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50 KiB
50 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation | top1_diff | top5_diff | rank_diff |
---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | tf_efficientnet_l2_ns_475 | 80.460 | 19.540 | 95.730 | 4.270 | 480.31 | 475 | 0.936 | bicubic | -7.772 | -2.816 | +3 |
3 | tf_efficientnet_l2_ns | 80.250 | 19.750 | 95.840 | 4.160 | 480.31 | 800 | 0.960 | bicubic | -8.098 | -2.808 | +1 |
4 | beit_large_patch16_512 | 79.940 | 20.060 | 95.350 | 4.650 | 305.67 | 512 | 1.000 | bicubic | -8.660 | -3.306 | -2 |
5 | beit_large_patch16_384 | 79.500 | 20.500 | 95.170 | 4.830 | 305.00 | 384 | 1.000 | bicubic | -8.904 | -3.438 | -2 |
6 | beit_large_patch16_224 | 78.810 | 21.190 | 94.600 | 5.400 | 304.43 | 224 | 0.900 | bicubic | -8.664 | -3.704 | +1 |
7 | tf_efficientnet_b7_ns | 78.510 | 21.490 | 94.380 | 5.620 | 66.35 | 600 | 0.949 | bicubic | -8.328 | -3.716 | +7 |
8 | volo_d5_512 | 77.970 | 22.030 | 94.170 | 5.830 | 296.09 | 512 | 1.150 | bicubic | -9.072 | -3.798 | +3 |
9 | vit_large_patch16_384 | 77.940 | 22.060 | 94.440 | 5.560 | 304.72 | 384 | 1.000 | bicubic | -9.140 | -3.860 | +1 |
10 | volo_d5_448 | 77.770 | 22.230 | 94.060 | 5.940 | 295.91 | 448 | 1.150 | bicubic | -9.182 | -3.880 | +3 |
11 | volo_d4_448 | 77.750 | 22.250 | 93.930 | 6.070 | 193.41 | 448 | 1.150 | bicubic | -9.040 | -3.952 | +5 |
12 | convnext_large_384_in22ft1k | 77.730 | 22.270 | 94.080 | 5.920 | 197.77 | 384 | 1.000 | bicubic | -9.666 | -4.288 | -4 |
13 | convnext_xlarge_384_in22ft1k | 77.710 | 22.290 | 94.200 | 5.800 | 350.20 | 384 | 1.000 | bicubic | -9.836 | -4.286 | -7 |
14 | tf_efficientnet_b6_ns | 77.280 | 22.720 | 93.900 | 6.100 | 43.04 | 528 | 0.942 | bicubic | -9.174 | -3.982 | +7 |
15 | volo_d3_448 | 77.080 | 22.920 | 94.110 | 5.890 | 86.63 | 448 | 1.000 | bicubic | -9.416 | -3.600 | +4 |
16 | vit_large_r50_s32_384 | 77.060 | 22.940 | 93.720 | 6.280 | 329.09 | 384 | 1.000 | bicubic | -9.122 | -4.200 | +10 |
17 | swin_large_patch4_window12_384 | 77.040 | 22.960 | 93.750 | 6.250 | 196.74 | 384 | 1.000 | bicubic | -10.110 | -4.490 | -8 |
18 | tf_efficientnetv2_xl_in21ft1k | 77.040 | 22.960 | 93.270 | 6.730 | 208.12 | 512 | 1.000 | bicubic | -9.378 | -4.596 | +5 |
19 | tf_efficientnetv2_l_in21ft1k | 76.940 | 23.060 | 93.960 | 6.040 | 118.52 | 480 | 1.000 | bicubic | -9.364 | -4.018 | +6 |
20 | beit_base_patch16_384 | 76.890 | 23.110 | 93.910 | 6.090 | 86.74 | 384 | 1.000 | bicubic | -9.908 | -4.226 | -5 |
21 | ig_resnext101_32x48d | 76.880 | 23.120 | 93.310 | 6.690 | 828.41 | 224 | 0.875 | bilinear | -8.556 | -4.266 | +26 |
22 | cait_m48_448 | 76.860 | 23.140 | 93.370 | 6.630 | 356.46 | 448 | 1.000 | bicubic | -9.626 | -4.382 | -2 |
23 | ig_resnext101_32x32d | 76.820 | 23.180 | 93.210 | 6.790 | 468.53 | 224 | 0.875 | bilinear | -8.280 | -4.224 | +37 |
24 | tf_efficientnet_b5_ns | 76.810 | 23.190 | 93.580 | 6.420 | 30.39 | 456 | 0.934 | bicubic | -9.280 | -4.170 | +4 |
25 | convnext_xlarge_in22ft1k | 76.770 | 23.230 | 93.550 | 6.450 | 350.20 | 224 | 0.875 | bicubic | -10.232 | -4.662 | -13 |
26 | xcit_large_24_p8_384_dist | 76.620 | 23.380 | 93.090 | 6.910 | 188.93 | 384 | 1.000 | bicubic | -9.378 | -4.594 | +7 |
27 | convnext_base_384_in22ft1k | 76.570 | 23.430 | 93.720 | 6.280 | 88.59 | 384 | 1.000 | bicubic | -9.974 | -4.470 | -9 |
28 | volo_d5_224 | 76.570 | 23.430 | 93.300 | 6.700 | 295.46 | 224 | 0.960 | bicubic | -9.502 | -4.278 | +1 |
29 | vit_base_patch16_384 | 76.490 | 23.510 | 93.770 | 6.230 | 86.86 | 384 | 1.000 | bicubic | -9.520 | -4.232 | +3 |
30 | convnext_large_in22ft1k | 76.440 | 23.560 | 93.470 | 6.530 | 197.77 | 224 | 0.875 | bicubic | -10.196 | -4.558 | -13 |
31 | cait_m36_384 | 76.320 | 23.680 | 93.060 | 6.940 | 271.22 | 384 | 1.000 | bicubic | -9.732 | -4.670 | -1 |
32 | vit_large_patch16_224 | 76.300 | 23.700 | 93.600 | 6.400 | 304.33 | 224 | 0.900 | bicubic | -9.538 | -4.220 | +3 |
33 | swin_large_patch4_window7_224 | 76.290 | 23.710 | 93.400 | 6.600 | 196.53 | 224 | 0.900 | bicubic | -10.024 | -4.492 | -9 |
34 | swin_base_patch4_window12_384 | 76.280 | 23.720 | 93.310 | 6.690 | 87.90 | 384 | 1.000 | bicubic | -10.152 | -4.746 | -12 |
35 | tf_efficientnetv2_l | 76.280 | 23.720 | 92.970 | 7.030 | 118.52 | 480 | 1.000 | bicubic | -9.210 | -4.402 | +10 |
36 | cait_s36_384 | 76.220 | 23.780 | 92.970 | 7.030 | 68.37 | 384 | 1.000 | bicubic | -9.242 | -4.510 | +10 |
37 | xcit_medium_24_p8_384_dist | 76.140 | 23.860 | 92.970 | 7.030 | 84.32 | 384 | 1.000 | bicubic | -9.674 | -4.622 | +1 |
38 | dm_nfnet_f6 | 76.130 | 23.870 | 93.110 | 6.890 | 438.36 | 576 | 0.956 | bicubic | -10.012 | -4.620 | -11 |
39 | tf_efficientnet_b7_ap | 76.090 | 23.910 | 92.970 | 7.030 | 66.35 | 600 | 0.949 | bicubic | -9.030 | -4.282 | +20 |
40 | tf_efficientnet_b8_ap | 76.090 | 23.910 | 92.730 | 7.270 | 87.41 | 672 | 0.954 | bicubic | -9.282 | -4.562 | +12 |
41 | volo_d2_384 | 76.090 | 23.910 | 93.130 | 6.870 | 58.87 | 384 | 1.000 | bicubic | -9.950 | -4.442 | -10 |
42 | vit_base_patch8_224 | 76.010 | 23.990 | 93.380 | 6.620 | 86.58 | 224 | 0.900 | bicubic | -9.784 | -4.414 | -3 |
43 | volo_d4_224 | 76.000 | 24.000 | 93.010 | 6.990 | 192.96 | 224 | 0.960 | bicubic | -9.874 | -4.458 | -9 |
44 | xcit_large_24_p8_224_dist | 75.990 | 24.010 | 92.730 | 7.270 | 188.93 | 224 | 1.000 | bicubic | -9.408 | -4.680 | +7 |
45 | tf_efficientnetv2_m_in21ft1k | 75.910 | 24.090 | 93.290 | 6.710 | 54.14 | 480 | 1.000 | bicubic | -9.680 | -4.454 | -3 |
46 | dm_nfnet_f4 | 75.850 | 24.150 | 92.970 | 7.030 | 316.07 | 512 | 0.951 | bicubic | -9.864 | -4.552 | -5 |
47 | xcit_large_24_p16_384_dist | 75.820 | 24.180 | 92.750 | 7.250 | 189.10 | 384 | 1.000 | bicubic | -9.934 | -4.788 | -7 |
48 | xcit_small_24_p8_384_dist | 75.770 | 24.230 | 92.970 | 7.030 | 47.63 | 384 | 1.000 | bicubic | -9.786 | -4.602 | -5 |
49 | ig_resnext101_32x16d | 75.750 | 24.250 | 92.880 | 7.120 | 194.03 | 224 | 0.875 | bilinear | -8.420 | -4.318 | +53 |
50 | tf_efficientnet_b4_ns | 75.680 | 24.320 | 93.050 | 6.950 | 19.34 | 380 | 0.922 | bicubic | -9.482 | -4.420 | +8 |
51 | volo_d1_384 | 75.620 | 24.380 | 93.070 | 6.930 | 26.78 | 384 | 1.000 | bicubic | -9.628 | -4.144 | +4 |
52 | volo_d3_224 | 75.610 | 24.390 | 93.000 | 7.000 | 86.33 | 224 | 0.960 | bicubic | -9.802 | -4.280 | -2 |
53 | vit_base_r50_s16_384 | 75.590 | 24.410 | 92.790 | 7.210 | 98.95 | 384 | 1.000 | bicubic | -9.380 | -4.500 | +17 |
54 | convnext_base_in22ft1k | 75.570 | 24.430 | 93.130 | 6.870 | 88.59 | 224 | 0.875 | bicubic | -10.254 | -4.736 | -18 |
55 | deit_base_distilled_patch16_384 | 75.540 | 24.460 | 92.500 | 7.500 | 87.63 | 384 | 1.000 | bicubic | -9.882 | -4.906 | -6 |
56 | tf_efficientnetv2_m | 75.520 | 24.480 | 92.620 | 7.380 | 54.14 | 480 | 1.000 | bicubic | -9.518 | -4.658 | +10 |
57 | regnetz_e8 | 75.490 | 24.510 | 92.690 | 7.310 | 57.70 | 320 | 1.000 | bicubic | -9.540 | -4.574 | +10 |
58 | cait_s24_384 | 75.480 | 24.520 | 92.590 | 7.410 | 47.06 | 384 | 1.000 | bicubic | -9.566 | -4.756 | +7 |
59 | xcit_medium_24_p8_224_dist | 75.470 | 24.530 | 92.900 | 7.100 | 84.32 | 224 | 1.000 | bicubic | -9.602 | -4.380 | +4 |
60 | swsl_resnext101_32x8d | 75.420 | 24.580 | 92.750 | 7.250 | 88.79 | 224 | 0.875 | bilinear | -8.870 | -4.430 | +34 |
61 | tf_efficientnet_b6_ap | 75.380 | 24.620 | 92.440 | 7.560 | 43.04 | 528 | 0.942 | bicubic | -9.406 | -4.698 | +15 |
62 | beit_base_patch16_224 | 75.370 | 24.630 | 93.040 | 6.960 | 86.53 | 224 | 0.900 | bicubic | -9.858 | -4.618 | -6 |
63 | volo_d2_224 | 75.310 | 24.690 | 92.510 | 7.490 | 58.68 | 224 | 0.960 | bicubic | -9.884 | -4.678 | -6 |
64 | dm_nfnet_f3 | 75.210 | 24.790 | 92.940 | 7.060 | 254.92 | 416 | 0.940 | bicubic | -10.312 | -4.522 | -20 |
65 | efficientnetv2_rw_m | 75.160 | 24.840 | 92.570 | 7.430 | 53.24 | 416 | 1.000 | bicubic | -9.652 | -4.576 | +10 |
66 | ecaresnet269d | 75.120 | 24.880 | 92.840 | 7.160 | 102.09 | 352 | 1.000 | bicubic | -9.856 | -4.386 | +3 |
67 | xcit_medium_24_p16_384_dist | 75.100 | 24.900 | 92.450 | 7.550 | 84.40 | 384 | 1.000 | bicubic | -10.322 | -4.882 | -19 |
68 | dm_nfnet_f5 | 75.000 | 25.000 | 92.600 | 7.400 | 377.21 | 544 | 0.954 | bicubic | -10.816 | -4.886 | -31 |
69 | xcit_small_24_p8_224_dist | 74.970 | 25.030 | 92.300 | 7.700 | 47.63 | 224 | 1.000 | bicubic | -9.906 | -4.888 | +5 |
70 | tf_efficientnet_b8 | 74.920 | 25.080 | 92.330 | 7.670 | 87.41 | 672 | 0.954 | bicubic | -10.448 | -5.060 | -17 |
71 | xcit_small_12_p8_384_dist | 74.860 | 25.140 | 92.460 | 7.540 | 26.21 | 384 | 1.000 | bicubic | -10.220 | -4.820 | -9 |
72 | eca_nfnet_l2 | 74.830 | 25.170 | 92.650 | 7.350 | 56.72 | 384 | 1.000 | bicubic | -9.866 | -4.614 | +7 |
