 73.870 | 26.130 | 91.700 | 8.300 | 191.89 | 416 | 1.000 | bicubic | -11.138 | -5.426 | -32 |
| 83 | tf_efficientnet_b3_ns | 73.770 | 26.230 | 91.850 | 8.150 | 12.23 | 300 | 0.904 | bicubic | -10.272 | -5.058 | +2 |
| 84 | regnetz_d | 73.760 | 26.240 | 91.850 | 8.150 | 27.58 | 320 | 0.950 | bicubic | -10.274 | -5.020 | +2 |
| 85 | ig_resnext101_32x8d | 73.670 | 26.330 | 92.190 | 7.810 | 88.79 | 224 | 0.875 | bilinear | -9.040 | -4.450 | +48 |
| 86 | swsl_resnext101_32x16d | 73.670 | 26.330 | 92.120 | 7.880 | 194.03 | 224 | 0.875 | bilinear | -9.684 | -4.716 | +26 |
| 87 | xcit_medium_24_p16_224_dist | 73.610 | 26.390 | 91.450 | 8.550 | 84.40 | 224 | 1.000 | bicubic | -10.668 | -5.492 | -14 |
| 88 | xcit_tiny_24_p8_384_dist | 73.460 | 26.540 | 91.640 | 8.360 | 12.11 | 384 | 1.000 | bicubic | -10.304 | -5.064 | +11 |
| 89 | resnetrs270 | 73.450 | 26.550 | 91.460 | 8.540 | 129.86 | 352 | 1.000 | bicubic | -10.990 | -5.694 | -22 |
| 90 | twins_svt_large | 73.420 | 26.580 | 90.870 | 9.130 | 99.27 | 224 | 0.900 | bicubic | -10.264 | -5.740 | +13 |
| 91 | resmlp_big_24_distilled_224 | 73.340 | 26.660 | 91.100 | 8.900 | 129.14 | 224 | 0.875 | bicubic | -10.256 | -5.556 | +14 |
| 92 | resnet200d | 73.320 | 26.680 | 91.470 | 8.530 | 64.69 | 320 | 1.000 | bicubic | -10.650 | -5.348 | -3 |
| 93 | tf_efficientnet_b5 | 73.280 | 26.720 | 91.370 | 8.630 | 30.39 | 456 | 0.934 | bicubic | -10.530 | -5.378 | +4 |
| 94 | efficientnet_b4 | 73.250 | 26.750 | 91.280 | 8.720 | 19.34 | 384 | 1.000 | bicubic | -10.180 | -5.314 | +14 |
| 95 | regnety_160 | 73.250 | 26.750 | 91.650 | 8.350 | 83.59 | 288 | 1.000 | bicubic | -10.452 | -5.132 | +7 |
| 96 | resnet152d | 73.250 | 26.750 | 91.210 | 8.790 | 60.21 | 320 | 1.000 | bicubic | -10.414 | -5.524 | +8 |
| 97 | vit_small_patch16_384 | 73.180 | 26.820 | 91.900 | 8.100 | 22.20 | 384 | 1.000 | bicubic | -10.614 | -5.208 | +1 |
| 98 | resnetrs200 | 73.170 | 26.830 | 91.110 | 8.890 | 93.21 | 320 | 1.000 | bicubic | -10.888 | -5.764 | -16 |
| 99 | jx_nest_base | 73.160 | 26.840 | 91.000 | 9.000 | 67.72 | 224 | 0.875 | bicubic | -10.394 | -5.364 | +7 |
| 100 | xcit_small_24_p8_224 | 73.150 | 26.850 | 91.210 | 8.790 | 47.63 | 224 | 1.000 | bicubic | -10.696 | -5.422 | -9 |
| 101 | xcit_small_24_p16_224_dist | 73.150 | 26.850 | 91.430 | 8.570 | 47.67 | 224 | 1.000 | bicubic | -10.724 | -5.298 | -9 |
| 102 | resnetv2_152x4_bitm | 73.150 | 26.850 | 91.780 | 8.220 | 936.53 | 480 | 1.000 | bilinear | -11.788 | -5.678 | -48 |
| 103 | resnetrs350 | 73.130 | 26.870 | 91.180 | 8.820 | 163.96 | 384 | 1.000 | bicubic | -11.582 | -5.810 | -42 |
| 104 | xcit_medium_24_p8_224 | 73.090 | 26.910 | 90.440 | 9.560 | 84.32 | 224 | 1.000 | bicubic | -10.646 | -5.946 | -4 |
| 105 | resnetv2_152x2_bitm | 73.000 | 27.000 | 91.990 | 8.010 | 236.34 | 448 | 1.000 | bilinear | -11.452 | -5.446 | -40 |
| 106 | cait_s24_224 | 72.990 | 27.010 | 91.130 | 8.870 | 46.92 | 224 | 1.000 | bicubic | -10.472 | -5.436 | +1 |
| 107 | deit_base_distilled_patch16_224 | 72.960 | 27.040 | 90.950 | 9.050 | 87.34 | 224 | 0.900 | bicubic | -10.428 | -5.540 | +2 |
| 108 | resnetrs152 | 72.900 | 27.100 | 91.200 | 8.800 | 86.62 | 320 | 1.000 | bicubic | -10.810 | -5.410 | -7 |
| 109 | tf_efficientnet_b4_ap | 72.740 | 27.260 | 90.990 | 9.010 | 19.34 | 380 | 0.922 | bicubic | -10.518 | -5.406 | +6 |
| 110 | crossvit_15_dagger_408 | 72.730 | 27.270 | 91.040 | 8.960 | 28.50 | 408 | 1.000 | bicubic | -11.096 | -5.746 | -14 |
| 111 | dm_nfnet_f0 | 72.710 | 27.290 | 90.990 | 9.010 | 71.49 | 256 | 0.900 | bicubic | -10.674 | -5.590 | -1 |
| 112 | resnetv2_152x2_bit_teacher_384 | 72.710 | 27.290 | 90.930 | 9.070 | 236.34 | 384 | 1.000 | bicubic | -11.134 | -6.188 | -18 |
| 113 | twins_svt_base | 72.710 | 27.290 | 90.440 | 9.560 | 56.07 | 224 | 0.900 | bicubic | -10.414 | -5.988 | +6 |
| 114 | vit_base_patch32_384 | 72.670 | 27.330 | 91.170 | 8.830 | 88.30 | 384 | 1.000 | bicubic | -10.676 | -5.674 | -1 |
| 115 | xcit_small_12_p8_224 | 72.670 | 27.330 | 90.710 | 9.290 | 26.21 | 224 | 1.000 | bicubic | -10.676 | -5.766 | -1 |
| 116 | regnety_032 | 72.640 | 27.360 | 90.910 | 9.090 | 19.44 | 288 | 1.000 | bicubic | -10.082 | -5.522 | +16 |
| 117 | pnasnet5large | 72.560 | 27.440 | 90.540 | 9.460 | 86.06 | 331 | 0.911 | bicubic | -10.238 | -5.494 | +13 |
| 118 | twins_pcpvt_large | 72.550 | 27.450 | 90.880 | 9.120 | 60.99 | 224 | 0.900 | bicubic | -10.588 | -5.728 | 0 |
| 119 | deit_base_patch16_384 | 72.480 | 27.520 | 90.230 | 9.770 | 86.86 | 384 | 1.000 | bicubic | -10.626 | -6.146 | +2 |
| 120 | xcit_small_12_p16_224_dist | 72.480 | 27.520 | 91.070 | 8.930 | 26.25 | 224 | 1.000 | bicubic | -10.870 | -5.352 | -8 |
| 121 | swsl_resnext50_32x4d | 72.450 | 27.550 | 90.860 | 9.140 | 25.03 | 224 | 0.875 | bilinear | -9.716 | -5.374 | +43 |
| 122 | nfnet_l0 | 72.440 | 27.560 | 90.860 | 9.140 | 35.07 | 288 | 1.000 | bicubic | -10.312 | -5.656 | +9 |
| 123 | gc_efficientnetv2_rw_t | 72.390 | 27.610 | 90.820 | 9.180 | 13.68 | 288 | 1.000 | bicubic | -10.088 | -5.476 | +22 |
| 124 | resnetv2_101x3_bitm | 72.380 | 27.620 | 92.040 | 7.960 | 387.93 | 448 | 1.000 | bilinear | -12.050 | -5.332 | -56 |
| 125 | xcit_tiny_24_p8_224_dist | 72.370 | 27.630 | 90.790 | 9.210 | 12.11 | 224 | 1.000 | bicubic | -10.206 | -5.390 | +15 |
| 126 | resnet101d | 72.350 | 27.650 | 90.580 | 9.420 | 44.57 | 320 | 1.000 | bicubic | -10.674 | -5.876 | -1 |
| 127 | jx_nest_small | 72.340 | 27.660 | 90.720 | 9.280 | 38.35 | 224 | 0.875 | bicubic | -10.778 | -5.612 | -7 |
| 128 | nasnetalarge | 72.340 | 27.660 | 90.520 | 9.480 | 88.75 | 331 | 0.911 | bicubic | -10.296 | -5.530 | +7 |
| 129 | resnest101e | 72.320 | 27.680 | 90.780 | 9.220 | 48.28 | 256 | 0.875 | bilinear | -10.556 | -5.532 | -1 |
| 130 | tf_efficientnet_b2_ns | 72.320 | 27.680 | 91.000 | 9.000 | 9.11 | 260 | 0.890 | bicubic | -10.070 | -5.240 | +19 |
| 131 | efficientnetv2_rw_t | 72.310 | 27.690 | 90.460 | 9.540 | 13.65 | 288 | 1.000 | bicubic | -10.028 | -5.734 | +21 |
| 132 | twins_pcpvt_base | 72.250 | 27.750 | 90.580 | 9.420 | 43.83 | 224 | 0.900 | bicubic | -10.462 | -5.768 | +1 |
| 133 | crossvit_18_240 | 72.200 | 27.800 | 90.280 | 9.720 | 43.27 | 240 | 0.875 | bicubic | -10.194 | -5.782 | +14 |
| 134 | tresnet_xl_448 | 72.170 | 27.830 | 90.130 | 9.870 | 78.44 | 448 | 0.875 | bilinear | -10.886 | -6.054 | -11 |
| 135 | resnetv2_50x1_bit_distilled | 72.160 | 27.840 | 91.090 | 8.910 | 25.55 | 224 | 0.875 | bicubic | -10.662 | -5.434 | -6 |
| 136 | tf_efficientnet_b4 | 72.160 | 27.840 | 90.480 | 9.520 | 19.34 | 380 | 0.922 | bicubic | -10.870 | -5.818 | -12 |
