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48 KiB
48 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation | top1_diff | top5_diff | rank_diff |
---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | tf_efficientnet_l2_ns | 84.760 | 15.240 | 96.147 | 3.853 | 480.31 | 800 | 0.960 | bicubic | -13.790 | -3.673 | +1 |
3 | tf_efficientnet_l2_ns_475 | 83.400 | 16.600 | 95.453 | 4.547 | 480.31 | 475 | 0.936 | bicubic | -15.100 | -4.377 | +2 |
4 | beit_large_patch16_512 | 81.640 | 18.360 | 94.893 | 5.107 | 305.67 | 512 | 1.000 | bicubic | -16.920 | -4.947 | -2 |
5 | beit_large_patch16_384 | 79.133 | 20.867 | 94.280 | 5.720 | 305.00 | 384 | 1.000 | bicubic | -19.387 | -5.540 | -1 |
6 | vit_large_patch16_384 | 71.227 | 28.773 | 89.853 | 10.147 | 304.72 | 384 | 1.000 | bicubic | -26.983 | -9.947 | +2 |
7 | convnext_xlarge_384_in22ft1k | 70.813 | 29.187 | 90.387 | 9.613 | 350.20 | 384 | 1.000 | bicubic | -27.537 | -9.413 | -1 |
8 | swin_large_patch4_window12_384 | 69.613 | 30.387 | 89.573 | 10.427 | 196.74 | 384 | 1.000 | bicubic | -28.427 | -10.117 | +2 |
9 | beit_large_patch16_224 | 68.520 | 31.480 | 89.560 | 10.440 | 304.43 | 224 | 0.900 | bicubic | -29.660 | -10.200 | 0 |
10 | convnext_large_384_in22ft1k | 68.000 | 32.000 | 89.227 | 10.773 | 197.77 | 384 | 1.000 | bicubic | -30.220 | -10.503 | -3 |
11 | tf_efficientnet_b7_ns | 67.040 | 32.960 | 88.667 | 11.333 | 66.35 | 600 | 0.949 | bicubic | -30.870 | -11.053 | +2 |
12 | tf_efficientnetv2_xl_in21ft1k | 67.000 | 33.000 | 86.867 | 13.133 | 208.12 | 512 | 1.000 | bicubic | -30.650 | -12.623 | +9 |
13 | tf_efficientnetv2_l_in21ft1k | 66.320 | 33.680 | 87.840 | 12.160 | 118.52 | 480 | 1.000 | bicubic | -31.380 | -11.830 | +6 |
14 | beit_base_patch16_384 | 65.893 | 34.107 | 88.507 | 11.493 | 86.74 | 384 | 1.000 | bicubic | -31.917 | -11.193 | +4 |
15 | convnext_base_384_in22ft1k | 64.960 | 35.040 | 87.827 | 12.173 | 88.59 | 384 | 1.000 | bicubic | -32.990 | -11.823 | -4 |
16 | swin_base_patch4_window12_384 | 64.440 | 35.560 | 87.493 | 12.507 | 87.90 | 384 | 1.000 | bicubic | -33.450 | -12.217 | -2 |
17 | vit_base_patch16_384 | 63.680 | 36.320 | 86.707 | 13.293 | 86.86 | 384 | 1.000 | bicubic | -34.160 | -12.963 | -1 |
18 | convnext_xlarge_in22ft1k | 62.613 | 37.387 | 86.000 | 14.000 | 350.20 | 224 | 0.875 | bicubic | -35.307 | -13.680 | -6 |
19 | cait_m48_448 | 62.333 | 37.667 | 86.453 | 13.547 | 356.46 | 448 | 1.000 | bicubic | -35.147 | -13.097 | +14 |
20 | tf_efficientnet_b6_ns | 62.267 | 37.733 | 85.173 | 14.827 | 43.04 | 528 | 0.942 | bicubic | -35.363 | -14.407 | +3 |
21 | vit_large_r50_s32_384 | 61.493 | 38.507 | 83.960 | 16.040 | 329.09 | 384 | 1.000 | bicubic | -36.367 | -15.710 | -6 |
22 | tf_efficientnetv2_m_in21ft1k | 61.373 | 38.627 | 85.400 | 14.600 | 54.14 | 480 | 1.000 | bicubic | -36.107 | -14.130 | +12 |
23 | ig_resnext101_32x48d | 61.027 | 38.973 | 83.320 | 16.680 | 828.41 | 224 | 0.875 | bilinear | -36.593 | -16.390 | +1 |
24 | swin_large_patch4_window7_224 | 60.920 | 39.080 | 85.867 | 14.133 | 196.53 | 224 | 0.900 | bicubic | -36.730 | -13.713 | -4 |