73 | tf_efficientnet_b7 | 74.720 | 25.280 | 92.220 | 7.780 | 66.35 | 600 | 0.949 | bicubic | -10.216 | -4.984 | -2 |
74 | xcit_large_24_p16_224_dist | 74.670 | 25.330 | 91.860 | 8.140 | 189.10 | 224 | 1.000 | bicubic | -10.252 | -5.272 | -2 |
75 | dm_nfnet_f2 | 74.620 | 25.380 | 92.260 | 7.740 | 193.78 | 352 | 0.920 | bicubic | -10.442 | -4.980 | -11 |
76 | xcit_small_24_p16_384_dist | 74.600 | 25.400 | 92.450 | 7.550 | 47.67 | 384 | 1.000 | bicubic | -10.494 | -4.860 | -15 |
77 | tf_efficientnet_b5_ap | 74.590 | 25.410 | 91.990 | 8.010 | 30.39 | 456 | 0.934 | bicubic | -9.666 | -4.986 | +20 |
78 | dm_nfnet_f1 | 74.570 | 25.430 | 92.260 | 7.740 | 132.63 | 320 | 0.910 | bicubic | -10.054 | -4.840 | +2 |
79 | swin_base_patch4_window7_224 | 74.550 | 25.450 | 92.560 | 7.440 | 87.77 | 224 | 0.900 | bicubic | -10.698 | -5.002 | -25 |
80 | seresnet152d | 74.520 | 25.480 | 92.080 | 7.920 | 66.84 | 320 | 1.000 | bicubic | -9.840 | -4.960 | +11 |
81 | regnetz_040 | 74.460 | 25.540 | 91.890 | 8.110 | 27.12 | 320 | 1.000 | bicubic | -9.774 | -5.042 | +18 |
82 | resnest200e | 74.460 | 25.540 | 91.860 | 8.140 | 70.20 | 320 | 0.909 | bicubic | -9.368 | -5.032 | +41 |
83 | tf_efficientnetv2_s_in21ft1k | 74.460 | 25.540 | 92.500 | 7.500 | 21.46 | 384 | 1.000 | bicubic | -9.838 | -4.754 | +9 |
84 | regnetz_040h | 74.440 | 25.560 | 92.240 | 7.760 | 28.94 | 320 | 1.000 | bicubic | -10.056 | -4.766 | 0 |
85 | resnetrs200 | 74.380 | 25.620 | 91.940 | 8.060 | 93.21 | 320 | 1.000 | bicubic | -10.058 | -5.140 | +1 |
86 | efficientnetv2_rw_s | 74.180 | 25.820 | 91.710 | 8.290 | 23.94 | 384 | 1.000 | bicubic | -9.630 | -5.012 | +39 |
87 | cait_xs24_384 | 74.170 | 25.830 | 91.910 | 8.090 | 26.67 | 384 | 1.000 | bicubic | -9.892 | -4.980 | +19 |
88 | resnest269e | 74.170 | 25.830 | 91.930 | 8.070 | 110.93 | 416 | 0.928 | bicubic | -10.350 | -5.056 | -6 |
89 | pit_b_distilled_224 | 74.160 | 25.840 | 91.670 | 8.330 | 74.79 | 224 | 0.900 | bicubic | -9.980 | -5.186 | +15 |
90 | swsl_resnext101_32x4d | 74.140 | 25.860 | 92.000 | 8.000 | 44.18 | 224 | 0.875 | bilinear | -9.096 | -4.764 | +57 |
91 | eca_nfnet_l1 | 74.120 | 25.880 | 92.070 | 7.930 | 41.41 | 320 | 1.000 | bicubic | -9.892 | -4.958 | +22 |
92 | volo_d1_224 | 74.120 | 25.880 | 92.030 | 7.970 | 26.63 | 224 | 0.960 | bicubic | -10.042 | -4.746 | +11 |
93 | xcit_small_12_p16_384_dist | 74.120 | 25.880 | 92.080 | 7.920 | 26.25 | 384 | 1.000 | bicubic | -10.590 | -5.038 | -15 |
94 | vit_large_r50_s32_224 | 74.110 | 25.890 | 92.380 | 7.620 | 328.99 | 224 | 0.900 | bicubic | -10.314 | -4.786 | -6 |
95 | convnext_large | 74.070 | 25.930 | 91.560 | 8.440 | 197.77 | 224 | 0.875 | bicubic | -10.222 | -5.334 | -2 |
96 | xcit_large_24_p8_224 | 74.070 | 25.930 | 90.890 | 9.110 | 188.93 | 224 | 1.000 | bicubic | -10.324 | -5.766 | -6 |
97 | vit_base_patch16_224_miil | 74.040 | 25.960 | 91.700 | 8.300 | 86.54 | 224 | 0.875 | bilinear | -10.232 | -5.102 | -1 |
98 | resnetv2_152x4_bitm | 74.010 | 25.990 | 92.330 | 7.670 | 936.53 | 480 | 1.000 | bilinear | -10.906 | -5.112 | -25 |
99 | tf_efficientnetv2_s | 74.000 | 26.000 | 91.530 | 8.470 | 21.46 | 384 | 1.000 | bicubic | -9.886 | -5.166 | +18 |
100 | vit_base_patch16_224 | 74.000 | 26.000 | 92.470 | 7.530 | 86.57 | 224 | 0.900 | bicubic | -10.528 | -4.824 | -19 |
101 | swsl_resnext101_32x16d | 73.980 | 26.020 | 92.170 | 7.830 | 194.03 | 224 | 0.875 | bilinear | -9.370 | -4.674 | +41 |
102 | regnetz_d32 | 73.970 | 26.030 | 91.950 | 8.050 | 27.58 | 320 | 0.950 | bicubic | -10.052 | -4.916 | +9 |
103 | crossvit_18_dagger_408 | 73.960 | 26.040 | 91.410 | 8.590 | 44.61 | 408 | 1.000 | bicubic | -10.234 | -5.408 | -2 |
104 | seresnext101_32x8d | 73.940 | 26.060 | 91.450 | 8.550 | 93.57 | 288 | 1.000 | bicubic | -10.264 | -5.426 | -4 |
105 | resnetrs420 | 73.920 | 26.080 | 91.760 | 8.240 | 191.89 | 416 | 1.000 | bicubic | -11.090 | -5.364 | -37 |
106 | resnetv2_152x2_bitm | 73.920 | 26.080 | 92.670 | 7.330 | 236.34 | 448 | 1.000 | bilinear | -10.586 | -4.764 | -23 |
107 | xcit_small_12_p8_224_dist | 73.920 | 26.080 | 91.720 | 8.280 | 26.21 | 224 | 1.000 | bicubic | -10.316 | -5.154 | -9 |
108 | resmlp_big_24_224_in22ft1k | 73.900 | 26.100 | 91.750 | 8.250 | 129.14 | 224 | 0.875 | bicubic | -10.494 | -5.370 | -19 |
109 | tf_efficientnet_b6 | 73.900 | 26.100 | 91.750 | 8.250 | 43.04 | 528 | 0.942 | bicubic | -10.210 | -5.138 | -4 |
110 | tf_efficientnet_b3_ns | 73.890 | 26.110 | 91.870 | 8.130 | 12.23 | 300 | 0.904 | bicubic | -10.158 | -5.038 | -1 |
111 | convnext_base | 73.870 | 26.130 | 91.320 | 8.680 | 88.59 | 224 | 0.875 | bicubic | -9.968 | -5.430 | +9 |
112 | vit_small_r26_s32_384 | 73.800 | 26.200 | 92.300 | 7.700 | 36.47 | 384 | 1.000 | bicubic | -10.242 | -5.028 | -2 |
113 | regnetz_d8 | 73.760 | 26.240 | 92.020 | 7.980 | 23.37 | 320 | 1.000 | bicubic | -10.292 | -4.974 | -5 |
114 | regnety_080 | 73.740 | 26.260 | 91.810 | 8.190 | 39.18 | 288 | 1.000 | bicubic | -10.186 | -5.078 | +2 |
115 | resnetrs270 | 73.690 | 26.310 | 91.570 | 8.430 | 129.86 | 352 | 1.000 | bicubic | -10.746 | -5.400 | -28 |
116 | resnetv2_101x3_bitm | 73.690 | 26.310 | 92.470 | 7.530 | 387.93 | 448 | 1.000 | bilinear | -10.752 | -4.912 | -31 |
117 | resnet200d | 73.680 | 26.320 | 91.570 | 8.430 | 64.69 | 320 | 1.000 | bicubic | -10.284 | -5.254 | -3 |
118 | ig_resnext101_32x8d | 73.660 | 26.340 | 92.160 | 7.840 | 88.79 | 224 | 0.875 | bilinear | -9.040 | -4.470 | +54 |
119 | xcit_medium_24_p16_224_dist | 73.660 | 26.340 | 91.580 | 8.420 | 84.40 | 224 | 1.000 | bicubic | -10.614 | -5.360 | -24 |
120 | regnety_064 | 73.570 | 26.430 | 91.350 | 8.650 | 30.58 | 288 | 1.000 | bicubic | -10.150 | -5.372 | +10 |
121 | tf_efficientnet_b5 | 73.560 | 26.440 | 91.460 | 8.540 | 30.39 | 456 | 0.934 | bicubic | -10.252 | -5.288 | +3 |
122 | resnet152d | 73.520 | 26.480 | 91.230 | 8.770 | 60.21 | 320 | 1.000 | bicubic | -10.158 | -5.508 | +13 |
123 | regnetv_064 | 73.480 | 26.520 | 91.600 | 8.400 | 30.58 | 288 | 1.000 | bicubic | -10.234 | -5.014 | +9 |
124 | xcit_tiny_24_p8_384_dist | 73.420 | 26.580 | 91.560 | 8.440 | 12.11 | 384 | 1.000 | bicubic | -10.322 | -5.150 | +4 |
125 | resnetrs350 | 73.400 | 26.600 | 91.310 | 8.690 | 163.96 | 384 | 1.000 | bicubic | -11.318 | -5.678 | -48 |
126 | twins_svt_large | 73.390 | 26.610 | 90.910 | 9.090 | 99.27 | 224 | 0.900 | bicubic | -10.290 | -5.684 | +8 |
127 | regnetz_d8_evos | 73.380 | 26.620 | 91.640 | 8.360 | 23.46 | 320 | 0.950 | bicubic | -10.674 | -5.356 | -20 |
128 | regnety_160 | 73.370 | 26.630 | 91.700 | 8.300 | 83.59 | 288 | 1.000 | bicubic | -10.320 | -5.076 | +5 |
129 | efficientnet_b4 | 73.310 | 26.690 | 91.280 | 8.720 | 19.34 | 384 | 1.000 | bicubic | -10.114 | -5.316 | +10 |
130 | swin_s3_base_224 | 73.310 | 26.690 | 91.190 | 8.810 | 71.13 | 224 | 0.900 | bicubic | -10.622 | -5.470 | -15 |
131 | xcit_small_24_p16_224_dist | 73.290 | 26.710 | 91.440 | 8.560 | 47.67 | 224 | 1.000 | bicubic | -10.578 | -5.284 | -14 |
132 | resmlp_big_24_distilled_224 | 73.290 | 26.710 | 91.170 | 8.830 | 129.14 | 224 | 0.875 | bicubic | -10.298 | -5.478 | +5 |
133 | vit_small_patch16_384 | 73.280 | 26.720 | 92.000 | 8.000 | 22.20 | 384 | 1.000 | bicubic | -10.524 | -5.102 | -7 |
134 | deit_base_distilled_patch16_224 | 73.240 | 26.760 | 91.000 | 9.000 | 87.34 | 224 | 0.900 | bicubic | -10.152 | -5.486 | +6 |
135 | resnetrs152 | 73.200 | 26.800 | 91.270 | 8.730 | 86.62 | 320 | 1.000 | bicubic | -10.514 | -5.476 | -4 |
136 | xcit_medium_24_p8_224 | 73.150 | 26.850 | 90.280 | 9.720 | 84.32 | 224 | 1.000 | bicubic | -10.586 | -6.114 | -7 |
137 | vit_base_patch32_384 | 73.130 | 26.870 | 91.250 | 8.750 | 88.30 | 384 | 1.000 | bicubic | -10.218 | -5.584 | +7 |
138 | jx_nest_base | 73.120 | 26.880 | 91.060 | 8.940 | 67.72 | 224 | 0.875 | bicubic | -10.436 | -5.302 | -1 |
139 | xcit_small_24_p8_224 | 73.080 | 26.920 | 91.150 | 8.850 | 47.63 | 224 | 1.000 | bicubic | -10.758 | -5.486 | -18 |
140 | cait_s24_224 | 73.070 | 26.930 | 91.120 | 8.880 | 46.92 | 224 | 1.000 | bicubic | -10.388 | -5.444 | -2 |
141 | crossvit_15_dagger_408 | 72.960 | 27.040 | 91.090 | 8.910 | 28.50 | 408 | 1.000 | bicubic | -10.876 | -5.694 | -19 |
142 | resnetv2_152x2_bit_teacher_384 | 72.900 | 27.100 | 91.550 | 8.450 | 236.34 | 384 | 1.000 | bicubic | -10.944 | -5.568 | -23 |
143 | dm_nfnet_f0 | 72.880 | 27.120 | 91.080 | 8.920 | 71.49 | 256 | 0.900 | bicubic | -10.506 | -5.494 | -2 |
144 | regnetv_040 | 72.880 | 27.120 | 91.100 | 8.900 | 20.64 | 288 | 1.000 | bicubic | -10.320 | -5.562 | +5 |
145 | tf_efficientnet_b4_ap | 72.880 | 27.120 | 90.980 | 9.020 | 19.34 | 380 | 0.922 | bicubic | -10.372 | -5.414 | +1 |