| 137 | regnetz_c | 72.150 | 27.850 | 90.660 | 9.340 | 13.46 | 320 | 0.940 | bicubic | -10.366 | -5.700 | +6 |
| 138 | cait_xxs36_384 | 72.110 | 27.890 | 90.790 | 9.210 | 17.37 | 384 | 1.000 | bicubic | -10.080 | -5.370 | +24 |
| 139 | tresnet_m | 72.100 | 27.900 | 90.100 | 9.900 | 31.39 | 224 | 0.875 | bilinear | -10.976 | -6.026 | -17 |
| 140 | xcit_tiny_24_p16_384_dist | 72.070 | 27.930 | 90.510 | 9.490 | 12.12 | 384 | 1.000 | bicubic | -10.498 | -5.784 | +1 |
| 141 | crossvit_18_dagger_240 | 72.020 | 27.980 | 90.100 | 9.900 | 44.27 | 240 | 0.875 | bicubic | -10.486 | -5.972 | +3 |
| 142 | xcit_tiny_12_p8_384_dist | 71.820 | 28.180 | 90.700 | 9.300 | 6.71 | 384 | 1.000 | bicubic | -10.572 | -5.518 | +6 |
| 143 | resnetv2_50x3_bitm | 71.770 | 28.230 | 91.280 | 8.720 | 217.32 | 448 | 1.000 | bilinear | -12.214 | -5.850 | -55 |
| 144 | swin_small_patch4_window7_224 | 71.750 | 28.250 | 90.280 | 9.720 | 49.61 | 224 | 0.900 | bicubic | -11.476 | -6.488 | -27 |
| 145 | crossvit_15_dagger_240 | 71.650 | 28.350 | 89.800 | 10.200 | 28.21 | 240 | 0.875 | bicubic | -10.660 | -6.162 | +9 |
| 146 | pit_b_224 | 71.650 | 28.350 | 89.280 | 10.720 | 73.76 | 224 | 0.900 | bicubic | -10.794 | -6.432 | 0 |
| 147 | swsl_resnet50 | 71.640 | 28.360 | 90.500 | 9.500 | 25.56 | 224 | 0.875 | bilinear | -9.506 | -5.478 | +60 |
| 148 | eca_nfnet_l0 | 71.580 | 28.420 | 91.010 | 8.990 | 24.14 | 288 | 1.000 | bicubic | -11.012 | -5.476 | -11 |
| 149 | resnet61q | 71.550 | 28.450 | 90.010 | 9.990 | 36.85 | 288 | 1.000 | bicubic | -10.972 | -6.124 | -7 |
| 150 | xcit_large_24_p16_224 | 71.540 | 28.460 | 89.200 | 10.800 | 189.10 | 224 | 1.000 | bicubic | -11.358 | -6.682 | -23 |
| 151 | convit_base | 71.520 | 28.480 | 90.090 | 9.910 | 86.54 | 224 | 0.875 | bicubic | -10.772 | -5.844 | +7 |
| 152 | tresnet_l_448 | 71.510 | 28.490 | 89.950 | 10.050 | 55.99 | 448 | 0.875 | bilinear | -10.752 | -6.030 | +7 |
| 153 | tresnet_xl | 71.480 | 28.520 | 89.460 | 10.540 | 78.44 | 224 | 0.875 | bilinear | -10.578 | -6.472 | +13 |
| 154 | ssl_resnext101_32x8d | 71.470 | 28.530 | 90.330 | 9.670 | 88.79 | 224 | 0.875 | bilinear | -10.130 | -5.716 | +26 |
| 155 | efficientnet_b3 | 71.460 | 28.540 | 90.020 | 9.980 | 12.23 | 320 | 1.000 | bicubic | -10.798 | -6.096 | +5 |
| 156 | resnetv2_152x2_bit_teacher | 71.400 | 28.600 | 90.290 | 9.710 | 236.34 | 224 | 0.875 | bicubic | -11.502 | -6.278 | -30 |
| 157 | xcit_tiny_24_p8_224 | 71.350 | 28.650 | 90.280 | 9.720 | 12.11 | 224 | 1.000 | bicubic | -10.544 | -5.704 | +15 |
| 158 | pit_s_distilled_224 | 71.330 | 28.670 | 89.730 | 10.270 | 24.04 | 224 | 0.900 | bicubic | -10.664 | -6.070 | +10 |
| 159 | resnetv2_101 | 71.290 | 28.710 | 89.780 | 10.220 | 44.54 | 224 | 0.950 | bicubic | -10.742 | -6.084 | +8 |
| 160 | ecaresnet101d | 71.240 | 28.760 | 90.240 | 9.760 | 44.57 | 224 | 0.875 | bicubic | -10.932 | -5.814 | +3 |
| 161 | mixer_b16_224_miil | 71.200 | 28.800 | 89.490 | 10.510 | 59.88 | 224 | 0.875 | bilinear | -11.102 | -6.224 | -5 |
| 162 | ssl_resnext101_32x16d | 71.170 | 28.830 | 90.460 | 9.540 | 194.03 | 224 | 0.875 | bilinear | -10.674 | -5.630 | +11 |
| 163 | ecaresnet50t | 71.110 | 28.890 | 90.410 | 9.590 | 25.57 | 320 | 0.950 | bicubic | -11.254 | -5.732 | -12 |
| 164 | xcit_small_24_p16_224 | 71.090 | 28.910 | 89.530 | 10.470 | 47.67 | 224 | 1.000 | bicubic | -11.488 | -6.470 | -25 |
| 165 | xcit_small_12_p16_224 | 71.070 | 28.930 | 89.730 | 10.270 | 26.25 | 224 | 1.000 | bicubic | -10.906 | -6.088 | +3 |
| 166 | resnet51q | 71.070 | 28.930 | 90.070 | 9.930 | 35.70 | 288 | 1.000 | bilinear | -11.298 | -6.106 | -16 |
| 167 | crossvit_base_240 | 71.070 | 28.930 | 89.780 | 10.220 | 105.03 | 240 | 0.875 | bicubic | -11.136 | -6.048 | -4 |
| 168 | convmixer_1536_20 | 71.050 | 28.950 | 89.470 | 10.530 | 51.63 | 224 | 0.960 | bicubic | -10.326 | -6.140 | +28 |
| 169 | coat_lite_small | 71.010 | 28.990 | 89.460 | 10.540 | 19.84 | 224 | 0.900 | bicubic | -11.292 | -6.400 | -14 |
| 170 | tf_efficientnet_b3_ap | 71.010 | 28.990 | 89.220 | 10.780 | 12.23 | 300 | 0.904 | bicubic | -10.812 | -6.400 | +5 |
| 171 | deit_base_patch16_224 | 70.970 | 29.030 | 89.170 | 10.830 | 86.57 | 224 | 0.900 | bicubic | -11.014 | -6.572 | -2 |
| 172 | xcit_medium_24_p16_224 | 70.960 | 29.040 | 89.460 | 10.540 | 84.40 | 224 | 1.000 | bicubic | -11.666 | -6.516 | -36 |
| 173 | tnt_s_patch16_224 | 70.920 | 29.080 | 89.510 | 10.490 | 23.76 | 224 | 0.900 | bicubic | -10.594 | -6.234 | +12 |
| 174 | xcit_tiny_12_p8_224_dist | 70.910 | 29.090 | 89.720 | 10.280 | 6.71 | 224 | 1.000 | bicubic | -10.304 | -5.886 | +29 |
| 175 | vit_large_patch32_384 | 70.890 | 29.110 | 90.460 | 9.540 | 306.63 | 384 | 1.000 | bicubic | -10.616 | -5.626 | +11 |
| 176 | resnest50d_4s2x40d | 70.850 | 29.150 | 89.520 | 10.480 | 30.42 | 224 | 0.875 | bicubic | -10.270 | -6.040 | +32 |
| 177 | visformer_small | 70.850 | 29.150 | 89.310 | 10.690 | 40.22 | 224 | 0.900 | bicubic | -11.246 | -6.568 | -12 |
| 178 | rexnet_200 | 70.840 | 29.160 | 89.800 | 10.200 | 16.37 | 224 | 0.875 | bicubic | -10.786 | -5.872 | +1 |
| 179 | tresnet_m_448 | 70.770 | 29.230 | 88.690 | 11.310 | 31.39 | 448 | 0.875 | bilinear | -10.944 | -6.880 | -3 |
| 180 | jx_nest_tiny | 70.720 | 29.280 | 89.840 | 10.160 | 17.06 | 224 | 0.875 | bicubic | -10.714 | -5.780 | +10 |
| 181 | resnetrs101 | 70.700 | 29.300 | 89.620 | 10.380 | 63.62 | 288 | 0.940 | bicubic | -11.594 | -6.382 | -24 |
| 182 | wide_resnet50_2 | 70.690 | 29.310 | 89.120 | 10.880 | 68.88 | 224 | 0.875 | bicubic | -10.760 | -6.398 | +7 |
| 183 | tresnet_l | 70.680 | 29.320 | 89.640 | 10.360 | 55.99 | 224 | 0.875 | bilinear | -10.804 | -5.980 | +5 |
| 184 | vit_small_patch16_224 | 70.670 | 29.330 | 90.090 | 9.910 | 22.05 | 224 | 0.900 | bicubic | -10.716 | -6.040 | +10 |
| 185 | convit_small | 70.660 | 29.340 | 89.570 | 10.430 | 27.78 | 224 | 0.875 | bicubic | -10.752 | -6.176 | +7 |
| 186 | resnetv2_101x1_bitm | 70.630 | 29.370 | 90.950 | 9.050 | 44.54 | 448 | 1.000 | bilinear | -11.700 | -5.578 | -33 |
| 187 | tf_efficientnet_b1_ns | 70.630 | 29.370 | 89.930 | 10.070 | 7.79 | 240 | 0.882 | bicubic | -10.754 | -5.808 | +8 |
| 188 | tf_efficientnetv2_b3 | 70.630 | 29.370 | 89.370 | 10.630 | 14.36 | 300 | 0.904 | bicubic | -11.324 | -6.414 | -17 |
| 189 | halo2botnet50ts_256 | 70.610 | 29.390 | 89.020 | 10.980 | 22.64 | 256 | 0.950 | bicubic | -10.910 | -6.238 | -5 |
| 190 | levit_384 | 70.610 | 29.390 | 89.240 | 10.760 | 39.13 | 224 | 0.900 | bicubic | -11.982 | -6.774 | -52 |