146 | xception65p | 72.790 | 27.210 | 90.910 | 9.090 | 39.82 | 299 | 0.940 | bicubic | -10.336 | -5.568 | +9 |
147 | regnety_032 | 72.770 | 27.230 | 90.950 | 9.050 | 19.44 | 288 | 1.000 | bicubic | -9.956 | -5.474 | +23 |
148 | regnety_040 | 72.720 | 27.280 | 90.720 | 9.280 | 20.65 | 288 | 1.000 | bicubic | -10.316 | -5.786 | +12 |
149 | swin_s3_small_224 | 72.690 | 27.310 | 90.550 | 9.450 | 49.74 | 224 | 0.900 | bicubic | -11.078 | -5.902 | -22 |
150 | resnext101_64x4d | 72.620 | 27.380 | 90.840 | 9.160 | 83.46 | 288 | 1.000 | bicubic | -10.520 | -5.530 | +2 |
151 | xcit_small_12_p8_224 | 72.610 | 27.390 | 90.670 | 9.330 | 26.21 | 224 | 1.000 | bicubic | -10.734 | -5.810 | -8 |
152 | nfnet_l0 | 72.610 | 27.390 | 91.000 | 9.000 | 35.07 | 288 | 1.000 | bicubic | -10.142 | -5.518 | +18 |
153 | pnasnet5large | 72.610 | 27.390 | 90.500 | 9.500 | 86.06 | 331 | 0.911 | bicubic | -10.180 | -5.540 | +16 |
154 | xception65 | 72.600 | 27.400 | 90.820 | 9.180 | 39.92 | 299 | 0.940 | bicubic | -10.580 | -5.772 | -4 |
155 | resnest101e | 72.580 | 27.420 | 90.820 | 9.180 | 48.28 | 256 | 0.875 | bilinear | -10.310 | -5.498 | +9 |
156 | twins_pcpvt_large | 72.580 | 27.420 | 90.700 | 9.300 | 60.99 | 224 | 0.900 | bicubic | -10.554 | -5.904 | -2 |
157 | swsl_resnext50_32x4d | 72.560 | 27.440 | 90.850 | 9.150 | 25.03 | 224 | 0.875 | bilinear | -9.616 | -5.382 | +47 |
158 | twins_svt_base | 72.560 | 27.440 | 90.460 | 9.540 | 56.07 | 224 | 0.900 | bicubic | -10.578 | -5.960 | -5 |
159 | tresnet_xl_448 | 72.550 | 27.450 | 90.310 | 9.690 | 78.44 | 448 | 0.875 | bilinear | -10.504 | -5.862 | 0 |
160 | deit_base_patch16_384 | 72.540 | 27.460 | 90.270 | 9.730 | 86.86 | 384 | 1.000 | bicubic | -10.566 | -6.098 | -3 |
161 | gc_efficientnetv2_rw_t | 72.530 | 27.470 | 90.820 | 9.180 | 13.68 | 288 | 1.000 | bicubic | -9.936 | -5.476 | +23 |
162 | resnetv2_50x3_bitm | 72.510 | 27.490 | 91.760 | 8.240 | 217.32 | 448 | 1.000 | bilinear | -11.504 | -5.364 | -50 |
163 | xcit_small_12_p16_224_dist | 72.500 | 27.500 | 91.120 | 8.880 | 26.25 | 224 | 1.000 | bicubic | -10.850 | -5.294 | -20 |
164 | xcit_tiny_24_p8_224_dist | 72.450 | 27.550 | 90.920 | 9.080 | 12.11 | 224 | 1.000 | bicubic | -10.114 | -5.250 | +16 |
165 | resnet101d | 72.410 | 27.590 | 90.660 | 9.340 | 44.57 | 320 | 1.000 | bicubic | -10.612 | -5.788 | -3 |
166 | jx_nest_small | 72.370 | 27.630 | 90.700 | 9.300 | 38.35 | 224 | 0.875 | bicubic | -10.748 | -5.630 | -10 |
167 | convnext_small | 72.320 | 27.680 | 90.850 | 9.150 | 50.22 | 224 | 0.875 | bicubic | -10.830 | -5.582 | -16 |
168 | regnetz_c16 | 72.300 | 27.700 | 90.820 | 9.180 | 13.46 | 320 | 0.940 | bicubic | -10.216 | -5.540 | +15 |
169 | tf_efficientnet_b4 | 72.290 | 27.710 | 90.590 | 9.410 | 19.34 | 380 | 0.922 | bicubic | -10.734 | -5.710 | -8 |
170 | tf_efficientnet_b2_ns | 72.280 | 27.720 | 91.090 | 8.910 | 9.11 | 260 | 0.890 | bicubic | -10.100 | -5.158 | +19 |
171 | resnetv2_50x1_bit_distilled | 72.260 | 27.740 | 91.010 | 8.990 | 25.55 | 224 | 0.875 | bicubic | -10.562 | -5.518 | -5 |
172 | tresnet_m | 72.260 | 27.740 | 90.230 | 9.770 | 31.39 | 224 | 0.875 | bilinear | -10.810 | -5.890 | -14 |
173 | crossvit_18_240 | 72.250 | 27.750 | 90.270 | 9.730 | 43.27 | 240 | 0.875 | bicubic | -10.148 | -5.788 | +14 |
174 | efficientnetv2_rw_t | 72.250 | 27.750 | 90.420 | 9.580 | 13.65 | 288 | 1.000 | bicubic | -10.094 | -5.776 | +18 |
175 | nasnetalarge | 72.230 | 27.770 | 90.460 | 9.540 | 88.75 | 331 | 0.911 | bicubic | -10.396 | -5.586 | 0 |
176 | regnetz_c16_evos | 72.230 | 27.770 | 91.220 | 8.780 | 13.49 | 320 | 0.950 | bicubic | -10.402 | -5.256 | -2 |
177 | cait_xxs36_384 | 72.190 | 27.810 | 90.840 | 9.160 | 17.37 | 384 | 1.000 | bicubic | -10.004 | -5.304 | +26 |
178 | twins_pcpvt_base | 72.190 | 27.810 | 90.510 | 9.490 | 43.83 | 224 | 0.900 | bicubic | -10.518 | -5.840 | -7 |
179 | crossvit_18_dagger_240 | 72.140 | 27.860 | 90.070 | 9.930 | 44.27 | 240 | 0.875 | bicubic | -10.380 | -6.000 | +3 |
180 | xcit_tiny_24_p16_384_dist | 72.080 | 27.920 | 90.580 | 9.420 | 12.12 | 384 | 1.000 | bicubic | -10.492 | -5.708 | -1 |
181 | resnet152 | 72.060 | 27.940 | 90.320 | 9.680 | 60.19 | 224 | 0.950 | bicubic | -10.760 | -5.810 | -14 |
182 | eca_nfnet_l0 | 71.840 | 28.160 | 91.110 | 8.890 | 24.14 | 288 | 1.000 | bicubic | -10.736 | -5.380 | -4 |
183 | swin_small_patch4_window7_224 | 71.740 | 28.260 | 90.240 | 9.760 | 49.61 | 224 | 0.900 | bicubic | -11.476 | -6.084 | -35 |
184 | pit_b_224 | 71.720 | 28.280 | 89.250 | 10.750 | 73.76 | 224 | 0.900 | bicubic | -10.726 | -6.460 | +2 |
185 | swsl_resnet50 | 71.700 | 28.300 | 90.480 | 9.520 | 25.56 | 224 | 0.875 | bilinear | -9.474 | -5.498 | +70 |
186 | xcit_large_24_p16_224 | 71.700 | 28.300 | 89.170 | 10.830 | 189.10 | 224 | 1.000 | bicubic | -11.194 | -6.712 | -23 |
187 | resnet61q | 71.680 | 28.320 | 90.280 | 9.720 | 36.85 | 288 | 1.000 | bicubic | -10.846 | -5.854 | -6 |
188 | tresnet_xl | 71.660 | 28.340 | 89.630 | 10.370 | 78.44 | 224 | 0.875 | bilinear | -10.398 | -6.306 | +23 |
189 | convit_base | 71.610 | 28.390 | 90.160 | 9.840 | 86.54 | 224 | 0.875 | bicubic | -10.676 | -5.778 | +9 |
190 | tresnet_l_448 | 71.590 | 28.410 | 90.060 | 9.940 | 55.99 | 448 | 0.875 | bilinear | -10.678 | -5.922 | +9 |
191 | xcit_tiny_12_p8_384_dist | 71.580 | 28.420 | 90.710 | 9.290 | 6.71 | 384 | 1.000 | bicubic | -10.814 | -5.510 | -3 |
192 | poolformer_m48 | 71.550 | 28.450 | 89.760 | 10.240 | 73.47 | 224 | 0.950 | bicubic | -10.912 | -6.198 | -7 |
193 | crossvit_15_dagger_240 | 71.510 | 28.490 | 89.860 | 10.140 | 28.21 | 240 | 0.875 | bicubic | -10.820 | -6.098 | +1 |
194 | ssl_resnext101_32x8d | 71.510 | 28.490 | 90.470 | 9.530 | 88.79 | 224 | 0.875 | bilinear | -10.098 | -5.572 | +37 |
195 | fbnetv3_g | 71.490 | 28.510 | 90.370 | 9.630 | 16.62 | 288 | 0.950 | bilinear | -10.556 | -5.694 | +17 |
196 | efficientnet_b3 | 71.480 | 28.520 | 90.060 | 9.940 | 12.23 | 320 | 1.000 | bicubic | -10.760 | -6.054 | +4 |
197 | ecaresnet101d | 71.470 | 28.530 | 90.330 | 9.670 | 44.57 | 224 | 0.875 | bicubic | -10.702 | -5.716 | +8 |
198 | ssl_resnext101_32x16d | 71.430 | 28.570 | 90.520 | 9.480 | 194.03 | 224 | 0.875 | bilinear | -10.424 | -5.576 | +25 |
199 | resnet51q | 71.420 | 28.580 | 90.180 | 9.820 | 35.70 | 288 | 1.000 | bilinear | -10.942 | -6.000 | -9 |
200 | pit_s_distilled_224 | 71.370 | 28.630 | 89.780 | 10.220 | 24.04 | 224 | 0.900 | bicubic | -10.624 | -6.018 | +15 |
201 | xcit_tiny_24_p8_224 | 71.330 | 28.670 | 90.240 | 9.760 | 12.11 | 224 | 1.000 | bicubic | -10.562 | -5.736 | +20 |
202 | mixer_b16_224_miil | 71.310 | 28.690 | 89.650 | 10.350 | 59.88 | 224 | 0.875 | bilinear | -10.998 | -6.068 | -7 |
203 | resnetv2_152x2_bit_teacher | 71.290 | 28.710 | 90.430 | 9.570 | 236.34 | 224 | 0.875 | bicubic | -11.582 | -6.140 | -38 |
204 | convnext_tiny_hnf | 71.280 | 28.720 | 89.400 | 10.600 | 28.59 | 224 | 0.950 | bicubic | -10.942 | -6.466 | -3 |
205 | resnetv2_101 | 71.260 | 28.740 | 89.920 | 10.080 | 44.54 | 224 | 0.950 | bicubic | -10.782 | -5.944 | +7 |
206 | ecaresnet50t | 71.260 | 28.740 | 90.420 | 9.580 | 25.57 | 320 | 0.950 | bicubic | -11.088 | -5.718 | -14 |
207 | convmixer_1536_20 | 71.230 | 28.770 | 89.440 | 10.560 | 51.63 | 224 | 0.960 | bicubic | -10.136 | -6.174 | +39 |
208 | xcit_small_12_p16_224 | 71.210 | 28.790 | 89.750 | 10.250 | 26.25 | 224 | 1.000 | bicubic | -10.766 | -6.068 | +9 |
209 | deit_base_patch16_224 | 71.190 | 28.810 | 89.190 | 10.810 | 86.57 | 224 | 0.900 | bicubic | -10.806 | -6.542 | +5 |
210 | crossvit_base_240 | 71.180 | 28.820 | 89.830 | 10.170 | 105.03 | 240 | 0.875 | bicubic | -11.036 | -6.004 | -8 |
211 | swin_s3_tiny_224 | 71.130 | 28.870 | 89.720 | 10.280 | 28.33 | 224 | 0.900 | bicubic | -10.996 | -6.230 | -5 |
212 | resnetv2_50d_evos | 71.120 | 28.880 | 90.010 | 9.990 | 25.59 | 288 | 0.950 | bicubic | -10.860 | -5.900 | +4 |
213 | halo2botnet50ts_256 | 71.100 | 28.900 | 89.630 | 10.370 | 22.64 | 256 | 0.950 | bicubic | -10.960 | -6.012 | -3 |
214 | xcit_tiny_12_p8_224_dist | 71.030 | 28.970 | 89.880 | 10.120 | 6.71 | 224 | 1.000 | bicubic | -10.178 | -5.720 | +40 |
215 | xcit_medium_24_p16_224 | 71.020 | 28.980 | 89.520 | 10.480 | 84.40 | 224 | 1.000 | bicubic | -11.618 | -6.454 | -42 |
216 | visformer_small | 71.010 | 28.990 | 89.450 | 10.550 | 40.22 | 224 | 0.900 | bicubic | -11.096 | -6.424 | -8 |
217 | lamhalobotnet50ts_256 | 71.000 | 29.000 | 89.070 | 10.930 | 22.57 | 256 | 0.950 | bicubic | -10.546 | -6.432 | +15 |
218 | xcit_small_24_p16_224 | 71.000 | 29.000 | 89.700 | 10.300 | 47.67 | 224 | 1.000 | bicubic | -11.580 | -6.306 | -41 |
219 | resnetv2_50d_gn | 70.990 | 29.010 | 89.770 | 10.230 | 25.57 | 288 | 0.950 | bicubic | -10.828 | -6.152 | +6 |
220 | resnetv2_101x1_bitm | 70.990 | 29.010 | 91.090 | 8.910 | 44.54 | 448 | 1.000 | bilinear | -11.346 | -5.426 | -27 |
221 | tresnet_m_448 | 70.990 | 29.010 | 88.680 | 11.320 | 31.39 | 448 | 0.875 | bilinear | -10.714 | -6.892 | +5 |
222 | wide_resnet50_2 | 70.940 | 29.060 | 89.230 | 10.770 | 68.88 | 224 | 0.875 | bicubic | -10.512 | -6.300 | +17 |
223 | tnt_s_patch16_224 | 70.930 | 29.070 | 89.590 | 10.410 | 23.76 | 224 | 0.900 | bicubic | -10.590 | -6.154 | +10 |
224 | convnext_tiny | 70.930 | 29.070 | 89.750 | 10.250 | 28.59 | 224 | 0.875 | bicubic | -11.134 | -6.102 | -14 |
225 | resnest50d_4s2x40d | 70.930 | 29.070 | 89.710 | 10.290 | 30.42 | 224 | 0.875 | bicubic | -10.180 | -5.854 | +35 |
226 | tf_efficientnet_b3_ap | 70.920 | 29.080 | 89.430 | 10.570 | 12.23 | 300 | 0.904 | bicubic | -10.906 | -6.192 | -2 |
227 | vit_small_patch16_224 | 70.910 | 29.090 | 90.150 | 9.850 | 22.05 | 224 | 0.900 | bicubic | -10.486 | -5.982 | +16 |
228 | resnet101 | 70.870 | 29.130 | 89.520 | 10.480 | 44.55 | 224 | 0.950 | bicubic | -11.062 | -6.250 | -8 |
229 | vit_large_patch32_384 | 70.870 | 29.130 | 90.570 | 9.430 | 306.63 | 384 | 1.000 | bicubic | -10.636 | -5.524 | +8 |
230 | jx_nest_tiny | 70.860 | 29.140 | 89.940 | 10.060 | 17.06 | 224 | 0.875 | bicubic | -10.560 | -5.678 | +11 |
231 | resnetrs101 | 70.860 | 29.140 | 89.830 | 10.170 | 63.62 | 288 | 0.940 | bicubic | -11.428 | -6.180 | -34 |
232 | tf_efficientnet_b1_ns | 70.860 | 29.140 | 90.120 | 9.880 | 7.79 | 240 | 0.882 | bicubic | -10.528 | -5.616 | +12 |
233 | rexnet_200 | 70.840 | 29.160 | 89.710 | 10.290 | 16.37 | 224 | 0.875 | bicubic | -10.790 | -5.958 | -3 |
234 | tresnet_l | 70.840 | 29.160 | 89.620 | 10.380 | 55.99 | 224 | 0.875 | bilinear | -10.652 | -6.004 | +4 |
235 | tf_efficientnetv2_b3 | 70.830 | 29.170 | 89.510 | 10.490 | 14.36 | 300 | 0.904 | bicubic | -11.136 | -6.270 | -17 |
236 | poolformer_m36 | 70.800 | 29.200 | 89.510 | 10.490 | 56.17 | 224 | 0.950 | bicubic | -11.312 | -6.180 | -29 |
237 | coat_lite_small | 70.790 | 29.210 | 89.570 | 10.430 | 19.84 | 224 | 0.900 | bicubic | -11.514 | -6.278 | -41 |
238 | levit_384 | 70.750 | 29.250 | 89.300 | 10.700 | 39.13 | 224 | 0.900 | bicubic | -11.838 | -6.722 | -62 |
239 | tf_efficientnet_b3 | 70.640 | 29.360 | 89.440 | 10.560 | 12.23 | 300 | 0.904 | bicubic | -10.996 | -6.278 | -10 |
240 | gluon_senet154 | 70.620 | 29.380 | 88.920 | 11.080 | 115.09 | 224 | 0.875 | bicubic | -10.612 | -6.428 | +12 |
241 | crossvit_small_240 | 70.610 | 29.390 | 89.360 | 10.640 | 26.86 | 240 | 0.875 | bicubic | -10.408 | -6.096 | +24 |
242 | cait_xxs24_384 | 70.600 | 29.400 | 89.720 | 10.280 | 12.03 | 384 | 1.000 | bicubic | -10.366 | -5.926 | +27 |
243 | convit_small | 70.590 | 29.410 | 89.580 | 10.420 | 27.78 | 224 | 0.875 | bicubic | -10.830 | -6.160 | -3 |
244 | twins_pcpvt_small | 70.560 | 29.440 | 89.080 | 10.920 | 24.11 | 224 | 0.900 | bicubic | -10.530 | -6.560 | +18 |
245 | ssl_resnext101_32x4d | 70.530 | 29.470 | 89.780 | 10.220 | 44.18 | 224 | 0.875 | bilinear | -10.394 | -5.946 | +27 |
246 | deit_small_distilled_patch16_224 | 70.530 | 29.470 | 89.470 | 10.530 | 22.44 | 224 | 0.900 | bicubic | -10.678 | -5.904 | +8 |
247 | legacy_senet154 | 70.520 | 29.480 | 89.000 | 11.000 | 115.09 | 224 | 0.875 | bilinear | -10.790 | -6.496 | +2 |
248 | vit_small_r26_s32_224 | 70.510 | 29.490 | 90.110 | 9.890 | 36.43 | 224 | 0.900 | bicubic | -11.346 | -5.910 | -26 |
249 | halonet50ts | 70.490 | 29.510 | 89.330 | 10.670 | 22.73 | 256 | 0.940 | bicubic | -11.170 | -6.282 | -21 |
250 | regnetz_b16 | 70.450 | 29.550 | 89.530 | 10.470 | 9.72 | 288 | 0.940 | bicubic | -10.264 | -5.948 | +32 |
251 | gluon_seresnext101_64x4d | 70.440 | 29.560 | 89.350 | 10.650 | 88.23 | 224 | 0.875 | bicubic | -10.438 | -5.948 | +23 |
252 | twins_svt_small | 70.440 | 29.560 | 89.350 | 10.650 | 24.06 | 224 | 0.900 | bicubic | -11.240 | -6.320 | -26 |
253 | crossvit_15_240 | 70.440 | 29.560 | 89.540 | 10.460 | 27.53 | 240 | 0.875 | bicubic | -11.102 | -6.150 | -18 |
254 | tf_efficientnet_lite4 | 70.430 | 29.570 | 89.110 | 10.890 | 13.01 | 380 | 0.920 | bilinear | -11.106 | -6.558 | -20 |
255 | resnest50d | 70.420 | 29.580 | 88.760 | 11.240 | 27.48 | 224 | 0.875 | bilinear | -10.562 | -6.620 | +13 |
256 | seresnext50_32x4d | 70.410 | 29.590 | 89.110 | 10.890 | 27.56 | 224 | 0.875 | bicubic | -10.848 | -6.520 | -5 |
257 | resnest50d_1s4x24d | 70.390 | 29.610 | 89.230 | 10.770 | 25.68 | 224 | 0.875 | bicubic | -10.600 | -6.094 | +10 |
258 | gernet_l | 70.360 | 29.640 | 88.980 | 11.020 | 31.08 | 256 | 0.875 | bilinear | -10.984 | -6.552 | -11 |
259 | gluon_resnet152_v1s | 70.300 | 29.700 | 88.850 | 11.150 | 60.32 | 224 | 0.875 | bicubic | -10.716 | -6.562 | +7 |
260 | repvgg_b3 | 70.250 | 29.750 | 88.740 | 11.260 | 123.09 | 224 | 0.875 | bilinear | -10.246 | -6.524 | +29 |
261 | xception41p | 70.210 | 29.790 | 89.100 | 10.900 | 26.91 | 299 | 0.940 | bicubic | -11.750 | -6.694 | -43 |
262 | coat_mini | 70.210 | 29.790 | 89.450 | 10.550 | 10.34 | 224 | 0.900 | bicubic | -11.056 | -5.944 | -11 |
263 | sebotnet33ts_256 | 70.150 | 29.850 | 88.800 | 11.200 | 13.70 | 256 | 0.940 | bicubic | -11.006 | -6.370 | -7 |
264 | inception_resnet_v2 | 70.120 | 29.880 | 88.690 | 11.310 | 55.84 | 299 | 0.897 | bicubic | -10.340 | -6.618 | +29 |
265 | ecaresnet101d_pruned | 70.110 | 29.890 | 89.590 | 10.410 | 24.88 | 224 | 0.875 | bicubic | -10.704 | -6.040 | +12 |
266 | efficientnet_el | 70.110 | 29.890 | 89.290 | 10.710 | 10.59 | 300 | 0.904 | bicubic | -11.200 | -6.240 | -18 |
267 | haloregnetz_b | 70.100 | 29.900 | 88.860 | 11.140 | 11.68 | 224 | 0.940 | bicubic | -10.950 | -6.336 | -4 |
268 | resmlp_36_distilled_224 | 70.100 | 29.900 | 89.100 | 10.900 | 44.69 | 224 | 0.875 | bicubic | -11.054 | -6.388 | -11 |
269 | gluon_seresnext101_32x4d | 70.040 | 29.960 | 88.910 | 11.090 | 48.96 | 224 | 0.875 | bicubic | -10.866 | -6.384 | +5 |
270 | poolformer_s36 | 70.030 | 29.970 | 89.200 | 10.800 | 30.86 | 224 | 0.900 | bicubic | -11.388 | -6.250 | -28 |
271 | sehalonet33ts | 70.020 | 29.980 | 88.700 | 11.300 | 13.69 | 256 | 0.940 | bicubic | -10.944 | -6.572 | -1 |
272 | regnety_320 | 69.990 | 30.010 | 88.880 | 11.120 | 145.05 | 224 | 0.875 | bicubic | -10.820 | -6.364 | +6 |
273 | gluon_resnet152_v1d | 69.970 | 30.030 | 88.490 | 11.510 | 60.21 | 224 | 0.875 | bicubic | -10.506 | -6.714 | +18 |
274 | levit_256 | 69.950 | 30.050 | 89.240 | 10.760 | 18.89 | 224 | 0.900 | bicubic | -11.556 | -6.252 | -38 |
275 | pit_s_224 | 69.890 | 30.110 | 88.930 | 11.070 | 23.46 | 224 | 0.900 | bicubic | -11.210 | -6.400 | -14 |
276 | ecaresnet50d | 69.840 | 30.160 | 89.390 | 10.610 | 25.58 | 224 | 0.875 | bicubic | -10.760 | -5.930 | +10 |
277 | ssl_resnext50_32x4d | 69.720 | 30.280 | 89.440 | 10.560 | 25.03 | 224 | 0.875 | bilinear | -10.596 | -5.970 | +26 |
278 | gluon_resnext101_64x4d | 69.700 | 30.300 | 88.270 | 11.730 | 83.46 | 224 | 0.875 | bicubic | -10.904 | -6.722 | +7 |
279 | xcit_tiny_24_p16_224_dist | 69.700 | 30.300 | 88.720 | 11.280 | 12.12 | 224 | 1.000 | bicubic | -10.746 | -6.496 | +16 |
280 | xcit_tiny_12_p16_384_dist | 69.690 | 30.310 | 89.020 | 10.980 | 6.72 | 384 | 1.000 | bicubic | -11.254 | -6.392 | -10 |
281 | lambda_resnet50ts | 69.690 | 30.310 | 88.830 | 11.170 | 21.54 | 256 | 0.950 | bicubic | -11.456 | -6.272 | -22 |
282 | resmlp_24_distilled_224 | 69.680 | 30.320 | 89.050 | 10.950 | 30.02 | 224 | 0.875 | bicubic | -11.084 | -6.174 | -3 |
283 | resnext50_32x4d | 69.670 | 30.330 | 88.650 | 11.350 | 25.03 | 224 | 0.950 | bicubic | -11.438 | -6.676 | -23 |
284 | efficientnet_b3_pruned | 69.580 | 30.420 | 88.980 | 11.020 | 9.86 | 300 | 0.904 | bicubic | -11.278 | -6.264 | -8 |
285 | gernet_m | 69.550 | 30.450 | 88.690 | 11.310 | 21.14 | 224 | 0.875 | bilinear | -11.194 | -6.494 | -5 |
286 | nf_resnet50 | 69.540 | 30.460 | 88.730 | 11.270 | 25.56 | 288 | 0.940 | bicubic | -11.114 | -6.604 | -3 |
287 | gcresnext50ts | 69.530 | 30.470 | 88.840 | 11.160 | 15.67 | 256 | 0.900 | bicubic | -11.048 | -6.330 | 0 |
288 | repvgg_b3g4 | 69.520 | 30.480 | 88.450 | 11.550 | 83.83 | 224 | 0.875 | bilinear | -10.692 | -6.656 | +26 |
289 | efficientnet_el_pruned | 69.510 | 30.490 | 88.930 | 11.070 | 10.59 | 300 | 0.904 | bicubic | -10.792 | -6.098 | +18 |
290 | ens_adv_inception_resnet_v2 | 69.510 | 30.490 | 88.510 | 11.490 | 55.84 | 299 | 0.897 | bicubic | -10.468 | -6.428 | +37 |
291 | efficientnet_b2 | 69.500 | 30.500 | 88.670 | 11.330 | 9.11 | 288 | 1.000 | bicubic | -11.114 | -6.646 | -7 |
292 | gcresnet50t | 69.500 | 30.500 | 89.060 | 10.940 | 25.90 | 256 | 0.900 | bicubic | -11.442 | -6.394 | -20 |