| 191 | crossvit_small_240 | 70.580 | 29.420 | 89.410 | 10.590 | 26.86 | 240 | 0.875 | bicubic | -10.450 | -6.056 | +22 |
| 192 | vit_small_r26_s32_224 | 70.560 | 29.440 | 90.020 | 9.980 | 36.43 | 224 | 0.900 | bicubic | -11.278 | -6.006 | -18 |
| 193 | cait_xxs24_384 | 70.550 | 29.450 | 89.780 | 10.220 | 12.03 | 384 | 1.000 | bicubic | -10.404 | -5.858 | +25 |
| 194 | lamhalobotnet50ts_256 | 70.530 | 29.470 | 88.910 | 11.090 | 22.57 | 256 | 0.950 | bicubic | -10.892 | -6.146 | -3 |
| 195 | twins_pcpvt_small | 70.490 | 29.510 | 89.060 | 10.940 | 24.11 | 224 | 0.900 | bicubic | -10.614 | -6.582 | +14 |
| 196 | legacy_senet154 | 70.480 | 29.520 | 88.960 | 11.040 | 115.09 | 224 | 0.875 | bilinear | -10.846 | -6.546 | +2 |
| 197 | gluon_seresnext101_64x4d | 70.470 | 29.530 | 89.180 | 10.820 | 88.23 | 224 | 0.875 | bicubic | -10.400 | -6.126 | +25 |
| 198 | coat_mini | 70.470 | 29.530 | 89.580 | 10.420 | 10.34 | 224 | 0.900 | bicubic | -10.812 | -5.814 | +3 |
| 199 | deit_small_distilled_patch16_224 | 70.460 | 29.540 | 89.400 | 10.600 | 22.44 | 224 | 0.900 | bicubic | -10.742 | -5.978 | +5 |
| 200 | seresnext50_32x4d | 70.450 | 29.550 | 89.130 | 10.870 | 27.56 | 224 | 0.875 | bicubic | -10.818 | -6.496 | +1 |
| 201 | tf_efficientnet_b3 | 70.400 | 29.600 | 89.270 | 10.730 | 12.23 | 300 | 0.904 | bicubic | -11.246 | -6.450 | -23 |
| 202 | regnetz_b | 70.400 | 29.600 | 89.440 | 10.560 | 9.72 | 288 | 0.940 | bicubic | -10.318 | -6.034 | +28 |
| 203 | gernet_l | 70.380 | 29.620 | 88.940 | 11.060 | 31.08 | 256 | 0.875 | bilinear | -10.966 | -6.596 | -6 |
| 204 | halonet50ts | 70.370 | 29.630 | 88.760 | 11.240 | 22.73 | 256 | 0.940 | bicubic | -11.178 | -6.552 | -23 |
| 205 | ssl_resnext101_32x4d | 70.360 | 29.640 | 89.810 | 10.190 | 44.18 | 224 | 0.875 | bilinear | -10.562 | -5.920 | +16 |
| 206 | resnest50d_1s4x24d | 70.360 | 29.640 | 89.140 | 10.860 | 25.68 | 224 | 0.875 | bicubic | -10.640 | -6.186 | +9 |
| 207 | crossvit_15_240 | 70.350 | 29.650 | 89.520 | 10.480 | 27.53 | 240 | 0.875 | bicubic | -11.176 | -6.174 | -24 |
| 208 | gluon_senet154 | 70.340 | 29.660 | 88.960 | 11.040 | 115.09 | 224 | 0.875 | bicubic | -10.884 | -6.392 | -6 |
| 209 | twins_svt_small | 70.330 | 29.670 | 89.300 | 10.700 | 24.06 | 224 | 0.900 | bicubic | -11.352 | -6.378 | -32 |
| 210 | resnest50d | 70.250 | 29.750 | 88.630 | 11.370 | 27.48 | 224 | 0.875 | bilinear | -10.712 | -6.748 | +7 |
| 211 | tf_efficientnet_lite4 | 70.190 | 29.810 | 89.040 | 10.960 | 13.01 | 380 | 0.920 | bilinear | -11.350 | -6.620 | -29 |
| 212 | gluon_resnet152_v1s | 70.120 | 29.880 | 88.890 | 11.110 | 60.32 | 224 | 0.875 | bicubic | -10.900 | -6.532 | +2 |
| 213 | resmlp_36_distilled_224 | 70.120 | 29.880 | 89.060 | 10.940 | 44.69 | 224 | 0.875 | bicubic | -11.034 | -6.436 | -7 |
| 214 | efficientnet_el | 70.060 | 29.940 | 89.150 | 10.850 | 10.59 | 300 | 0.904 | bicubic | -11.246 | -6.386 | -15 |
| 215 | inception_resnet_v2 | 70.030 | 29.970 | 88.620 | 11.380 | 55.84 | 299 | 0.897 | bicubic | -10.418 | -6.688 | +28 |
| 216 | haloregnetz_b | 69.980 | 30.020 | 88.850 | 11.150 | 11.68 | 224 | 0.940 | bicubic | -11.062 | -6.350 | -5 |
| 217 | repvgg_b3 | 69.940 | 30.060 | 88.660 | 11.340 | 123.09 | 224 | 0.875 | bilinear | -10.576 | -6.604 | +20 |
| 218 | gluon_seresnext101_32x4d | 69.940 | 30.060 | 88.870 | 11.130 | 48.96 | 224 | 0.875 | bicubic | -10.936 | -6.422 | +4 |
| 219 | levit_256 | 69.930 | 30.070 | 89.240 | 10.760 | 18.89 | 224 | 0.900 | bicubic | -11.572 | -6.240 | -32 |
| 220 | regnety_320 | 69.870 | 30.130 | 88.760 | 11.240 | 145.05 | 224 | 0.875 | bicubic | -10.924 | -6.486 | +6 |
| 221 | gluon_resnet152_v1d | 69.810 | 30.190 | 88.490 | 11.510 | 60.21 | 224 | 0.875 | bicubic | -10.666 | -6.712 | +18 |
| 222 | pit_s_224 | 69.800 | 30.200 | 88.830 | 11.170 | 23.46 | 224 | 0.900 | bicubic | -11.300 | -6.504 | -12 |
| 223 | sehalonet33ts | 69.770 | 30.230 | 88.580 | 11.420 | 13.69 | 256 | 0.940 | bicubic | -11.212 | -6.692 | -7 |
| 224 | ecaresnet101d_pruned | 69.710 | 30.290 | 89.330 | 10.670 | 24.88 | 224 | 0.875 | bicubic | -11.102 | -6.310 | +1 |
| 225 | lambda_resnet50ts | 69.710 | 30.290 | 88.830 | 11.170 | 21.54 | 256 | 0.950 | bicubic | -11.456 | -6.266 | -20 |
| 226 | xcit_tiny_24_p16_224_dist | 69.610 | 30.390 | 88.730 | 11.270 | 12.12 | 224 | 1.000 | bicubic | -10.852 | -6.478 | +15 |
| 227 | ens_adv_inception_resnet_v2 | 69.590 | 30.410 | 88.350 | 11.650 | 55.84 | 299 | 0.897 | bicubic | -10.388 | -6.586 | +46 |
| 228 | ssl_resnext50_32x4d | 69.590 | 30.410 | 89.310 | 10.690 | 25.03 | 224 | 0.875 | bilinear | -10.712 | -6.108 | +25 |
| 229 | ecaresnet50d | 69.580 | 30.420 | 89.290 | 10.710 | 25.58 | 224 | 0.875 | bicubic | -11.040 | -6.018 | +4 |
| 230 | gcresnet50t | 69.570 | 30.430 | 88.920 | 11.080 | 25.90 | 256 | 0.900 | bicubic | -11.368 | -6.520 | -10 |
| 231 | efficientnet_b3_pruned | 69.550 | 30.450 | 88.770 | 11.230 | 9.86 | 300 | 0.904 | bicubic | -11.308 | -6.470 | -7 |
| 232 | repvgg_b3g4 | 69.520 | 30.480 | 88.500 | 11.500 | 83.83 | 224 | 0.875 | bilinear | -10.698 | -6.604 | +29 |
| 233 | resmlp_24_distilled_224 | 69.510 | 30.490 | 89.010 | 10.990 | 30.02 | 224 | 0.875 | bicubic | -11.250 | -6.210 | -6 |
| 234 | gernet_m | 69.510 | 30.490 | 88.590 | 11.410 | 21.14 | 224 | 0.875 | bilinear | -11.216 | -6.588 | -5 |
| 235 | convmixer_768_32 | 69.500 | 30.500 | 88.950 | 11.050 | 21.11 | 224 | 0.960 | bicubic | -10.660 | -6.124 | +29 |
| 236 | gluon_resnext101_64x4d | 69.490 | 30.510 | 88.250 | 11.750 | 83.46 | 224 | 0.875 | bicubic | -11.136 | -6.752 | -4 |
| 237 | xcit_tiny_12_p16_384_dist | 69.470 | 30.530 | 88.970 | 11.030 | 6.72 | 384 | 1.000 | bicubic | -11.474 | -6.444 | -18 |
| 238 | swin_tiny_patch4_window7_224 | 69.460 | 30.540 | 89.020 | 10.980 | 28.29 | 224 | 0.900 | bicubic | -11.926 | -6.516 | -45 |
| 239 | efficientnet_el_pruned | 69.460 | 30.540 | 88.890 | 11.110 | 10.59 | 300 | 0.904 | bicubic | -10.828 | -6.332 | +15 |
| 240 | regnetx_320 | 69.440 | 30.560 | 88.140 | 11.860 | 107.81 | 224 | 0.875 | bicubic | -10.808 | -6.886 | +16 |
| 241 | gcresnext50ts | 69.430 | 30.570 | 88.770 | 11.230 | 15.67 | 256 | 0.900 | bicubic | -11.164 | -6.410 | -6 |
| 242 | rexnet_150 | 69.410 | 30.590 | 88.970 | 11.030 | 9.73 | 224 | 0.875 | bicubic | -10.900 | -6.190 | +9 |
| 243 | efficientnet_b2 | 69.390 | 30.610 | 88.650 | 11.350 | 9.11 | 288 | 1.000 | bicubic | -11.220 | -6.666 | -9 |
| 244 | inception_v4 | 69.370 | 30.630 | 88.740 | 11.260 | 42.68 | 299 | 0.875 | bicubic | -10.774 | -6.232 | +21 |
| 245 | vit_base_patch32_224 | 69.350 | 30.650 | 89.270 | 10.730 | 88.22 | 224 | 0.900 | bicubic | -11.382 | -6.296 | -17 |