293 | rexnet_150 | 69.470 | 30.530 | 88.980 | 11.020 | 9.73 | 224 | 0.875 | bicubic | -10.840 | -6.186 | +12 |
294 | swin_tiny_patch4_window7_224 | 69.450 | 30.550 | 89.020 | 10.980 | 28.29 | 224 | 0.900 | bicubic | -11.924 | -6.524 | -49 |
295 | regnetx_320 | 69.440 | 30.560 | 88.280 | 11.720 | 107.81 | 224 | 0.875 | bicubic | -10.800 | -6.742 | +17 |
296 | vit_base_patch32_224 | 69.410 | 30.590 | 89.440 | 10.560 | 88.22 | 224 | 0.900 | bicubic | -11.312 | -6.126 | -15 |
297 | convmixer_768_32 | 69.400 | 30.600 | 88.870 | 11.130 | 21.11 | 224 | 0.960 | bicubic | -10.764 | -6.202 | +20 |
298 | inception_v4 | 69.360 | 30.640 | 88.780 | 11.220 | 42.68 | 299 | 0.875 | bicubic | -10.802 | -6.186 | +20 |
299 | legacy_seresnext101_32x4d | 69.360 | 30.640 | 88.060 | 11.940 | 48.96 | 224 | 0.875 | bilinear | -10.864 | -6.950 | +14 |
300 | ecaresnetlight | 69.340 | 30.660 | 89.230 | 10.770 | 30.16 | 224 | 0.875 | bicubic | -11.112 | -6.020 | -6 |
301 | resnet50d | 69.340 | 30.660 | 88.230 | 11.770 | 25.58 | 224 | 0.875 | bicubic | -11.182 | -6.932 | -13 |
302 | xception71 | 69.320 | 30.680 | 88.270 | 11.730 | 42.34 | 299 | 0.903 | bicubic | -10.556 | -6.652 | +30 |
303 | vit_small_patch32_384 | 69.280 | 30.720 | 89.820 | 10.180 | 22.92 | 384 | 1.000 | bicubic | -11.204 | -5.780 | -13 |
304 | gluon_xception65 | 69.160 | 30.840 | 88.080 | 11.920 | 39.92 | 299 | 0.903 | bicubic | -10.556 | -6.780 | +37 |
305 | gluon_resnet152_v1c | 69.150 | 30.850 | 87.860 | 12.140 | 60.21 | 224 | 0.875 | bicubic | -10.758 | -6.988 | +25 |
306 | mixnet_xl | 69.120 | 30.880 | 88.310 | 11.690 | 11.90 | 224 | 0.875 | bicubic | -11.354 | -6.624 | -14 |
307 | seresnet33ts | 69.100 | 30.900 | 88.490 | 11.510 | 19.78 | 256 | 0.900 | bicubic | -11.250 | -6.616 | -7 |
308 | tf_efficientnetv2_b2 | 69.090 | 30.910 | 88.220 | 11.780 | 10.10 | 260 | 0.890 | bicubic | -11.116 | -6.822 | +7 |
309 | resnetv2_50 | 69.070 | 30.930 | 88.440 | 11.560 | 25.55 | 224 | 0.950 | bicubic | -11.350 | -6.576 | -13 |
310 | gluon_resnet101_v1d | 69.010 | 30.990 | 88.100 | 11.900 | 44.57 | 224 | 0.875 | bicubic | -11.410 | -6.974 | -13 |
311 | repvgg_b2g4 | 69.000 | 31.000 | 88.350 | 11.650 | 61.76 | 224 | 0.875 | bilinear | -10.370 | -6.338 | +48 |
312 | gcresnet33ts | 68.990 | 31.010 | 88.470 | 11.530 | 19.88 | 256 | 0.900 | bicubic | -11.090 | -6.530 | +9 |
313 | gluon_resnext101_32x4d | 68.950 | 31.050 | 88.360 | 11.640 | 44.18 | 224 | 0.875 | bicubic | -11.394 | -6.566 | -12 |
314 | seresnet50 | 68.950 | 31.050 | 88.700 | 11.300 | 28.09 | 224 | 0.875 | bicubic | -11.314 | -6.372 | -5 |
315 | tf_efficientnet_b2_ap | 68.950 | 31.050 | 88.350 | 11.650 | 9.11 | 260 | 0.890 | bicubic | -11.352 | -6.866 | -9 |
316 | cspdarknet53 | 68.920 | 31.080 | 88.600 | 11.400 | 27.64 | 256 | 0.887 | bilinear | -11.142 | -6.484 | +7 |
317 | regnety_120 | 68.870 | 31.130 | 88.330 | 11.670 | 51.82 | 224 | 0.875 | bicubic | -11.506 | -6.286 | -18 |
318 | resnet50_gn | 68.850 | 31.150 | 88.420 | 11.580 | 25.56 | 224 | 0.940 | bicubic | -11.204 | -6.528 | +6 |
319 | gluon_resnet152_v1b | 68.830 | 31.170 | 87.710 | 12.290 | 60.19 | 224 | 0.875 | bicubic | -10.850 | -7.028 | +26 |
320 | eca_resnet33ts | 68.810 | 31.190 | 88.580 | 11.420 | 19.68 | 256 | 0.900 | bicubic | -11.270 | -6.390 | 0 |
321 | cspresnext50 | 68.790 | 31.210 | 87.940 | 12.060 | 20.57 | 224 | 0.875 | bilinear | -11.260 | -7.006 | +4 |
322 | dpn131 | 68.760 | 31.240 | 87.440 | 12.560 | 79.25 | 224 | 0.875 | bicubic | -11.064 | -7.268 | +15 |
323 | gmlp_s16_224 | 68.760 | 31.240 | 88.080 | 11.920 | 19.42 | 224 | 0.875 | bicubic | -10.880 | -6.544 | +25 |
324 | poolformer_s24 | 68.760 | 31.240 | 88.210 | 11.790 | 21.39 | 224 | 0.900 | bicubic | -11.554 | -6.836 | -20 |
325 | tf_efficientnet_b2 | 68.740 | 31.260 | 87.980 | 12.020 | 9.11 | 260 | 0.890 | bicubic | -11.340 | -6.928 | -3 |
326 | resnext50d_32x4d | 68.730 | 31.270 | 88.300 | 11.700 | 25.05 | 224 | 0.875 | bicubic | -10.940 | -6.564 | +20 |
327 | resnet50 | 68.720 | 31.280 | 87.660 | 12.340 | 25.56 | 224 | 0.950 | bicubic | -11.656 | -7.466 | -29 |
328 | gluon_resnet101_v1s | 68.710 | 31.290 | 87.910 | 12.090 | 44.67 | 224 | 0.875 | bicubic | -11.588 | -7.254 | -20 |
329 | deit_small_patch16_224 | 68.700 | 31.300 | 88.210 | 11.790 | 22.05 | 224 | 0.900 | bicubic | -11.160 | -6.836 | +4 |
330 | dpn107 | 68.700 | 31.300 | 88.140 | 11.860 | 86.92 | 224 | 0.875 | bicubic | -11.472 | -6.766 | -14 |
331 | gluon_seresnext50_32x4d | 68.670 | 31.330 | 88.320 | 11.680 | 27.56 | 224 | 0.875 | bicubic | -11.244 | -6.512 | -2 |
332 | hrnet_w64 | 68.650 | 31.350 | 88.050 | 11.950 | 128.06 | 224 | 0.875 | bilinear | -10.822 | -6.602 | +22 |
333 | dpn98 | 68.610 | 31.390 | 87.660 | 12.340 | 61.57 | 224 | 0.875 | bicubic | -11.036 | -6.936 | +14 |
334 | xcit_tiny_12_p8_224 | 68.580 | 31.420 | 88.690 | 11.310 | 6.71 | 224 | 1.000 | bicubic | -11.110 | -6.364 | +9 |
335 | regnetx_160 | 68.530 | 31.470 | 88.450 | 11.550 | 54.28 | 224 | 0.875 | bicubic | -11.320 | -6.380 | -1 |
336 | rexnet_130 | 68.460 | 31.540 | 88.040 | 11.960 | 7.56 | 224 | 0.875 | bicubic | -11.040 | -6.644 | +16 |
337 | cspresnet50 | 68.440 | 31.560 | 87.970 | 12.030 | 21.62 | 256 | 0.887 | bilinear | -11.142 | -6.734 | +13 |
338 | tf_efficientnet_el | 68.430 | 31.570 | 88.210 | 11.790 | 10.59 | 300 | 0.904 | bicubic | -11.820 | -6.912 | -28 |
339 | xcit_tiny_24_p16_224 | 68.430 | 31.570 | 88.290 | 11.710 | 12.12 | 224 | 1.000 | bicubic | -11.014 | -6.594 | +18 |
340 | ecaresnet50d_pruned | 68.410 | 31.590 | 88.370 | 11.630 | 19.94 | 224 | 0.875 | bicubic | -11.298 | -6.510 | +2 |
341 | cait_xxs36_224 | 68.400 | 31.600 | 88.630 | 11.370 | 17.30 | 224 | 1.000 | bicubic | -11.348 | -6.236 | -1 |
342 | skresnext50_32x4d | 68.370 | 31.630 | 87.560 | 12.440 | 27.48 | 224 | 0.875 | bicubic | -11.782 | -7.084 | -23 |
343 | ssl_resnet50 | 68.360 | 31.640 | 88.530 | 11.470 | 25.56 | 224 | 0.875 | bilinear | -10.866 | -6.306 | +30 |
344 | fbnetv3_d | 68.340 | 31.660 | 88.450 | 11.550 | 10.31 | 256 | 0.950 | bilinear | -11.342 | -6.498 | -1 |
345 | dla102x2 | 68.340 | 31.660 | 87.890 | 12.110 | 41.28 | 224 | 0.875 | bilinear | -11.106 | -6.742 | +12 |
346 | efficientnet_b2_pruned | 68.320 | 31.680 | 88.100 | 11.900 | 8.31 | 260 | 0.890 | bicubic | -11.596 | -6.754 | -18 |
347 | resmlp_big_24_224 | 68.320 | 31.680 | 87.530 | 12.470 | 129.14 | 224 | 0.875 | bicubic | -12.712 | -7.490 | -83 |
348 | gluon_resnext50_32x4d | 68.310 | 31.690 | 87.300 | 12.700 | 25.03 | 224 | 0.875 | bicubic | -11.054 | -7.126 | +12 |
349 | vit_base_patch16_224_sam | 68.260 | 31.740 | 87.730 | 12.270 | 86.57 | 224 | 0.900 | bicubic | -11.982 | -7.024 | -38 |
350 | ecaresnet26t | 68.230 | 31.770 | 88.790 | 11.210 | 16.01 | 320 | 0.950 | bicubic | -11.618 | -6.296 | -15 |
351 | tf_efficientnet_lite3 | 68.230 | 31.770 | 87.740 | 12.260 | 8.20 | 300 | 0.904 | bilinear | -11.590 | -7.172 | -13 |
352 | ese_vovnet39b | 68.200 | 31.800 | 88.260 | 11.740 | 24.57 | 224 | 0.875 | bicubic | -11.112 | -6.454 | +10 |
353 | fbnetv3_b | 68.180 | 31.820 | 87.930 | 12.070 | 8.60 | 256 | 0.950 | bilinear | -10.968 | -6.816 | +25 |
354 | regnetx_120 | 68.170 | 31.830 | 87.660 | 12.340 | 46.11 | 224 | 0.875 | bicubic | -11.422 | -7.074 | -5 |
355 | resmlp_36_224 | 68.060 | 31.940 | 88.190 | 11.810 | 44.69 | 224 | 0.875 | bicubic | -11.708 | -6.696 | -16 |
356 | resnetrs50 | 68.030 | 31.970 | 87.710 | 12.290 | 35.69 | 224 | 0.910 | bicubic | -11.856 | -7.256 | -25 |
357 | pit_xs_distilled_224 | 68.000 | 32.000 | 87.720 | 12.280 | 11.00 | 224 | 0.900 | bicubic | -11.306 | -6.644 | +6 |
358 | dpn92 | 67.960 | 32.040 | 87.560 | 12.440 | 37.67 | 224 | 0.875 | bicubic | -12.056 | -7.264 | -32 |
359 | nf_regnet_b1 | 67.960 | 32.040 | 88.200 | 11.800 | 10.22 | 288 | 0.900 | bicubic | -11.328 | -6.548 | +9 |
360 | gluon_resnet50_v1d | 67.950 | 32.050 | 87.130 | 12.870 | 25.58 | 224 | 0.875 | bicubic | -11.126 | -7.342 | +22 |
361 | resnetv2_50x1_bitm | 67.920 | 32.080 | 89.290 | 10.710 | 25.55 | 448 | 1.000 | bilinear | -12.422 | -6.390 | -59 |
362 | levit_192 | 67.900 | 32.100 | 87.890 | 12.110 | 10.95 | 224 | 0.900 | bicubic | -11.932 | -6.896 | -26 |
363 | tf_efficientnetv2_b1 | 67.890 | 32.110 | 87.790 | 12.210 | 8.14 | 240 | 0.882 | bicubic | -11.574 | -6.934 | -8 |
364 | regnetx_080 | 67.880 | 32.120 | 86.990 | 13.010 | 39.57 | 224 | 0.875 | bicubic | -11.322 | -7.564 | +12 |
365 | resnext101_32x8d | 67.860 | 32.140 | 87.490 | 12.510 | 88.79 | 224 | 0.875 | bilinear | -11.456 | -7.028 | -4 |
366 | legacy_seresnext50_32x4d | 67.850 | 32.150 | 87.620 | 12.380 | 27.56 | 224 | 0.875 | bilinear | -11.218 | -6.814 | +17 |