| 246 | ecaresnetlight | 69.330 | 30.670 | 89.210 | 10.790 | 30.16 | 224 | 0.875 | bicubic | -11.124 | -6.042 | -4 |
| 247 | nf_resnet50 | 69.320 | 30.680 | 88.700 | 11.300 | 25.56 | 288 | 0.940 | bicubic | -11.336 | -6.636 | -16 |
| 248 | xception71 | 69.270 | 30.730 | 88.170 | 11.830 | 42.34 | 299 | 0.903 | bicubic | -10.614 | -6.762 | +29 |
| 249 | resnet50d | 69.170 | 30.830 | 88.140 | 11.860 | 25.58 | 224 | 0.875 | bicubic | -11.368 | -7.020 | -13 |
| 250 | tf_efficientnetv2_b2 | 69.090 | 30.910 | 88.150 | 11.850 | 10.10 | 260 | 0.890 | bicubic | -11.124 | -6.894 | +12 |
| 251 | legacy_seresnext101_32x4d | 69.060 | 30.940 | 88.080 | 11.920 | 48.96 | 224 | 0.875 | bilinear | -11.162 | -6.932 | +9 |
| 252 | mixnet_xl | 69.040 | 30.960 | 88.340 | 11.660 | 11.90 | 224 | 0.875 | bicubic | -11.428 | -6.592 | -12 |
| 253 | regnety_120 | 68.980 | 31.020 | 88.190 | 11.810 | 51.82 | 224 | 0.875 | bicubic | -11.406 | -6.932 | -7 |
| 254 | seresnet33ts | 68.960 | 31.040 | 88.340 | 11.660 | 19.78 | 256 | 0.900 | bicubic | -11.412 | -6.774 | -6 |
| 255 | gluon_resnet152_v1c | 68.960 | 31.040 | 87.670 | 12.330 | 60.21 | 224 | 0.875 | bicubic | -10.952 | -7.182 | +20 |
| 256 | vit_small_patch32_384 | 68.950 | 31.050 | 89.660 | 10.340 | 22.92 | 384 | 1.000 | bicubic | -11.536 | -5.938 | -18 |
| 257 | resnetv2_50 | 68.900 | 31.100 | 88.400 | 11.600 | 25.55 | 224 | 0.950 | bicubic | -11.506 | -6.680 | -13 |
| 258 | gluon_resnext101_32x4d | 68.880 | 31.120 | 88.280 | 11.720 | 44.18 | 224 | 0.875 | bicubic | -11.458 | -6.628 | -8 |
| 259 | hrnet_w64 | 68.830 | 31.170 | 88.140 | 11.860 | 128.06 | 224 | 0.875 | bilinear | -10.626 | -6.514 | +44 |
| 260 | gluon_resnet152_v1b | 68.800 | 31.200 | 87.570 | 12.430 | 60.19 | 224 | 0.875 | bicubic | -10.880 | -7.166 | +33 |
| 261 | tf_efficientnet_b2_ap | 68.790 | 31.210 | 88.330 | 11.670 | 9.11 | 260 | 0.890 | bicubic | -11.516 | -6.702 | -9 |
| 262 | gluon_resnet101_v1d | 68.780 | 31.220 | 88.080 | 11.920 | 44.57 | 224 | 0.875 | bicubic | -11.624 | -6.944 | -17 |
| 263 | seresnet50 | 68.760 | 31.240 | 88.520 | 11.480 | 28.09 | 224 | 0.875 | bicubic | -11.488 | -6.550 | -5 |
| 264 | repvgg_b2g4 | 68.760 | 31.240 | 88.260 | 11.740 | 61.76 | 224 | 0.875 | bilinear | -10.620 | -6.434 | +41 |
| 265 | gluon_xception65 | 68.760 | 31.240 | 87.950 | 12.050 | 39.92 | 299 | 0.903 | bicubic | -10.942 | -6.918 | +25 |
| 266 | xception65 | 68.760 | 31.240 | 88.250 | 11.750 | 39.92 | 299 | 0.903 | bicubic | -10.786 | -6.410 | +35 |
| 267 | eca_resnet33ts | 68.760 | 31.240 | 88.520 | 11.480 | 19.68 | 256 | 0.900 | bicubic | -11.336 | -6.454 | +2 |
| 268 | cspdarknet53 | 68.730 | 31.270 | 88.540 | 11.460 | 27.64 | 256 | 0.887 | bilinear | -11.320 | -6.552 | +3 |
| 269 | cspresnext50 | 68.720 | 31.280 | 88.020 | 11.980 | 20.57 | 224 | 0.875 | bilinear | -11.332 | -6.930 | +1 |
| 270 | gcresnet33ts | 68.700 | 31.300 | 88.480 | 11.520 | 19.88 | 256 | 0.900 | bicubic | -11.386 | -6.512 | -2 |
| 271 | resnext50d_32x4d | 68.670 | 31.330 | 88.230 | 11.770 | 25.05 | 224 | 0.875 | bicubic | -10.994 | -6.636 | +23 |
| 272 | dpn131 | 68.660 | 31.340 | 87.220 | 12.780 | 79.25 | 224 | 0.875 | bicubic | -11.174 | -7.492 | +12 |
| 273 | gluon_resnet101_v1s | 68.650 | 31.350 | 87.720 | 12.280 | 44.67 | 224 | 0.875 | bicubic | -11.632 | -7.442 | -18 |
| 274 | gmlp_s16_224 | 68.620 | 31.380 | 87.950 | 12.050 | 19.42 | 224 | 0.875 | bicubic | -11.022 | -6.672 | +22 |
| 275 | xcit_tiny_12_p8_224 | 68.610 | 31.390 | 88.690 | 11.310 | 6.71 | 224 | 1.000 | bicubic | -11.100 | -6.368 | +15 |
| 276 | gluon_seresnext50_32x4d | 68.580 | 31.420 | 88.150 | 11.850 | 27.56 | 224 | 0.875 | bicubic | -11.344 | -6.678 | -2 |
| 277 | regnetx_160 | 68.520 | 31.480 | 88.280 | 11.720 | 54.28 | 224 | 0.875 | bicubic | -11.314 | -6.544 | +6 |
| 278 | regnety_080 | 68.510 | 31.490 | 88.000 | 12.000 | 39.18 | 224 | 0.875 | bicubic | -11.362 | -6.832 | 0 |
| 279 | deit_small_patch16_224 | 68.490 | 31.510 | 88.260 | 11.740 | 22.05 | 224 | 0.900 | bicubic | -11.376 | -6.796 | +1 |
| 280 | tf_efficientnet_b2 | 68.460 | 31.540 | 88.010 | 11.990 | 9.11 | 260 | 0.890 | bicubic | -11.608 | -6.894 | -11 |
| 281 | resnet50 | 68.440 | 31.560 | 87.600 | 12.400 | 25.56 | 224 | 0.950 | bicubic | -11.942 | -6.994 | -35 |
| 282 | skresnext50_32x4d | 68.440 | 31.560 | 87.610 | 12.390 | 27.48 | 224 | 0.875 | bicubic | -11.702 | -7.034 | -15 |
| 283 | dpn107 | 68.430 | 31.570 | 88.080 | 11.920 | 86.92 | 224 | 0.875 | bicubic | -11.742 | -6.824 | -20 |
| 284 | cspresnet50 | 68.380 | 31.620 | 87.950 | 12.050 | 21.62 | 256 | 0.887 | bilinear | -11.196 | -6.752 | +14 |
| 285 | dla102x2 | 68.380 | 31.620 | 87.810 | 12.190 | 41.28 | 224 | 0.875 | bilinear | -11.060 | -6.834 | +20 |
| 286 | resnext50_32x4d | 68.380 | 31.620 | 87.590 | 12.410 | 25.03 | 224 | 0.875 | bicubic | -11.420 | -7.024 | 0 |
| 287 | ssl_resnet50 | 68.350 | 31.650 | 88.580 | 11.420 | 25.56 | 224 | 0.875 | bilinear | -10.886 | -6.252 | +34 |
| 288 | cait_xxs36_224 | 68.350 | 31.650 | 88.610 | 11.390 | 17.30 | 224 | 1.000 | bicubic | -11.412 | -6.258 | 0 |
| 289 | xcit_tiny_24_p16_224 | 68.340 | 31.660 | 88.120 | 11.880 | 12.12 | 224 | 1.000 | bicubic | -11.112 | -6.768 | +15 |
| 290 | regnety_064 | 68.330 | 31.670 | 88.030 | 11.970 | 30.58 | 224 | 0.875 | bicubic | -11.400 | -6.732 | -1 |
| 291 | vit_base_patch16_sam_224 | 68.310 | 31.690 | 87.680 | 12.320 | 86.57 | 224 | 0.900 | bicubic | -11.932 | -7.082 | -32 |
| 292 | dpn98 | 68.300 | 31.700 | 87.570 | 12.430 | 61.57 | 224 | 0.875 | bicubic | -11.354 | -7.034 | +3 |
| 293 | resmlp_big_24_224 | 68.280 | 31.720 | 87.700 | 12.300 | 129.14 | 224 | 0.875 | bicubic | -12.752 | -7.322 | -81 |
| 294 | ecaresnet26t | 68.240 | 31.760 | 88.660 | 11.340 | 16.01 | 320 | 0.950 | bicubic | -11.594 | -6.424 | -12 |
| 295 | ese_vovnet39b | 68.230 | 31.770 | 88.290 | 11.710 | 24.57 | 224 | 0.875 | bicubic | -11.074 | -6.434 | +16 |
| 296 | regnetx_120 | 68.230 | 31.770 | 87.580 | 12.420 | 46.11 | 224 | 0.875 | bicubic | -11.376 | -7.150 | +2 |
| 297 | efficientnet_b2_pruned | 68.220 | 31.780 | 88.080 | 11.920 | 8.31 | 260 | 0.890 | bicubic | -11.686 | -6.774 | -21 |
| 298 | rexnet_130 | 68.220 | 31.780 | 88.000 | 12.000 | 7.56 | 224 | 0.875 | bicubic | -11.276 | -6.674 | +3 |
| 299 | gluon_resnext50_32x4d | 68.160 | 31.840 | 87.360 | 12.640 | 25.03 | 224 | 0.875 | bicubic | -11.204 | -7.064 | +9 |
| 300 | ecaresnet50d_pruned | 68.140 | 31.860 | 88.340 | 11.660 | 19.94 | 224 | 0.875 | bicubic | -11.566 | -6.534 | -9 |
| 301 | tf_efficientnet_el | 68.100 | 31.900 | 88.020 | 11.980 | 10.59 | 300 | 0.904 | bicubic | -12.148 | -7.104 | -44 |
| 302 | resnetv2_50x1_bitm | 67.930 | 32.070 | 89.090 | 10.910 | 25.55 | 448 | 1.000 | bilinear | -12.414 | -6.596 | -53 |
| 303 | regnetx_080 | 67.920 | 32.080 | 87.070 | 12.930 | 39.57 | 224 | 0.875 | bicubic | -11.300 | -7.476 | +20 |
| 304 | resmlp_36_224 | 67.920 | 32.080 | 88.220 | 11.780 | 44.69 | 224 | 0.875 | bicubic | -11.856 | -6.666 | -17 |
| 305 | tf_efficientnet_lite3 | 67.920 | 32.080 | 87.710 | 12.290 | 8.20 | 300 | 0.904 | bilinear | -11.900 | -7.200 | -20 |
| 306 | pit_xs_distilled_224 | 67.900 | 32.100 | 87.710 | 12.290 | 11.00 | 224 | 0.900 | bicubic | -11.394 | -6.664 | +10 |
| 307 | resnetrs50 | 67.890 | 32.110 | 87.660 | 12.340 | 35.69 | 224 | 0.910 | bicubic | -11.980 | -7.310 | -28 |
| 308 | legacy_seresnext50_32x4d | 67.880 | 32.120 | 87.590 | 12.410 | 27.56 | 224 | 0.875 | bilinear | -11.198 | -6.842 | +22 |
| 309 | gluon_resnet50_v1d | 67.870 | 32.130 | 86.940 | 13.060 | 25.58 | 224 | 0.875 | bicubic | -11.194 | -7.520 | +22 |
| 310 | tf_efficientnetv2_b1 | 67.840 | 32.160 | 87.620 | 12.380 | 8.14 | 240 | 0.882 | bicubic | -11.634 | -7.100 | -9 |
| 311 | nf_regnet_b1 | 67.840 | 32.160 | 88.080 | 11.920 | 10.22 | 288 | 0.900 | bicubic | -11.456 | -6.662 | +3 |
| 312 | levit_192 | 67.840 | 32.160 | 87.820 | 12.180 | 10.95 | 224 | 0.900 | bicubic | -12.020 | -6.982 | -29 |
| 313 | hrnet_w48 | 67.800 | 32.200 | 87.370 | 12.630 | 77.47 | 224 | 0.875 | bilinear | -11.522 | -7.144 | -3 |
| 314 | resnext101_32x8d | 67.760 | 32.240 | 87.360 | 12.640 | 88.79 | 224 | 0.875 | bilinear | -11.552 | -7.162 | -3 |
| 315 | tf_efficientnet_b0_ns | 67.720 | 32.280 | 87.940 | 12.060 | 5.29 | 224 | 0.875 | bicubic | -10.938 | -6.430 | +35 |
| 316 | resmlp_24_224 | 67.700 | 32.300 | 87.570 | 12.430 | 30.02 | 224 | 0.875 | bicubic | -11.686 | -6.976 | -10 |
| 317 | hrnet_w44 | 67.690 | 32.310 | 87.490 | 12.510 | 67.06 | 224 | 0.875 | bilinear | -11.200 | -6.892 | +22 |
| 318 | halonet26t | 67.690 | 32.310 | 87.310 | 12.690 | 12.48 | 256 | 0.950 | bicubic | -11.444 | -7.006 | +9 |
| 319 | eca_botnext26ts_256 | 67.680 | 32.320 | 87.090 | 12.910 | 10.59 | 256 | 0.950 | bicubic | -11.594 | -7.516 | -1 |
| 320 | regnetx_064 | 67.670 | 32.330 | 87.470 | 12.530 | 26.21 | 224 | 0.875 | bicubic | -11.390 | -6.996 | +12 |
| 321 | coat_lite_mini | 67.660 | 32.340 | 87.720 | 12.280 | 11.01 | 224 | 0.900 | bicubic | -11.440 | -6.882 | +8 |
| 322 | dla169 | 67.650 | 32.350 | 87.460 | 12.540 | 53.39 | 224 | 0.875 | bilinear | -11.048 | -6.872 | +25 |
| 323 | regnety_040 | 67.620 | 32.380 | 87.390 | 12.610 | 20.65 | 224 | 0.875 | bicubic | -11.608 | -7.256 | -1 |
| 324 | efficientnet_em | 67.570 | 32.430 | 88.110 | 11.890 | 6.90 | 240 | 0.882 | bicubic | -11.690 | -6.682 | -4 |
| 325 | dpn92 | 67.550 | 32.450 | 87.290 | 12.710 | 37.67 | 224 | 0.875 | bicubic | -12.444 | -7.546 | -53 |
| 326 | xception | 67.550 | 32.450 | 87.520 | 12.480 | 22.86 | 299 | 0.897 | bicubic | -11.498 | -6.876 | +7 |
| 327 | gluon_inception_v3 | 67.540 | 32.460 | 87.250 | 12.750 | 23.83 | 299 | 0.875 | bicubic | -11.258 | -7.130 | +17 |
| 328 | dpn68b | 67.520 | 32.480 | 87.490 | 12.510 | 12.61 | 224 | 0.875 | bicubic | -11.696 | -6.932 | -4 |
| 329 | legacy_seresnet152 | 67.510 | 32.490 | 87.500 | 12.500 | 66.82 | 224 | 0.875 | bilinear | -11.152 | -6.876 | +20 |
| 330 | efficientnet_b1 | 67.490 | 32.510 | 87.430 | 12.570 | 7.79 | 256 | 1.000 | bicubic | -11.314 | -6.916 | +12 |
| 331 | lambda_resnet26t | 67.490 | 32.510 | 87.650 | 12.350 | 10.96 | 256 | 0.940 | bicubic | -11.618 | -6.938 | -2 |
| 332 | hrnet_w40 | 67.470 | 32.530 | 87.140 | 12.860 | 57.56 | 224 | 0.875 | bilinear | -11.456 | -7.338 | +6 |
| 333 | resnetblur50 | 67.440 | 32.560 | 87.580 | 12.420 | 25.56 | 224 | 0.875 | bicubic | -11.860 | -7.056 | -19 |
| 334 | tf_efficientnet_b1_ap | 67.430 | 32.570 | 87.540 | 12.460 | 7.79 | 240 | 0.882 | bicubic | -11.844 | -6.762 | -17 |
| 335 | tf_efficientnet_cc_b1_8e | 67.380 | 32.620 | 87.280 | 12.720 | 39.72 | 240 | 0.882 | bicubic | -11.946 | -7.088 | -26 |
| 336 | res2net50_26w_8s | 67.360 | 32.640 | 87.130 | 12.870 | 48.40 | 224 | 0.875 | bilinear | -11.620 | -7.154 | -1 |
| 337 | res2net101_26w_4s | 67.360 | 32.640 | 87.170 | 12.830 | 45.21 | 224 | 0.875 | bilinear | -11.832 | -7.268 | -11 |
| 338 | gluon_resnet101_v1b | 67.350 | 32.650 | 87.050 | 12.950 | 44.55 | 224 | 0.875 | bicubic | -11.950 | -7.480 | -25 |
| 339 | cait_xxs24_224 | 67.310 | 32.690 | 87.490 | 12.510 | 11.96 | 224 | 1.000 | bicubic | -11.066 | -6.826 | +27 |
| 340 | xception41 | 67.310 | 32.690 | 87.150 | 12.850 | 26.97 | 299 | 0.903 | bicubic | -11.222 | -7.134 | +13 |
| 341 | gluon_resnet101_v1c | 67.290 | 32.710 | 87.060 | 12.940 | 44.57 | 224 | 0.875 | bicubic | -12.244 | -7.528 | -41 |
| 342 | resnet33ts | 67.170 | 32.830 | 87.410 | 12.590 | 19.68 | 256 | 0.900 | bicubic | -12.044 | -7.162 | -17 |
| 343 | regnetx_032 | 67.150 | 32.850 | 86.980 | 13.020 | 15.30 | 224 | 0.875 | bicubic | -11.000 | -7.106 | +32 |
| 344 | botnet26t_256 | 67.130 | 32.870 | 87.500 | 12.500 | 12.49 | 256 | 0.950 | bicubic | -12.130 | -7.034 | -25 |
| 345 | resnest26d | 67.120 | 32.880 | 87.130 | 12.870 | 17.07 | 224 | 0.875 | bilinear | -11.358 | -7.166 | +10 |
| 346 | coat_tiny | 67.120 | 32.880 | 87.380 | 12.620 | 5.50 | 224 | 0.900 | bicubic | -11.314 | -6.654 | +17 |
| 347 | dla60_res2net | 67.110 | 32.890 | 87.080 | 12.920 | 20.85 | 224 | 0.875 | bilinear | -11.352 | -7.128 | +11 |
| 348 | legacy_seresnet101 | 67.100 | 32.900 | 87.020 | 12.980 | 49.33 | 224 | 0.875 | bilinear | -11.284 | -7.244 | +16 |
| 349 | dla60x | 67.080 | 32.920 | 87.200 | 12.800 | 17.35 | 224 | 0.875 | bilinear | -11.166 | -6.824 | +22 |
| 350 | dla102x | 67.000 | 33.000 | 86.730 | 13.270 | 26.31 | 224 | 0.875 | bilinear | -11.512 | -7.496 | +4 |
| 351 | res2net50_26w_6s | 66.980 | 33.020 | 86.830 | 13.170 | 37.05 | 224 | 0.875 | bilinear | -11.586 | -7.288 | +1 |
| 352 | xcit_tiny_12_p16_224_dist | 66.970 | 33.030 | 87.340 | 12.660 | 6.72 | 224 | 1.000 | bicubic | -11.610 | -6.864 | -1 |
| 353 | repvgg_b2 | 66.950 | 33.050 | 87.260 | 12.740 | 89.02 | 224 | 0.875 | bilinear | -11.844 | -7.166 | -8 |
| 354 | pit_xs_224 | 66.940 | 33.060 | 87.190 | 12.810 | 10.62 | 224 | 0.900 | bicubic | -11.244 | -6.974 | +20 |
| 355 | mixnet_l | 66.940 | 33.060 | 86.790 | 13.210 | 7.33 | 224 | 0.875 | bicubic | -12.040 | -7.390 | -19 |