367 | efficientnet_em | 67.830 | 32.170 | 88.120 | 11.880 | 6.90 | 240 | 0.882 | bicubic | -11.420 | -6.674 | +5 |
368 | lambda_resnet26t | 67.820 | 32.180 | 87.770 | 12.230 | 10.96 | 256 | 0.940 | bicubic | -11.278 | -6.818 | +12 |
369 | resmlp_24_224 | 67.800 | 32.200 | 87.620 | 12.380 | 30.02 | 224 | 0.875 | bicubic | -11.582 | -6.926 | -11 |
370 | hrnet_w48 | 67.770 | 32.230 | 87.410 | 12.590 | 77.47 | 224 | 0.875 | bilinear | -11.532 | -7.102 | -3 |
371 | hrnet_w44 | 67.740 | 32.260 | 87.560 | 12.440 | 67.06 | 224 | 0.875 | bilinear | -11.160 | -6.814 | +20 |
372 | coat_lite_mini | 67.710 | 32.290 | 87.680 | 12.320 | 11.01 | 224 | 0.900 | bicubic | -11.386 | -6.924 | +9 |
373 | tf_efficientnet_b0_ns | 67.700 | 32.300 | 88.070 | 11.930 | 5.29 | 224 | 0.875 | bicubic | -10.958 | -6.308 | +27 |
374 | regnetx_064 | 67.680 | 32.320 | 87.530 | 12.470 | 26.21 | 224 | 0.875 | bicubic | -11.386 | -6.928 | +10 |
375 | eca_botnext26ts_256 | 67.670 | 32.330 | 87.050 | 12.950 | 10.59 | 256 | 0.950 | bicubic | -11.604 | -7.566 | -5 |
376 | xception | 67.670 | 32.330 | 87.580 | 12.420 | 22.86 | 299 | 0.897 | bicubic | -11.380 | -6.812 | +9 |
377 | dla169 | 67.630 | 32.370 | 87.590 | 12.410 | 53.39 | 224 | 0.875 | bilinear | -11.062 | -6.750 | +22 |
378 | dpn68b | 67.630 | 32.370 | 87.670 | 12.330 | 12.61 | 224 | 0.875 | bicubic | -11.590 | -6.748 | -4 |
379 | halonet26t | 67.630 | 32.370 | 87.240 | 12.760 | 12.48 | 256 | 0.950 | bicubic | -11.486 | -7.070 | 0 |
380 | gluon_inception_v3 | 67.590 | 32.410 | 87.470 | 12.530 | 23.83 | 299 | 0.875 | bicubic | -11.214 | -6.900 | +14 |
381 | hrnet_w40 | 67.580 | 32.420 | 87.130 | 12.870 | 57.56 | 224 | 0.875 | bilinear | -11.336 | -7.344 | +8 |
382 | gluon_resnet101_v1c | 67.580 | 32.420 | 87.180 | 12.820 | 44.57 | 224 | 0.875 | bicubic | -11.954 | -7.400 | -30 |
383 | legacy_seresnet152 | 67.530 | 32.470 | 87.400 | 12.600 | 66.82 | 224 | 0.875 | bilinear | -11.122 | -6.970 | +18 |
384 | tf_efficientnet_b1_ap | 67.520 | 32.480 | 87.760 | 12.240 | 7.79 | 240 | 0.882 | bicubic | -11.760 | -6.544 | -15 |
385 | eca_halonext26ts | 67.470 | 32.530 | 87.230 | 12.770 | 10.76 | 256 | 0.940 | bicubic | -12.020 | -7.368 | -32 |
386 | gluon_resnet101_v1b | 67.470 | 32.530 | 87.240 | 12.760 | 44.55 | 224 | 0.875 | bicubic | -11.832 | -7.280 | -20 |
387 | efficientnet_b1 | 67.460 | 32.540 | 87.510 | 12.490 | 7.79 | 256 | 1.000 | bicubic | -11.336 | -6.832 | +8 |
388 | res2net50_26w_8s | 67.460 | 32.540 | 87.280 | 12.720 | 48.40 | 224 | 0.875 | bilinear | -11.520 | -7.014 | -1 |
389 | resnetblur50 | 67.460 | 32.540 | 87.440 | 12.560 | 25.56 | 224 | 0.875 | bicubic | -11.844 | -7.194 | -24 |
390 | tf_efficientnet_cc_b1_8e | 67.450 | 32.550 | 87.320 | 12.680 | 39.72 | 240 | 0.882 | bicubic | -11.856 | -7.052 | -27 |
391 | res2net101_26w_4s | 67.450 | 32.550 | 87.010 | 12.990 | 45.21 | 224 | 0.875 | bilinear | -11.746 | -7.426 | -13 |
392 | resnet33ts | 67.370 | 32.630 | 87.580 | 12.420 | 19.68 | 256 | 0.900 | bicubic | -11.840 | -6.992 | -17 |
393 | cait_xxs24_224 | 67.340 | 32.660 | 87.510 | 12.490 | 11.96 | 224 | 1.000 | bicubic | -11.044 | -6.800 | +23 |
394 | regnetx_032 | 67.290 | 32.710 | 86.990 | 13.010 | 15.30 | 224 | 0.875 | bicubic | -10.882 | -7.098 | +33 |
395 | coat_tiny | 67.260 | 32.740 | 87.290 | 12.710 | 5.50 | 224 | 0.900 | bicubic | -11.170 | -6.750 | +18 |
396 | xception41 | 67.250 | 32.750 | 87.210 | 12.790 | 26.97 | 299 | 0.903 | bicubic | -11.260 | -7.068 | +9 |
397 | resnest26d | 67.190 | 32.810 | 87.170 | 12.830 | 17.07 | 224 | 0.875 | bilinear | -11.286 | -7.122 | +11 |
398 | legacy_seresnet101 | 67.160 | 32.840 | 87.050 | 12.950 | 49.33 | 224 | 0.875 | bilinear | -11.228 | -7.214 | +17 |
399 | repvgg_b2 | 67.160 | 32.840 | 87.330 | 12.670 | 89.02 | 224 | 0.875 | bilinear | -11.632 | -7.088 | -3 |
400 | botnet26t_256 | 67.130 | 32.870 | 87.530 | 12.470 | 12.49 | 256 | 0.950 | bicubic | -12.122 | -6.998 | -29 |
401 | dla60x | 67.100 | 32.900 | 87.180 | 12.820 | 17.35 | 224 | 0.875 | bilinear | -11.144 | -6.838 | +22 |
402 | gluon_resnet50_v1s | 67.070 | 32.930 | 86.860 | 13.140 | 25.68 | 224 | 0.875 | bicubic | -11.642 | -7.380 | -4 |
403 | tv_resnet152 | 67.040 | 32.960 | 87.550 | 12.450 | 60.19 | 224 | 0.875 | bilinear | -11.276 | -6.484 | +16 |
404 | dla102x | 67.030 | 32.970 | 86.790 | 13.210 | 26.31 | 224 | 0.875 | bilinear | -11.486 | -7.436 | 0 |
405 | dla60_res2net | 67.020 | 32.980 | 87.160 | 12.840 | 20.85 | 224 | 0.875 | bilinear | -11.442 | -7.046 | +4 |
406 | xcit_tiny_12_p16_224_dist | 67.010 | 32.990 | 87.420 | 12.580 | 6.72 | 224 | 1.000 | bicubic | -11.566 | -6.776 | -4 |
407 | lambda_resnet26rpt_256 | 66.970 | 33.030 | 87.130 | 12.870 | 10.99 | 256 | 0.940 | bicubic | -11.998 | -7.298 | -18 |
408 | mixnet_l | 66.940 | 33.060 | 86.920 | 13.080 | 7.33 | 224 | 0.875 | bicubic | -12.036 | -7.258 | -20 |
409 | res2net50_26w_6s | 66.920 | 33.080 | 86.860 | 13.140 | 37.05 | 224 | 0.875 | bilinear | -11.646 | -7.274 | -6 |
410 | pit_xs_224 | 66.910 | 33.090 | 87.290 | 12.710 | 10.62 | 224 | 0.900 | bicubic | -11.276 | -6.874 | +16 |
411 | repvgg_b1 | 66.910 | 33.090 | 86.790 | 13.210 | 57.42 | 224 | 0.875 | bilinear | -11.458 | -7.306 | +6 |
412 | tf_efficientnet_b1 | 66.890 | 33.110 | 87.010 | 12.990 | 7.79 | 240 | 0.882 | bicubic | -11.938 | -7.188 | -19 |
413 | xcit_nano_12_p8_384_dist | 66.870 | 33.130 | 87.110 | 12.890 | 3.05 | 384 | 1.000 | bicubic | -10.948 | -6.934 | +34 |
414 | efficientnet_es | 66.860 | 33.140 | 86.710 | 13.290 | 5.44 | 224 | 0.875 | bicubic | -11.196 | -7.226 | +17 |
415 | mobilevit_s | 66.860 | 33.140 | 87.080 | 12.920 | 5.58 | 256 | 0.900 | bicubic | -11.452 | -7.072 | +5 |
416 | regnetx_040 | 66.840 | 33.160 | 86.730 | 13.270 | 22.12 | 224 | 0.875 | bicubic | -11.642 | -7.514 | -9 |
417 | resnet32ts | 66.830 | 33.170 | 87.260 | 12.740 | 17.96 | 256 | 0.900 | bicubic | -12.182 | -7.098 | -31 |
418 | tf_mixnet_l | 66.790 | 33.210 | 86.460 | 13.540 | 7.33 | 224 | 0.875 | bicubic | -11.984 | -7.536 | -21 |
419 | hrnet_w30 | 66.780 | 33.220 | 86.780 | 13.220 | 37.71 | 224 | 0.875 | bilinear | -11.418 | -7.444 | +6 |
420 | hrnet_w32 | 66.750 | 33.250 | 87.310 | 12.690 | 41.23 | 224 | 0.875 | bilinear | -11.698 | -6.884 | -10 |
421 | selecsls60b | 66.730 | 33.270 | 86.520 | 13.480 | 32.77 | 224 | 0.875 | bicubic | -11.682 | -7.654 | -7 |
422 | wide_resnet101_2 | 66.710 | 33.290 | 87.030 | 12.970 | 126.89 | 224 | 0.875 | bilinear | -12.144 | -7.260 | -30 |
423 | tf_efficientnetv2_b0 | 66.690 | 33.310 | 86.710 | 13.290 | 7.14 | 224 | 0.875 | bicubic | -11.670 | -7.310 | -5 |
424 | adv_inception_v3 | 66.660 | 33.340 | 86.540 | 13.460 | 23.83 | 299 | 0.875 | bicubic | -10.922 | -7.196 | +31 |
425 | dla60_res2next | 66.640 | 33.360 | 87.030 | 12.970 | 17.03 | 224 | 0.875 | bilinear | -11.800 | -7.120 | -14 |
426 | vit_tiny_patch16_384 | 66.580 | 33.420 | 87.270 | 12.730 | 5.79 | 384 | 1.000 | bicubic | -11.854 | -7.272 | -14 |
427 | levit_128 | 66.570 | 33.430 | 86.750 | 13.250 | 9.21 | 224 | 0.900 | bicubic | -11.922 | -7.256 | -21 |
428 | gluon_resnet50_v1c | 66.550 | 33.450 | 86.180 | 13.820 | 25.58 | 224 | 0.875 | bicubic | -11.462 | -7.810 | +6 |
429 | dla102 | 66.530 | 33.470 | 86.910 | 13.090 | 33.27 | 224 | 0.875 | bilinear | -11.500 | -7.038 | +4 |
430 | gmixer_24_224 | 66.430 | 33.570 | 86.160 | 13.840 | 24.72 | 224 | 0.875 | bicubic | -11.606 | -7.510 | +2 |
431 | tf_inception_v3 | 66.410 | 33.590 | 86.660 | 13.340 | 23.83 | 299 | 0.875 | bicubic | -11.446 | -6.980 | +13 |
432 | bat_resnext26ts | 66.390 | 33.610 | 86.830 | 13.170 | 10.73 | 256 | 0.900 | bicubic | -11.860 | -7.268 | -10 |
433 | hardcorenas_f | 66.380 | 33.620 | 86.200 | 13.800 | 8.20 | 224 | 0.875 | bilinear | -11.718 | -7.602 | -3 |
434 | coat_lite_tiny | 66.300 | 33.700 | 86.980 | 13.020 | 5.72 | 224 | 0.900 | bicubic | -11.214 | -6.936 | +24 |
435 | efficientnet_b0 | 66.300 | 33.700 | 85.980 | 14.020 | 5.29 | 224 | 0.875 | bicubic | -11.390 | -7.550 | +14 |
436 | legacy_seresnet50 | 66.260 | 33.740 | 86.340 | 13.660 | 28.09 | 224 | 0.875 | bilinear | -11.370 | -7.410 | +15 |
437 | selecsls60 | 66.200 | 33.800 | 86.330 | 13.670 | 30.67 | 224 | 0.875 | bicubic | -11.776 | -7.416 | -1 |
438 | tf_efficientnet_em | 66.180 | 33.820 | 86.360 | 13.640 | 6.90 | 240 | 0.882 | bicubic | -11.952 | -7.684 | -9 |
439 | tv_resnext50_32x4d | 66.170 | 33.830 | 86.040 | 13.960 | 25.03 | 224 | 0.875 | bilinear | -11.446 | -7.660 | +13 |
440 | tf_efficientnet_cc_b0_8e | 66.160 | 33.840 | 86.240 | 13.760 | 24.01 | 224 | 0.875 | bicubic | -11.746 | -7.416 | 0 |
441 | res2net50_26w_4s | 66.140 | 33.860 | 86.590 | 13.410 | 25.70 | 224 | 0.875 | bilinear | -11.820 | -7.262 | -4 |
442 | resmlp_12_distilled_224 | 66.140 | 33.860 | 86.620 | 13.380 | 15.35 | 224 | 0.875 | bicubic | -11.802 | -6.938 | -4 |
443 | inception_v3 | 66.130 | 33.870 | 86.320 | 13.680 | 23.83 | 299 | 0.875 | bicubic | -11.308 | -7.154 | +18 |
444 | efficientnet_b1_pruned | 66.090 | 33.910 | 86.570 | 13.430 | 6.33 | 240 | 0.882 | bicubic | -12.150 | -7.264 | -20 |
445 | rexnet_100 | 66.080 | 33.920 | 86.500 | 13.500 | 4.80 | 224 | 0.875 | bicubic | -11.778 | -7.370 | -3 |
446 | regnety_016 | 66.080 | 33.920 | 86.370 | 13.630 | 11.20 | 224 | 0.875 | bicubic | -11.780 | -7.352 | -3 |
447 | gluon_resnet50_v1b | 66.070 | 33.930 | 86.260 | 13.740 | 25.56 | 224 | 0.875 | bicubic | -11.510 | -7.462 | +9 |
448 | res2net50_14w_8s | 66.010 | 33.990 | 86.250 | 13.750 | 25.06 | 224 | 0.875 | bilinear | -12.134 | -7.598 | -20 |
449 | tinynet_a | 66.010 | 33.990 | 85.790 | 14.210 | 6.19 | 192 | 0.875 | bicubic | -11.640 | -7.746 | +1 |
450 | gcresnext26ts | 65.950 | 34.050 | 85.920 | 14.080 | 10.48 | 256 | 0.900 | bicubic | -11.870 | -7.910 | -4 |
451 | seresnext26t_32x4d | 65.880 | 34.120 | 85.670 | 14.330 | 16.81 | 224 | 0.875 | bicubic | -12.096 | -8.160 | -16 |
452 | res2next50 | 65.860 | 34.140 | 85.840 | 14.160 | 24.67 | 224 | 0.875 | bilinear | -12.392 | -8.046 | -31 |
453 | densenet161 | 65.850 | 34.150 | 86.450 | 13.550 | 28.68 | 224 | 0.875 | bicubic | -11.504 | -7.186 | +11 |
454 | hardcorenas_e | 65.840 | 34.160 | 85.980 | 14.020 | 8.07 | 224 | 0.875 | bilinear | -11.954 | -7.716 | -6 |
455 | repvgg_b1g4 | 65.840 | 34.160 | 86.120 | 13.880 | 39.97 | 224 | 0.875 | bilinear | -11.746 | -7.710 | -1 |
456 | resnet34d | 65.790 | 34.210 | 86.720 | 13.280 | 21.82 | 224 | 0.875 | bicubic | -11.324 | -6.660 | +16 |
457 | eca_resnext26ts | 65.780 | 34.220 | 85.840 | 14.160 | 10.30 | 256 | 0.900 | bicubic | -11.674 | -7.726 | +3 |
458 | xcit_tiny_12_p16_224 | 65.770 | 34.230 | 86.220 | 13.780 | 6.72 | 224 | 1.000 | bicubic | -11.356 | -7.496 | +13 |
459 | mobilenetv3_large_100_miil | 65.760 | 34.240 | 85.200 | 14.800 | 5.48 | 224 | 0.875 | bilinear | -12.156 | -7.706 | -20 |
460 | skresnet34 | 65.740 | 34.260 | 85.970 | 14.030 | 22.28 | 224 | 0.875 | bicubic | -11.164 | -7.350 | +22 |
461 | tv_resnet101 | 65.690 | 34.310 | 85.980 | 14.020 | 44.55 | 224 | 0.875 | bilinear | -11.688 | -7.562 | +2 |
462 | seresnext26ts | 65.650 | 34.350 | 86.160 | 13.840 | 10.39 | 256 | 0.900 | bicubic | -12.202 | -7.630 | -17 |
463 | hardcorenas_d | 65.630 | 34.370 | 85.460 | 14.540 | 7.50 | 224 | 0.875 | bilinear | -11.800 | -8.022 | -1 |
464 | selecsls42b | 65.620 | 34.380 | 85.810 | 14.190 | 32.46 | 224 | 0.875 | bicubic | -11.554 | -7.582 | +6 |
465 | poolformer_s12 | 65.590 | 34.410 | 86.130 | 13.870 | 11.92 | 224 | 0.900 | bicubic | -11.646 | -7.374 | +4 |
466 | tf_efficientnet_b0_ap | 65.490 | 34.510 | 85.590 | 14.410 | 5.29 | 224 | 0.875 | bicubic | -11.604 | -7.666 | +8 |
467 | seresnext26d_32x4d | 65.420 | 34.580 | 85.970 | 14.030 | 16.81 | 224 | 0.875 | bicubic | -12.184 | -7.638 | -14 |
468 | convmixer_1024_20_ks9_p14 | 65.410 | 34.590 | 85.590 | 14.410 | 24.38 | 224 | 0.960 | bicubic | -11.532 | -7.766 | +11 |
469 | resnet26t | 65.390 | 34.610 | 86.110 | 13.890 | 16.01 | 256 | 0.940 | bicubic | -12.472 | -7.734 | -28 |
470 | res2net50_48w_2s | 65.380 | 34.620 | 85.960 | 14.040 | 25.29 | 224 | 0.875 | bilinear | -12.140 | -7.592 | -13 |
471 | tf_efficientnet_lite2 | 65.380 | 34.620 | 86.000 | 14.000 | 6.09 | 260 | 0.890 | bicubic | -12.088 | -7.756 | -12 |
472 | densenet201 | 65.290 | 34.710 | 85.680 | 14.320 | 20.01 | 224 | 0.875 | bicubic | -12.000 | -7.798 | -5 |
473 | densenetblur121d | 65.290 | 34.710 | 85.700 | 14.300 | 8.00 | 224 | 0.875 | bicubic | -11.294 | -7.492 | +19 |
474 | dla60 | 65.200 | 34.800 | 85.760 | 14.240 | 22.04 | 224 | 0.875 | bilinear | -11.830 | -7.560 | +1 |
475 | crossvit_9_dagger_240 | 65.200 | 34.800 | 86.600 | 13.400 | 8.78 | 240 | 0.875 | bicubic | -11.782 | -7.010 | +3 |
476 | ese_vovnet19b_dw | 65.190 | 34.810 | 85.460 | 14.540 | 6.54 | 224 | 0.875 | bicubic | -11.612 | -7.812 | +8 |
477 | tf_efficientnet_cc_b0_4e | 65.150 | 34.850 | 85.140 | 14.860 | 13.31 | 224 | 0.875 | bicubic | -12.152 | -8.194 | -12 |
478 | gernet_s | 65.130 | 34.870 | 85.520 | 14.480 | 8.17 | 224 | 0.875 | bilinear | -11.778 | -7.612 | +3 |
479 | legacy_seresnext26_32x4d | 65.060 | 34.940 | 85.640 | 14.360 | 16.79 | 224 | 0.875 | bicubic | -12.046 | -7.678 | -6 |
480 | mobilenetv2_120d | 65.010 | 34.990 | 85.950 | 14.050 | 5.83 | 224 | 0.875 | bicubic | -12.284 | -7.546 | -14 |
481 | hrnet_w18 | 64.930 | 35.070 | 85.740 | 14.260 | 21.30 | 224 | 0.875 | bilinear | -11.824 | -7.700 | +5 |
482 | hardcorenas_c | 64.850 | 35.150 | 85.240 | 14.760 | 5.52 | 224 | 0.875 | bilinear | -12.200 | -7.918 | -7 |
483 | densenet169 | 64.760 | 35.240 | 85.240 | 14.760 | 14.15 | 224 | 0.875 | bicubic | -11.138 | -7.790 | +22 |
484 | mixnet_m | 64.700 | 35.300 | 85.460 | 14.540 | 5.01 | 224 | 0.875 | bicubic | -12.564 | -7.964 | -16 |
485 | resnet26d | 64.680 | 35.320 | 85.110 | 14.890 | 16.01 | 224 | 0.875 | bicubic | -12.024 | -8.040 | +2 |
486 | levit_128s | 64.590 | 35.410 | 84.750 | 15.250 | 7.78 | 224 | 0.900 | bicubic | -11.930 | -8.122 | +9 |
487 | resnext26ts | 64.590 | 35.410 | 85.110 | 14.890 | 10.30 | 256 | 0.900 | bicubic | -12.190 | -8.018 | -2 |
488 | xcit_nano_12_p8_224_dist | 64.560 | 35.440 | 85.980 | 14.020 | 3.05 | 224 | 1.000 | bicubic | -11.760 | -7.108 | +9 |
489 | repvgg_a2 | 64.440 | 35.560 | 85.140 | 14.860 | 28.21 | 224 | 0.875 | bilinear | -12.018 | -7.870 | +7 |
490 | xcit_nano_12_p16_384_dist | 64.430 | 35.570 | 85.310 | 14.690 | 3.05 | 384 | 1.000 | bicubic | -11.026 | -7.380 | +24 |
491 | hardcorenas_b | 64.410 | 35.590 | 84.860 | 15.140 | 5.18 | 224 | 0.875 | bilinear | -12.126 | -7.894 | +2 |
492 | tf_efficientnet_lite1 | 64.390 | 35.610 | 85.480 | 14.520 | 5.42 | 240 | 0.882 | bicubic | -12.250 | -7.740 | -3 |
493 | regnetx_016 | 64.370 | 35.630 | 85.460 | 14.540 | 9.19 | 224 | 0.875 | bicubic | -12.580 | -7.962 | -15 |
494 | resmlp_12_224 | 64.350 | 35.650 | 85.590 | 14.410 | 15.35 | 224 | 0.875 | bicubic | -12.306 | -7.590 | -6 |
495 | tf_efficientnet_b0 | 64.300 | 35.700 | 85.280 | 14.720 | 5.29 | 224 | 0.875 | bicubic | -12.544 | -7.948 | -12 |
496 | tf_mixnet_m | 64.270 | 35.730 | 85.090 | 14.910 | 5.01 | 224 | 0.875 | bicubic | -12.672 | -8.064 | -16 |
497 | dpn68 | 64.240 | 35.760 | 85.180 | 14.820 | 12.61 | 224 | 0.875 | bicubic | -12.066 | -7.794 | +2 |
498 | tf_efficientnet_es | 64.230 | 35.770 | 84.740 | 15.260 | 5.44 | 224 | 0.875 | bicubic | -12.366 | -8.464 | -7 |
499 | regnety_008 | 64.150 | 35.850 | 85.280 | 14.720 | 6.26 | 224 | 0.875 | bicubic | -12.160 | -7.790 | -1 |
500 | vit_small_patch32_224 | 64.060 | 35.940 | 85.560 | 14.440 | 22.88 | 224 | 0.900 | bicubic | -11.926 | -7.710 | +2 |
501 | mobilenetv2_140 | 64.050 | 35.950 | 85.030 | 14.970 | 6.11 | 224 | 0.875 | bicubic | -12.472 | -7.966 | -7 |
502 | densenet121 | 63.740 | 36.260 | 84.600 | 15.400 | 7.98 | 224 | 0.875 | bicubic | -11.844 | -8.052 | +7 |
503 | hardcorenas_a | 63.710 | 36.290 | 84.400 | 15.600 | 5.26 | 224 | 0.875 | bilinear | -12.210 | -8.120 | +1 |
504 | resnest14d | 63.610 | 36.390 | 84.260 | 15.740 | 10.61 | 224 | 0.875 | bilinear | -11.894 | -8.260 | +7 |
505 | tf_mixnet_s | 63.560 | 36.440 | 84.270 | 15.730 | 4.13 | 224 | 0.875 | bicubic | -12.090 | -8.358 | +2 |
506 | resnet26 | 63.450 | 36.550 | 84.260 | 15.740 | 16.00 | 224 | 0.875 | bicubic | -11.850 | -8.318 | +10 |
507 | mixnet_s | 63.380 | 36.620 | 84.740 | 15.260 | 4.13 | 224 | 0.875 | bicubic | -12.612 | -8.058 | -6 |
508 | mobilenetv3_large_100 | 63.350 | 36.650 | 84.080 | 15.920 | 5.48 | 224 | 0.875 | bicubic | -12.416 | -8.464 | -2 |
509 | vit_tiny_r_s16_p8_384 | 63.340 | 36.660 | 85.270 | 14.730 | 6.36 | 384 | 1.000 | bicubic | -12.614 | -7.994 | -7 |
510 | tv_resnet50 | 63.340 | 36.660 | 84.660 | 15.340 | 25.56 | 224 | 0.875 | bilinear | -12.794 | -8.208 | -9 |
511 | efficientnet_es_pruned | 63.310 | 36.690 | 84.950 | 15.050 | 5.44 | 224 | 0.875 | bicubic | -11.686 | -7.490 | +13 |
512 | mixer_b16_224 | 63.280 | 36.720 | 83.320 | 16.680 | 59.88 | 224 | 0.875 | bicubic | -13.332 | -8.908 | -22 |
513 | efficientnet_lite0 | 63.240 | 36.760 | 84.440 | 15.560 | 4.65 | 224 | 0.875 | bicubic | -12.236 | -8.072 | -1 |
514 | mobilenetv3_rw | 63.230 | 36.770 | 84.510 | 15.490 | 5.48 | 224 | 0.875 | bicubic | -12.402 | -8.198 | -6 |
515 | semnasnet_100 | 63.160 | 36.840 | 84.530 | 15.470 | 3.89 | 224 | 0.875 | bicubic | -12.290 | -8.070 | 0 |
516 | pit_ti_distilled_224 | 63.140 | 36.860 | 83.960 | 16.040 | 5.10 | 224 | 0.900 | bicubic | -11.392 | -8.136 | +17 |