| 356 | gluon_resnet50_v1s | 66.940 | 33.060 | 86.800 | 13.200 | 25.68 | 224 | 0.875 | bicubic | -11.756 | -7.448 | -8 |
| 357 | tv_resnet152 | 66.930 | 33.070 | 87.440 | 12.560 | 60.19 | 224 | 0.875 | bilinear | -11.392 | -6.604 | +11 |
| 358 | repvgg_b1 | 66.820 | 33.180 | 86.690 | 13.310 | 57.42 | 224 | 0.875 | bilinear | -11.558 | -7.414 | +7 |
| 359 | eca_halonext26ts | 66.820 | 33.180 | 87.070 | 12.930 | 10.76 | 256 | 0.940 | bicubic | -12.020 | -7.186 | -18 |
| 360 | tf_efficientnet_b1 | 66.810 | 33.190 | 86.920 | 13.080 | 7.79 | 240 | 0.882 | bicubic | -12.026 | -7.274 | -18 |
| 361 | lambda_resnet26rpt_256 | 66.800 | 33.200 | 87.060 | 12.940 | 10.99 | 256 | 0.940 | bicubic | -12.168 | -7.368 | -24 |
| 362 | efficientnet_es | 66.720 | 33.280 | 86.670 | 13.330 | 5.44 | 224 | 0.875 | bicubic | -11.362 | -7.274 | +17 |
| 363 | xcit_nano_12_p8_384_dist | 66.720 | 33.280 | 87.050 | 12.950 | 3.05 | 384 | 1.000 | bicubic | -11.098 | -6.984 | +32 |
| 364 | gluon_resnet50_v1c | 66.710 | 33.290 | 86.110 | 13.890 | 25.58 | 224 | 0.875 | bicubic | -11.296 | -7.878 | +18 |
| 365 | dla60_res2next | 66.710 | 33.290 | 86.940 | 13.060 | 17.03 | 224 | 0.875 | bilinear | -11.732 | -7.256 | -4 |
| 366 | hrnet_w30 | 66.690 | 33.310 | 86.740 | 13.260 | 37.71 | 224 | 0.875 | bilinear | -11.512 | -7.488 | +7 |
| 367 | resnet32ts | 66.690 | 33.310 | 87.130 | 12.870 | 17.96 | 256 | 0.900 | bicubic | -12.330 | -7.232 | -33 |
| 368 | selecsls60b | 66.650 | 33.350 | 86.590 | 13.410 | 32.77 | 224 | 0.875 | bicubic | -11.758 | -7.586 | -5 |
| 369 | regnetx_040 | 66.650 | 33.350 | 86.530 | 13.470 | 22.12 | 224 | 0.875 | bicubic | -11.834 | -7.724 | -14 |
| 370 | hrnet_w32 | 66.650 | 33.350 | 87.190 | 12.810 | 41.23 | 224 | 0.875 | bilinear | -11.792 | -6.968 | -10 |
| 371 | tf_mixnet_l | 66.630 | 33.370 | 86.380 | 13.620 | 7.33 | 224 | 0.875 | bicubic | -12.148 | -7.620 | -25 |
| 372 | dla102 | 66.590 | 33.410 | 86.930 | 13.070 | 33.27 | 224 | 0.875 | bilinear | -11.438 | -7.028 | +9 |
| 373 | wide_resnet101_2 | 66.570 | 33.430 | 87.010 | 12.990 | 126.89 | 224 | 0.875 | bilinear | -12.284 | -7.274 | -33 |
| 374 | tf_efficientnetv2_b0 | 66.520 | 33.480 | 86.620 | 13.380 | 7.14 | 224 | 0.875 | bicubic | -11.850 | -7.406 | -7 |
| 375 | levit_128 | 66.500 | 33.500 | 86.710 | 13.290 | 9.21 | 224 | 0.900 | bicubic | -11.966 | -7.300 | -18 |
| 376 | adv_inception_v3 | 66.370 | 33.630 | 86.380 | 13.620 | 23.83 | 299 | 0.875 | bicubic | -11.208 | -7.360 | +26 |
| 377 | vit_tiny_patch16_384 | 66.330 | 33.670 | 87.160 | 12.840 | 5.79 | 384 | 1.000 | bicubic | -12.116 | -7.384 | -18 |
| 378 | tf_inception_v3 | 66.320 | 33.680 | 86.570 | 13.430 | 23.83 | 299 | 0.875 | bicubic | -11.540 | -7.076 | +13 |
| 379 | selecsls60 | 66.310 | 33.690 | 86.290 | 13.710 | 30.67 | 224 | 0.875 | bicubic | -11.674 | -7.542 | +5 |
| 380 | resmlp_12_distilled_224 | 66.280 | 33.720 | 86.470 | 13.530 | 15.35 | 224 | 0.875 | bicubic | -11.664 | -7.092 | +6 |
| 381 | hardcorenas_f | 66.240 | 33.760 | 86.250 | 13.750 | 8.20 | 224 | 0.875 | bilinear | -11.864 | -7.544 | -3 |
| 382 | coat_lite_tiny | 66.230 | 33.770 | 86.950 | 13.050 | 5.72 | 224 | 0.900 | bicubic | -11.284 | -6.966 | +23 |
| 383 | bat_resnext26ts | 66.210 | 33.790 | 86.650 | 13.350 | 10.73 | 256 | 0.900 | bicubic | -12.052 | -7.450 | -14 |
| 384 | tf_efficientnet_cc_b0_8e | 66.120 | 33.880 | 86.100 | 13.900 | 24.01 | 224 | 0.875 | bicubic | -11.788 | -7.556 | +4 |
| 385 | efficientnet_b0 | 66.120 | 33.880 | 86.100 | 13.900 | 5.29 | 224 | 0.875 | bicubic | -11.584 | -7.422 | +12 |
| 386 | legacy_seresnet50 | 66.090 | 33.910 | 86.290 | 13.710 | 28.09 | 224 | 0.875 | bilinear | -11.548 | -7.456 | +12 |
| 387 | gmixer_24_224 | 66.080 | 33.920 | 85.980 | 14.020 | 24.72 | 224 | 0.875 | bicubic | -11.972 | -7.688 | -7 |
| 388 | tf_efficientnet_em | 66.030 | 33.970 | 86.210 | 13.790 | 6.90 | 240 | 0.882 | bicubic | -12.112 | -7.848 | -12 |
| 389 | res2net50_14w_8s | 66.030 | 33.970 | 86.200 | 13.800 | 25.06 | 224 | 0.875 | bilinear | -12.104 | -7.656 | -12 |
| 390 | res2net50_26w_4s | 66.010 | 33.990 | 86.590 | 13.410 | 25.70 | 224 | 0.875 | bilinear | -11.976 | -7.258 | -7 |
| 391 | inception_v3 | 66.000 | 34.000 | 86.120 | 13.880 | 23.83 | 299 | 0.875 | bicubic | -11.464 | -7.356 | +16 |
| 392 | hardcorenas_e | 65.990 | 34.010 | 85.980 | 14.020 | 8.07 | 224 | 0.875 | bilinear | -11.810 | -7.716 | +4 |
| 393 | regnety_016 | 65.960 | 34.040 | 86.270 | 13.730 | 11.20 | 224 | 0.875 | bicubic | -11.904 | -7.454 | -3 |
| 394 | efficientnet_b1_pruned | 65.950 | 34.050 | 86.510 | 13.490 | 6.33 | 240 | 0.882 | bicubic | -12.300 | -7.326 | -24 |
| 395 | tv_resnext50_32x4d | 65.940 | 34.060 | 86.030 | 13.970 | 25.03 | 224 | 0.875 | bilinear | -11.670 | -7.654 | +4 |
| 396 | gluon_resnet50_v1b | 65.910 | 34.090 | 86.230 | 13.770 | 25.56 | 224 | 0.875 | bicubic | -11.666 | -7.492 | +7 |
| 397 | tv_resnet101 | 65.820 | 34.180 | 85.980 | 14.020 | 44.55 | 224 | 0.875 | bilinear | -11.548 | -7.580 | +13 |
| 398 | rexnet_100 | 65.810 | 34.190 | 86.510 | 13.490 | 4.80 | 224 | 0.875 | bicubic | -12.050 | -7.366 | -6 |
| 399 | gcresnext26ts | 65.810 | 34.190 | 85.850 | 14.150 | 10.48 | 256 | 0.900 | bicubic | -12.010 | -7.976 | -5 |
| 400 | seresnext26t_32x4d | 65.780 | 34.220 | 85.610 | 14.390 | 16.81 | 224 | 0.875 | bicubic | -12.198 | -8.132 | -15 |
| 401 | resnet34d | 65.770 | 34.230 | 86.620 | 13.380 | 21.82 | 224 | 0.875 | bicubic | -11.344 | -6.762 | +17 |
| 402 | repvgg_b1g4 | 65.760 | 34.240 | 85.970 | 14.030 | 39.97 | 224 | 0.875 | bilinear | -11.834 | -7.872 | -2 |
| 403 | densenet161 | 65.700 | 34.300 | 86.510 | 13.490 | 28.68 | 224 | 0.875 | bicubic | -11.652 | -7.126 | +8 |
| 404 | skresnet34 | 65.660 | 34.340 | 85.960 | 14.040 | 22.28 | 224 | 0.875 | bicubic | -11.260 | -7.360 | +23 |
| 405 | eca_resnext26ts | 65.630 | 34.370 | 85.780 | 14.220 | 10.30 | 256 | 0.900 | bicubic | -11.820 | -7.798 | +3 |
| 406 | mobilenetv3_large_100_miil | 65.620 | 34.380 | 85.210 | 14.790 | 5.48 | 224 | 0.875 | bilinear | -12.292 | -7.694 | -19 |
| 407 | res2next50 | 65.610 | 34.390 | 85.810 | 14.190 | 24.67 | 224 | 0.875 | bilinear | -12.632 | -8.094 | -35 |
| 408 | hardcorenas_d | 65.570 | 34.430 | 85.530 | 14.470 | 7.50 | 224 | 0.875 | bilinear | -11.854 | -7.956 | +1 |
| 409 | selecsls42b | 65.550 | 34.450 | 85.870 | 14.130 | 32.46 | 224 | 0.875 | bicubic | -11.640 | -7.520 | +7 |
| 410 | xcit_tiny_12_p16_224 | 65.500 | 34.500 | 86.190 | 13.810 | 6.72 | 224 | 1.000 | bicubic | -11.620 | -7.528 | +7 |
| 411 | resnet26t | 65.470 | 34.530 | 86.240 | 13.760 | 16.01 | 256 | 0.940 | bicubic | -12.402 | -7.594 | -22 |