517 | vit_tiny_patch16_224 | 63.110 | 36.890 | 84.850 | 15.150 | 5.72 | 224 | 0.900 | bicubic | -12.352 | -7.994 | -4 |
518 | regnety_006 | 63.100 | 36.900 | 84.260 | 15.740 | 6.06 | 224 | 0.875 | bicubic | -12.150 | -8.274 | -1 |
519 | tv_densenet121 | 62.950 | 37.050 | 84.250 | 15.750 | 7.98 | 224 | 0.875 | bicubic | -11.794 | -7.902 | +9 |
520 | mobilevit_xs | 62.940 | 37.060 | 84.830 | 15.170 | 2.32 | 256 | 0.900 | bicubic | -11.704 | -7.526 | +10 |
521 | resnet34 | 62.870 | 37.130 | 84.130 | 15.870 | 21.80 | 224 | 0.875 | bilinear | -12.244 | -8.154 | 0 |
522 | legacy_seresnet34 | 62.840 | 37.160 | 84.220 | 15.780 | 21.96 | 224 | 0.875 | bilinear | -11.968 | -7.906 | +5 |
523 | mobilenetv2_110d | 62.820 | 37.180 | 84.490 | 15.510 | 4.52 | 224 | 0.875 | bicubic | -12.218 | -7.694 | -1 |
524 | deit_tiny_distilled_patch16_224 | 62.800 | 37.200 | 83.920 | 16.080 | 5.91 | 224 | 0.900 | bicubic | -11.712 | -7.966 | +10 |
525 | hrnet_w18_small_v2 | 62.790 | 37.210 | 83.990 | 16.010 | 15.60 | 224 | 0.875 | bilinear | -12.328 | -8.426 | -5 |
526 | swsl_resnet18 | 62.770 | 37.230 | 84.300 | 15.700 | 11.69 | 224 | 0.875 | bilinear | -10.506 | -7.436 | +21 |
527 | repvgg_b0 | 62.730 | 37.270 | 83.860 | 16.140 | 15.82 | 224 | 0.875 | bilinear | -12.430 | -8.558 | -9 |
528 | tinynet_b | 62.730 | 37.270 | 84.250 | 15.750 | 3.73 | 188 | 0.875 | bicubic | -12.246 | -7.934 | -3 |
529 | gluon_resnet34_v1b | 62.570 | 37.430 | 83.990 | 16.010 | 21.80 | 224 | 0.875 | bicubic | -12.018 | -7.998 | +3 |
530 | xcit_nano_12_p8_224 | 62.550 | 37.450 | 84.200 | 15.800 | 3.05 | 224 | 1.000 | bicubic | -11.360 | -7.968 | +10 |
531 | tf_efficientnet_lite0 | 62.540 | 37.460 | 84.220 | 15.780 | 4.65 | 224 | 0.875 | bicubic | -12.292 | -7.954 | -5 |
532 | regnetx_008 | 62.490 | 37.510 | 84.020 | 15.980 | 7.26 | 224 | 0.875 | bicubic | -12.544 | -8.320 | -9 |
533 | dla34 | 62.480 | 37.520 | 83.910 | 16.090 | 15.74 | 224 | 0.875 | bilinear | -12.140 | -8.162 | -2 |
534 | fbnetc_100 | 62.470 | 37.530 | 83.380 | 16.620 | 5.57 | 224 | 0.875 | bilinear | -12.660 | -9.006 | -15 |
535 | tf_mobilenetv3_large_100 | 62.460 | 37.540 | 83.970 | 16.030 | 5.48 | 224 | 0.875 | bilinear | -13.058 | -8.634 | -25 |
536 | crossvit_9_240 | 62.260 | 37.740 | 84.240 | 15.760 | 8.55 | 240 | 0.875 | bicubic | -11.700 | -7.728 | +3 |
537 | crossvit_tiny_240 | 62.070 | 37.930 | 83.610 | 16.390 | 7.01 | 240 | 0.875 | bicubic | -11.262 | -8.304 | +8 |
538 | mnasnet_100 | 61.890 | 38.110 | 83.710 | 16.290 | 4.38 | 224 | 0.875 | bicubic | -12.768 | -8.402 | -9 |
539 | regnety_004 | 61.860 | 38.140 | 83.420 | 16.580 | 4.34 | 224 | 0.875 | bicubic | -12.164 | -8.334 | -2 |
540 | vgg19_bn | 61.860 | 38.140 | 83.450 | 16.550 | 143.68 | 224 | 0.875 | bilinear | -12.354 | -8.398 | -5 |
541 | convit_tiny | 61.570 | 38.430 | 84.130 | 15.870 | 5.71 | 224 | 0.875 | bicubic | -11.544 | -7.584 | +7 |
542 | ssl_resnet18 | 61.470 | 38.530 | 83.310 | 16.690 | 11.69 | 224 | 0.875 | bilinear | -11.138 | -8.114 | +11 |
543 | regnetx_006 | 61.370 | 38.630 | 83.450 | 16.550 | 6.20 | 224 | 0.875 | bicubic | -12.490 | -8.222 | -2 |
544 | spnasnet_100 | 61.210 | 38.790 | 82.790 | 17.210 | 4.42 | 224 | 0.875 | bilinear | -12.874 | -9.030 | -8 |
545 | tv_resnet34 | 61.190 | 38.810 | 82.720 | 17.280 | 21.80 | 224 | 0.875 | bilinear | -12.116 | -8.704 | +1 |
546 | pit_ti_224 | 60.960 | 39.040 | 83.860 | 16.140 | 4.85 | 224 | 0.900 | bicubic | -11.952 | -7.546 | +6 |
547 | skresnet18 | 60.850 | 39.150 | 82.880 | 17.120 | 11.96 | 224 | 0.875 | bicubic | -12.186 | -8.288 | +2 |
548 | ghostnet_100 | 60.830 | 39.170 | 82.360 | 17.640 | 5.18 | 224 | 0.875 | bilinear | -13.144 | -9.100 | -10 |
549 | vgg16_bn | 60.760 | 39.240 | 82.950 | 17.050 | 138.37 | 224 | 0.875 | bilinear | -12.590 | -8.554 | -5 |
550 | semnasnet_075 | 60.710 | 39.290 | 82.510 | 17.490 | 2.91 | 224 | 0.875 | bicubic | -12.262 | -8.626 | 0 |
551 | tf_mobilenetv3_large_075 | 60.390 | 39.610 | 81.950 | 18.050 | 3.99 | 224 | 0.875 | bilinear | -13.046 | -9.394 | -8 |
552 | xcit_nano_12_p16_224_dist | 60.250 | 39.750 | 82.490 | 17.510 | 3.05 | 224 | 1.000 | bicubic | -12.052 | -8.368 | +5 |
553 | mobilenetv2_100 | 60.190 | 39.810 | 82.240 | 17.760 | 3.50 | 224 | 0.875 | bicubic | -12.780 | -8.780 | -2 |
554 | resnet18d | 60.180 | 39.820 | 82.310 | 17.690 | 11.71 | 224 | 0.875 | bicubic | -12.070 | -8.378 | +4 |
555 | vit_base_patch32_224_sam | 60.000 | 40.000 | 81.230 | 18.770 | 88.22 | 224 | 0.900 | bicubic | -13.694 | -9.780 | -13 |
556 | deit_tiny_patch16_224 | 59.860 | 40.140 | 82.660 | 17.340 | 5.72 | 224 | 0.900 | bicubic | -12.312 | -8.454 | +4 |
557 | legacy_seresnet18 | 59.810 | 40.190 | 81.690 | 18.310 | 11.78 | 224 | 0.875 | bicubic | -11.932 | -8.642 | +7 |
558 | vgg19 | 59.710 | 40.290 | 81.450 | 18.550 | 143.67 | 224 | 0.875 | bilinear | -12.656 | -9.420 | -3 |
559 | regnetx_004 | 59.420 | 40.580 | 81.690 | 18.310 | 5.16 | 224 | 0.875 | bicubic | -12.972 | -9.142 | -5 |
560 | tf_mobilenetv3_large_minimal_100 | 59.080 | 40.920 | 81.150 | 18.850 | 3.92 | 224 | 0.875 | bilinear | -13.170 | -9.480 | -1 |
561 | vit_tiny_r_s16_p8_224 | 59.070 | 40.930 | 81.760 | 18.240 | 6.34 | 224 | 0.900 | bicubic | -12.722 | -9.062 | +2 |
562 | vgg13_bn | 59.000 | 41.000 | 81.080 | 18.920 | 133.05 | 224 | 0.875 | bilinear | -12.594 | -9.296 | +3 |
563 | hrnet_w18_small | 58.970 | 41.030 | 81.350 | 18.650 | 13.19 | 224 | 0.875 | bilinear | -13.368 | -9.330 | -7 |
564 | lcnet_100 | 58.860 | 41.140 | 81.190 | 18.810 | 2.95 | 224 | 0.875 | bicubic | -13.244 | -9.186 | -3 |
565 | vgg16 | 58.840 | 41.160 | 81.660 | 18.340 | 138.36 | 224 | 0.875 | bilinear | -12.750 | -8.722 | +1 |
566 | xcit_nano_12_p16_224 | 58.350 | 41.650 | 80.890 | 19.110 | 3.05 | 224 | 1.000 | bicubic | -11.604 | -8.864 | +5 |
567 | gluon_resnet18_v1b | 58.320 | 41.680 | 80.970 | 19.030 | 11.69 | 224 | 0.875 | bicubic | -12.514 | -8.792 | +1 |
568 | tinynet_c | 58.170 | 41.830 | 80.280 | 19.720 | 2.46 | 184 | 0.875 | bicubic | -13.058 | -9.470 | -1 |
569 | vgg11_bn | 57.410 | 42.590 | 80.020 | 19.980 | 132.87 | 224 | 0.875 | bilinear | -12.950 | -9.782 | 0 |
570 | resnet18 | 57.170 | 42.830 | 80.200 | 19.800 | 11.69 | 224 | 0.875 | bilinear | -12.574 | -8.882 | +3 |
571 | mobilevit_xxs | 57.150 | 42.850 | 79.730 | 20.270 | 1.27 | 256 | 0.900 | bicubic | -11.770 | -9.214 | +4 |
572 | vgg13 | 57.140 | 42.860 | 79.550 | 20.450 | 133.05 | 224 | 0.875 | bilinear | -12.786 | -9.696 | 0 |
573 | regnety_002 | 56.990 | 43.010 | 79.860 | 20.140 | 3.16 | 224 | 0.875 | bicubic | -13.264 | -9.672 | -3 |
574 | mixer_l16_224 | 56.680 | 43.320 | 75.980 | 24.020 | 208.20 | 224 | 0.875 | bicubic | -15.374 | -11.682 | -12 |
575 | regnetx_002 | 56.060 | 43.940 | 79.220 | 20.780 | 2.68 | 224 | 0.875 | bicubic | -12.696 | -9.336 | +2 |
576 | dla60x_c | 56.000 | 44.000 | 78.930 | 21.070 | 1.32 | 224 | 0.875 | bilinear | -11.892 | -9.496 | +3 |
577 | vgg11 | 55.800 | 44.200 | 78.840 | 21.160 | 132.86 | 224 | 0.875 | bilinear | -13.228 | -9.786 | -3 |
578 | lcnet_075 | 55.420 | 44.580 | 78.300 | 21.700 | 2.36 | 224 | 0.875 | bicubic | -13.396 | -10.070 | -2 |
579 | mobilenetv3_small_100 | 54.700 | 45.300 | 77.770 | 22.230 | 2.54 | 224 | 0.875 | bicubic | -12.956 | -9.864 | +1 |
580 | tf_mobilenetv3_small_100 | 54.530 | 45.470 | 77.060 | 22.940 | 2.54 | 224 | 0.875 | bilinear | -13.394 | -10.604 | -2 |
581 | tinynet_d | 53.420 | 46.580 | 76.350 | 23.650 | 2.34 | 152 | 0.875 | bicubic | -13.538 | -10.714 | 0 |
582 | mnasnet_small | 53.270 | 46.730 | 75.890 | 24.110 | 2.03 | 224 | 0.875 | bicubic | -12.936 | -10.618 | 0 |
583 | dla46x_c | 53.050 | 46.950 | 76.870 | 23.130 | 1.07 | 224 | 0.875 | bilinear | -12.920 | -10.110 | 0 |
584 | mobilenetv2_050 | 52.850 | 47.150 | 75.430 | 24.570 | 1.97 | 224 | 0.875 | bicubic | -13.092 | -10.652 | 0 |
585 | tf_mobilenetv3_small_075 | 52.150 | 47.850 | 75.480 | 24.520 | 2.04 | 224 | 0.875 | bilinear | -13.564 | -10.654 | 0 |
586 | dla46_c | 52.130 | 47.870 | 75.690 | 24.310 | 1.30 | 224 | 0.875 | bilinear | -12.736 | -10.604 | +1 |
587 | mobilenetv3_small_075 | 51.920 | 48.080 | 74.730 | 25.270 | 2.04 | 224 | 0.875 | bicubic | -13.322 | -10.708 | -1 |
588 | lcnet_050 | 49.990 | 50.010 | 73.460 | 26.540 | 1.88 | 224 | 0.875 | bicubic | -13.110 | -10.922 | 0 |
589 | tf_mobilenetv3_small_minimal_100 | 49.500 | 50.500 | 73.050 | 26.950 | 2.04 | 224 | 0.875 | bilinear | -13.408 | -11.184 | 0 |
590 | tinynet_e | 46.700 | 53.300 | 70.360 | 29.640 | 2.04 | 106 | 0.875 | bicubic | -13.156 | -11.404 | 0 |
591 | mobilenetv3_small_050 | 44.890 | 55.110 | 67.670 | 32.330 | 1.59 | 224 | 0.875 | bicubic | -13.000 | -12.524 | 0 |