| 412 | seresnext26ts | 65.450 | 34.550 | 86.020 | 13.980 | 10.39 | 256 | 0.900 | bicubic | -12.398 | -7.768 | -19 |
| 413 | convmixer_1024_20_ks9_p14 | 65.430 | 34.570 | 85.520 | 14.480 | 24.38 | 224 | 0.960 | bicubic | -11.514 | -7.838 | +13 |
| 414 | tf_efficientnet_lite2 | 65.300 | 34.700 | 86.010 | 13.990 | 6.09 | 260 | 0.890 | bicubic | -12.182 | -7.738 | -8 |
| 415 | densenet201 | 65.290 | 34.710 | 85.660 | 14.340 | 20.01 | 224 | 0.875 | bicubic | -12.000 | -7.820 | -2 |
| 416 | seresnext26d_32x4d | 65.260 | 34.740 | 85.810 | 14.190 | 16.81 | 224 | 0.875 | bicubic | -12.326 | -7.794 | -15 |
| 417 | densenetblur121d | 65.250 | 34.750 | 85.780 | 14.220 | 8.00 | 224 | 0.875 | bicubic | -11.340 | -7.412 | +21 |
| 418 | crossvit_9_dagger_240 | 65.230 | 34.770 | 86.470 | 13.530 | 8.78 | 240 | 0.875 | bicubic | -11.760 | -7.136 | +5 |
| 419 | res2net50_48w_2s | 65.220 | 34.780 | 85.920 | 14.080 | 25.29 | 224 | 0.875 | bilinear | -12.314 | -7.638 | -15 |
| 420 | tf_efficientnet_b0_ap | 65.200 | 34.800 | 85.490 | 14.510 | 5.29 | 224 | 0.875 | bicubic | -11.904 | -7.774 | -1 |
| 421 | hrnet_w18 | 65.110 | 34.890 | 85.690 | 14.310 | 21.30 | 224 | 0.875 | bilinear | -11.648 | -7.748 | +11 |
| 422 | ese_vovnet19b_dw | 65.100 | 34.900 | 85.420 | 14.580 | 6.54 | 224 | 0.875 | bicubic | -11.724 | -7.860 | +8 |
| 423 | dla60 | 65.070 | 34.930 | 85.700 | 14.300 | 22.04 | 224 | 0.875 | bilinear | -11.964 | -7.624 | -1 |
| 424 | gernet_s | 65.000 | 35.000 | 85.520 | 14.480 | 8.17 | 224 | 0.875 | bilinear | -11.906 | -7.614 | +4 |
| 425 | tf_efficientnet_cc_b0_4e | 64.960 | 35.040 | 85.020 | 14.980 | 13.31 | 224 | 0.875 | bicubic | -12.360 | -8.302 | -13 |
| 426 | mobilenetv2_120d | 64.920 | 35.080 | 85.850 | 14.150 | 5.83 | 224 | 0.875 | bicubic | -12.366 | -7.662 | -12 |
| 427 | hardcorenas_c | 64.850 | 35.150 | 85.240 | 14.760 | 5.52 | 224 | 0.875 | bilinear | -12.200 | -7.932 | -6 |
| 428 | legacy_seresnext26_32x4d | 64.830 | 35.170 | 85.550 | 14.450 | 16.79 | 224 | 0.875 | bicubic | -12.264 | -7.760 | -8 |
| 429 | mixnet_m | 64.740 | 35.260 | 85.510 | 14.490 | 5.01 | 224 | 0.875 | bicubic | -12.534 | -7.912 | -14 |
| 430 | resnet26d | 64.590 | 35.410 | 85.090 | 14.910 | 16.01 | 224 | 0.875 | bicubic | -12.100 | -8.058 | +3 |
| 431 | xcit_nano_12_p8_224_dist | 64.520 | 35.480 | 85.900 | 14.100 | 3.05 | 224 | 1.000 | bicubic | -11.810 | -7.186 | +12 |
| 432 | tf_efficientnet_lite1 | 64.490 | 35.510 | 85.520 | 14.480 | 5.42 | 240 | 0.882 | bicubic | -12.174 | -7.714 | +2 |
| 433 | tf_mixnet_m | 64.460 | 35.540 | 84.930 | 15.070 | 5.01 | 224 | 0.875 | bicubic | -12.498 | -8.236 | -9 |
| 434 | levit_128s | 64.440 | 35.560 | 84.690 | 15.310 | 7.78 | 224 | 0.900 | bicubic | -12.098 | -8.174 | +5 |
| 435 | densenet169 | 64.420 | 35.580 | 85.250 | 14.750 | 14.15 | 224 | 0.875 | bicubic | -11.478 | -7.774 | +16 |
| 436 | resnext26ts | 64.380 | 35.620 | 85.000 | 15.000 | 10.30 | 256 | 0.900 | bicubic | -12.392 | -8.130 | -5 |
| 437 | resmlp_12_224 | 64.340 | 35.660 | 85.600 | 14.400 | 15.35 | 224 | 0.875 | bicubic | -12.314 | -7.572 | -2 |
| 438 | repvgg_a2 | 64.270 | 35.730 | 84.980 | 15.020 | 28.21 | 224 | 0.875 | bilinear | -12.210 | -8.040 | +4 |
| 439 | xcit_nano_12_p16_384_dist | 64.230 | 35.770 | 85.280 | 14.720 | 3.05 | 384 | 1.000 | bicubic | -11.238 | -7.396 | +20 |
| 440 | regnetx_016 | 64.230 | 35.770 | 85.440 | 14.560 | 9.19 | 224 | 0.875 | bicubic | -12.716 | -7.986 | -15 |
| 441 | hardcorenas_b | 64.210 | 35.790 | 84.860 | 15.140 | 5.18 | 224 | 0.875 | bilinear | -12.320 | -7.892 | -1 |
| 442 | tf_efficientnet_b0 | 64.160 | 35.840 | 85.170 | 14.830 | 5.29 | 224 | 0.875 | bicubic | -12.686 | -8.060 | -13 |
| 443 | dpn68 | 64.030 | 35.970 | 84.990 | 15.010 | 12.61 | 224 | 0.875 | bicubic | -12.264 | -7.972 | +2 |
| 444 | tf_efficientnet_es | 63.900 | 36.100 | 84.580 | 15.420 | 5.44 | 224 | 0.875 | bicubic | -12.690 | -8.632 | -7 |
| 445 | vit_small_patch32_224 | 63.880 | 36.120 | 85.590 | 14.410 | 22.88 | 224 | 0.900 | bicubic | -12.114 | -7.686 | +2 |
| 446 | mobilenetv2_140 | 63.870 | 36.130 | 84.950 | 15.050 | 6.11 | 224 | 0.875 | bicubic | -12.646 | -8.050 | -5 |
| 447 | densenet121 | 63.730 | 36.270 | 84.600 | 15.400 | 7.98 | 224 | 0.875 | bicubic | -11.838 | -8.052 | +8 |
| 448 | regnety_008 | 63.730 | 36.270 | 85.240 | 14.760 | 6.26 | 224 | 0.875 | bicubic | -12.590 | -7.828 | -4 |
| 449 | hardcorenas_a | 63.680 | 36.320 | 84.470 | 15.530 | 5.26 | 224 | 0.875 | bilinear | -12.232 | -8.044 | +1 |
| 450 | resnest14d | 63.550 | 36.450 | 84.010 | 15.990 | 10.61 | 224 | 0.875 | bilinear | -11.956 | -8.510 | +7 |
| 451 | mixnet_s | 63.540 | 36.460 | 84.710 | 15.290 | 4.13 | 224 | 0.875 | bicubic | -12.454 | -8.082 | -3 |
| 452 | tf_mixnet_s | 63.430 | 36.570 | 84.090 | 15.910 | 4.13 | 224 | 0.875 | bicubic | -12.254 | -8.546 | +1 |
| 453 | resnet26 | 63.420 | 36.580 | 84.210 | 15.790 | 16.00 | 224 | 0.875 | bicubic | -11.872 | -8.364 | +9 |
| 454 | mobilenetv3_large_100 | 63.310 | 36.690 | 84.050 | 15.950 | 5.48 | 224 | 0.875 | bicubic | -12.464 | -8.490 | -2 |
| 455 | efficientnet_es_pruned | 63.300 | 36.700 | 84.840 | 15.160 | 5.44 | 224 | 0.875 | bicubic | -11.696 | -7.600 | +15 |
| 456 | mobilenetv3_rw | 63.270 | 36.730 | 84.560 | 15.440 | 5.48 | 224 | 0.875 | bicubic | -12.348 | -8.152 | -2 |
| 457 | tv_resnet50 | 63.200 | 36.800 | 84.640 | 15.360 | 25.56 | 224 | 0.875 | bilinear | -12.952 | -8.238 | -11 |
| 458 | vit_tiny_r_s16_p8_384 | 63.190 | 36.810 | 85.120 | 14.880 | 6.36 | 384 | 1.000 | bicubic | -12.782 | -8.152 | -9 |
| 459 | efficientnet_lite0 | 63.160 | 36.840 | 84.350 | 15.650 | 4.65 | 224 | 0.875 | bicubic | -12.344 | -8.166 | -1 |
| 460 | mixer_b16_224 | 63.160 | 36.840 | 83.080 | 16.920 | 59.88 | 224 | 0.875 | bicubic | -13.462 | -9.148 | -24 |
| 461 | vit_tiny_patch16_224 | 63.100 | 36.900 | 84.900 | 15.100 | 5.72 | 224 | 0.900 | bicubic | -12.354 | -7.952 | -1 |
| 462 | pit_ti_distilled_224 | 63.090 | 36.910 | 84.010 | 15.990 | 5.10 | 224 | 0.900 | bicubic | -11.440 | -8.090 | +15 |
| 463 | semnasnet_100 | 63.050 | 36.950 | 84.450 | 15.550 | 3.89 | 224 | 0.875 | bicubic | -12.402 | -8.156 | -2 |
| 464 | resnet34 | 62.850 | 37.150 | 84.150 | 15.850 | 21.80 | 224 | 0.875 | bilinear | -12.262 | -8.126 | +2 |
| 465 | tv_densenet121 | 62.790 | 37.210 | 84.120 | 15.880 | 7.98 | 224 | 0.875 | bicubic | -11.956 | -8.034 | +8 |
| 466 | legacy_seresnet34 | 62.770 | 37.230 | 84.200 | 15.800 | 21.96 | 224 | 0.875 | bilinear | -12.022 | -7.928 | +6 |
| 467 | regnety_006 | 62.740 | 37.260 | 84.100 | 15.900 | 6.06 | 224 | 0.875 | bicubic | -12.526 | -8.434 | -4 |
| 468 | deit_tiny_distilled_patch16_224 | 62.720 | 37.280 | 83.800 | 16.200 | 5.91 | 224 | 0.900 | bicubic | -11.804 | -8.096 | +10 |
| 469 | hrnet_w18_small_v2 | 62.660 | 37.340 | 83.850 | 16.150 | 15.60 | 224 | 0.875 | bilinear | -12.446 | -8.562 | -2 |
| 470 | swsl_resnet18 | 62.650 | 37.350 | 84.290 | 15.710 | 11.69 | 224 | 0.875 | bilinear | -10.632 | -7.468 | +21 |
| 471 | repvgg_b0 | 62.620 | 37.380 | 83.660 | 16.340 | 15.82 | 224 | 0.875 | bilinear | -12.532 | -8.754 | -7 |
| 472 | mobilenetv2_110d | 62.620 | 37.380 | 84.450 | 15.550 | 4.52 | 224 | 0.875 | bicubic | -12.432 | -7.738 | -3 |
| 473 | tf_efficientnet_lite0 | 62.560 | 37.440 | 84.140 | 15.860 | 4.65 | 224 | 0.875 | bicubic | -12.272 | -8.036 | -2 |
| 474 | regnetx_008 | 62.510 | 37.490 | 83.980 | 16.020 | 7.26 | 224 | 0.875 | bicubic | -12.546 | -8.368 | -6 |
| 475 | dla34 | 62.500 | 37.500 | 83.860 | 16.140 | 15.74 | 224 | 0.875 | bilinear | -12.108 | -8.198 | 0 |
| 476 | gluon_resnet34_v1b | 62.460 | 37.540 | 83.920 | 16.080 | 21.80 | 224 | 0.875 | bicubic | -12.132 | -8.076 | 0 |
| 477 | xcit_nano_12_p8_224 | 62.450 | 37.550 | 84.190 | 15.810 | 3.05 | 224 | 1.000 | bicubic | -11.462 | -7.976 | +7 |
| 478 | fbnetc_100 | 62.380 | 37.620 | 83.370 | 16.630 | 5.57 | 224 | 0.875 | bilinear | -12.740 | -9.004 | -13 |
| 479 | tf_mobilenetv3_large_100 | 62.230 | 37.770 | 83.850 | 16.150 | 5.48 | 224 | 0.875 | bilinear | -13.280 | -8.758 | -23 |
| 480 | crossvit_9_240 | 62.110 | 37.890 | 84.300 | 15.700 | 8.55 | 240 | 0.875 | bicubic | -11.872 | -7.670 | +3 |
| 481 | crossvit_tiny_240 | 62.060 | 37.940 | 83.780 | 16.220 | 7.01 | 240 | 0.875 | bicubic | -11.284 | -8.142 | +8 |
| 482 | regnety_004 | 61.990 | 38.010 | 83.440 | 16.560 | 4.34 | 224 | 0.875 | bicubic | -12.022 | -8.326 | -1 |
| 483 | vgg19_bn | 61.910 | 38.090 | 83.380 | 16.620 | 143.68 | 224 | 0.875 | bilinear | -12.324 | -8.474 | -4 |
| 484 | mnasnet_100 | 61.900 | 38.100 | 83.730 | 16.270 | 4.38 | 224 | 0.875 | bicubic | -12.774 | -8.368 | -10 |
| 485 | ssl_resnet18 | 61.530 | 38.470 | 83.300 | 16.700 | 11.69 | 224 | 0.875 | bilinear | -11.082 | -8.120 | +11 |
| 486 | convit_tiny | 61.470 | 38.530 | 83.990 | 16.010 | 5.71 | 224 | 0.875 | bicubic | -11.642 | -7.730 | +6 |
| 487 | tv_resnet34 | 61.150 | 38.850 | 82.640 | 17.360 | 21.80 | 224 | 0.875 | bilinear | -12.154 | -8.782 | +3 |
| 488 | regnetx_006 | 61.120 | 38.880 | 83.250 | 16.750 | 6.20 | 224 | 0.875 | bicubic | -12.726 | -8.432 | -3 |
| 489 | spnasnet_100 | 61.070 | 38.930 | 82.750 | 17.250 | 4.42 | 224 | 0.875 | bilinear | -13.008 | -9.070 | -9 |
| 490 | pit_ti_224 | 60.940 | 39.060 | 83.820 | 16.180 | 4.85 | 224 | 0.900 | bicubic | -11.982 | -7.590 | +5 |
| 491 | vgg16_bn | 60.820 | 39.180 | 83.010 | 16.990 | 138.37 | 224 | 0.875 | bilinear | -12.540 | -8.482 | -4 |
| 492 | skresnet18 | 60.820 | 39.180 | 82.870 | 17.130 | 11.96 | 224 | 0.875 | bicubic | -12.202 | -8.300 | +2 |
| 493 | ghostnet_100 | 60.610 | 39.390 | 82.270 | 17.730 | 5.18 | 224 | 0.875 | bilinear | -13.374 | -9.190 | -11 |
| 494 | tf_mobilenetv3_large_075 | 60.360 | 39.640 | 81.800 | 18.200 | 3.99 | 224 | 0.875 | bilinear | -13.090 | -9.540 | -7 |
| 495 | xcit_nano_12_p16_224_dist | 60.330 | 39.670 | 82.490 | 17.510 | 3.05 | 224 | 1.000 | bicubic | -11.982 | -8.362 | +5 |
| 496 | mobilenetv2_100 | 60.210 | 39.790 | 82.040 | 17.960 | 3.50 | 224 | 0.875 | bicubic | -12.742 | -8.962 | -2 |
| 497 | vit_base_patch32_sam_224 | 59.970 | 40.030 | 81.300 | 18.700 | 88.22 | 224 | 0.900 | bicubic | -13.730 | -9.708 | -36 |
| 498 | deit_tiny_patch16_224 | 59.920 | 40.080 | 82.730 | 17.270 | 5.72 | 224 | 0.900 | bicubic | -12.240 | -8.382 | +6 |
| 499 | resnet18d | 59.860 | 40.140 | 82.310 | 17.690 | 11.71 | 224 | 0.875 | bicubic | -12.408 | -8.374 | +3 |
| 500 | legacy_seresnet18 | 59.730 | 40.270 | 81.600 | 18.400 | 11.78 | 224 | 0.875 | bicubic | -12.004 | -8.738 | +7 |
| 501 | vgg19 | 59.720 | 40.280 | 81.420 | 18.580 | 143.67 | 224 | 0.875 | bilinear | -12.668 | -9.466 | -2 |
| 502 | regnetx_004 | 59.260 | 40.740 | 81.830 | 18.170 | 5.16 | 224 | 0.875 | bicubic | -13.130 | -8.988 | -4 |
| 503 | tf_mobilenetv3_large_minimal_100 | 59.040 | 40.960 | 80.880 | 19.120 | 3.92 | 224 | 0.875 | bilinear | -13.212 | -9.756 | 0 |
| 504 | hrnet_w18_small | 58.920 | 41.080 | 81.340 | 18.660 | 13.19 | 224 | 0.875 | bilinear | -13.412 | -9.346 | -4 |
| 505 | vit_tiny_r_s16_p8_224 | 58.880 | 41.120 | 81.630 | 18.370 | 6.34 | 224 | 0.900 | bicubic | -12.918 | -9.194 | +1 |
| 506 | vgg13_bn | 58.850 | 41.150 | 81.040 | 18.960 | 133.05 | 224 | 0.875 | bilinear | -12.714 | -9.334 | +3 |
| 507 | vgg16 | 58.630 | 41.370 | 81.670 | 18.330 | 138.36 | 224 | 0.875 | bilinear | -12.954 | -8.720 | +1 |
| 508 | xcit_nano_12_p16_224 | 58.340 | 41.660 | 80.900 | 19.100 | 3.05 | 224 | 1.000 | bicubic | -11.632 | -8.858 | +5 |
| 509 | gluon_resnet18_v1b | 58.300 | 41.700 | 80.990 | 19.010 | 11.69 | 224 | 0.875 | bicubic | -12.534 | -8.770 | +1 |
| 510 | resnet18 | 57.240 | 42.760 | 80.090 | 19.910 | 11.69 | 224 | 0.875 | bilinear | -12.500 | -8.996 | +5 |
| 511 | vgg13 | 57.100 | 42.900 | 79.610 | 20.390 | 133.05 | 224 | 0.875 | bilinear | -12.838 | -9.648 | +3 |
| 512 | vgg11_bn | 57.040 | 42.960 | 79.760 | 20.240 | 132.87 | 224 | 0.875 | bilinear | -13.322 | -10.046 | -1 |
| 513 | regnety_002 | 56.980 | 43.020 | 79.830 | 20.170 | 3.16 | 224 | 0.875 | bicubic | -13.302 | -9.714 | -1 |
| 514 | mixer_l16_224 | 56.200 | 43.800 | 75.690 | 24.310 | 208.20 | 224 | 0.875 | bicubic | -15.866 | -11.964 | -9 |
| 515 | dla60x_c | 56.090 | 43.910 | 78.950 | 21.050 | 1.32 | 224 | 0.875 | bilinear | -11.822 | -9.468 | +4 |
| 516 | vgg11 | 55.900 | 44.100 | 78.760 | 21.240 | 132.86 | 224 | 0.875 | bilinear | -13.148 | -9.876 | 0 |
| 517 | regnetx_002 | 55.790 | 44.210 | 79.240 | 20.760 | 2.68 | 224 | 0.875 | bicubic | -12.960 | -9.320 | 0 |
| 518 | tf_mobilenetv3_small_100 | 54.530 | 45.470 | 77.010 | 22.990 | 2.54 | 224 | 0.875 | bilinear | -13.396 | -10.666 | 0 |
| 519 | dla46x_c | 53.120 | 46.880 | 76.810 | 23.190 | 1.07 | 224 | 0.875 | bilinear | -12.856 | -10.178 | +1 |
| 520 | tf_mobilenetv3_small_075 | 52.360 | 47.640 | 75.470 | 24.530 | 2.04 | 224 | 0.875 | bilinear | -13.360 | -10.666 | +1 |
| 521 | dla46_c | 52.020 | 47.980 | 75.730 | 24.270 | 1.30 | 224 | 0.875 | bilinear | -12.850 | -10.564 | +1 |
| 522 | tf_mobilenetv3_small_minimal_100 | 49.560 | 50.440 | 72.820 | 27.180 | 2.04 | 224 | 0.875 | bilinear | -13.348 | -11.426 | +1 |