25 | resnetv2_152x4_bitm | 60.787 | 39.213 | 83.560 | 16.440 | 936.53 | 480 | 1.000 | bilinear | -36.703 | -16.050 | +7 |
26 | tf_efficientnet_b5_ns | 60.320 | 39.680 | 84.467 | 15.533 | 30.39 | 456 | 0.934 | bicubic | -37.180 | -15.163 | +5 |
27 | xcit_large_24_p8_384_dist | 59.880 | 40.120 | 85.480 | 14.520 | 188.93 | 384 | 1.000 | bicubic | -37.640 | -14.060 | +2 |
28 | convnext_large_in22ft1k | 59.773 | 40.227 | 84.000 | 16.000 | 197.77 | 224 | 0.875 | bicubic | -38.057 | -15.690 | -11 |
29 | dm_nfnet_f6 | 59.173 | 40.827 | 82.333 | 17.667 | 438.36 | 576 | 0.956 | bicubic | -38.427 | -17.217 | -4 |
30 | vit_base_patch8_224 | 58.933 | 41.067 | 82.733 | 17.267 | 86.58 | 224 | 0.900 | bicubic | -38.647 | -16.937 | -3 |
31 | dm_nfnet_f5 | 58.573 | 41.427 | 82.773 | 17.227 | 377.21 | 544 | 0.954 | bicubic | -38.967 | -16.797 | -3 |
32 | dm_nfnet_f4 | 58.120 | 41.880 | 81.973 | 18.027 | 316.07 | 512 | 0.951 | bicubic | -39.460 | -17.537 | -6 |
33 | ig_resnext101_32x32d | 58.053 | 41.947 | 80.600 | 19.400 | 468.53 | 224 | 0.875 | bilinear | -39.317 | -19.080 | +4 |
34 | cait_m36_384 | 57.813 | 42.187 | 84.813 | 15.187 | 271.22 | 384 | 1.000 | bicubic | -39.587 | -14.697 | +2 |
35 | xcit_medium_24_p8_384_dist | 56.707 | 43.293 | 83.400 | 16.600 | 84.32 | 384 | 1.000 | bicubic | -40.583 | -16.110 | +5 |
36 | dm_nfnet_f3 | 55.813 | 44.187 | 80.947 | 19.053 | 254.92 | 416 | 0.940 | bicubic | -41.537 | -18.613 | +2 |
37 | vit_large_patch16_224 | 55.613 | 44.387 | 80.080 | 19.920 | 304.33 | 224 | 0.900 | bicubic | -42.027 | -19.510 | -15 |
38 | vit_base_r50_s16_384 | 54.640 | 45.360 | 81.227 | 18.773 | 98.95 | 384 | 1.000 | bicubic | -42.540 | -18.333 | +12 |
39 | convnext_base_in22ft1k | 54.547 | 45.453 | 82.147 | 17.853 | 88.59 | 224 | 0.875 | bicubic | -42.923 | -17.463 | -4 |
40 | cait_s36_384 | 54.400 | 45.600 | 81.360 | 18.640 | 68.37 | 384 | 1.000 | bicubic | -42.930 | -18.170 | -1 |
41 | xcit_small_24_p8_384_dist | 54.253 | 45.747 | 81.533 | 18.467 | 47.63 | 384 | 1.000 | bicubic | -42.987 | -18.077 | +3 |
42 | resnetv2_101x3_bitm | 54.027 | 45.973 | 81.027 | 18.973 | 387.93 | 448 | 1.000 | bilinear | -42.963 | -18.463 | +21 |
43 | resnetv2_152x2_bitm | 54.013 | 45.987 | 82.013 | 17.987 | 236.34 | 448 | 1.000 | bilinear | -42.997 | -17.577 | +18 |
44 | tf_efficientnetv2_l | 53.173 | 46.827 | 79.147 | 20.853 | 118.52 | 480 | 1.000 | bicubic | -44.107 | -20.403 | -3 |
45 | ig_resnext101_32x16d | 53.093 | 46.907 | 76.933 | 23.067 | 194.03 | 224 | 0.875 | bilinear | -43.717 | -22.667 | +29 |
46 | xcit_large_24_p16_384_dist | 52.840 | 47.160 | 81.827 | 18.173 | 189.10 | 384 | 1.000 | bicubic | -44.680 | -17.653 | -16 |
47 | swin_base_patch4_window7_224 | 51.427 | 48.573 | 79.987 | 20.013 | 87.77 | 224 | 0.900 | bicubic | -45.823 | -19.543 | -4 |
48 | swsl_resnext101_32x8d | 51.227 | 48.773 | 78.240 | 21.760 | 88.79 | 224 | 0.875 | bilinear | -45.973 | -21.260 | -2 |
49 | tf_efficientnet_b4_ns | 51.227 | 48.773 | 79.187 | 20.813 | 19.34 | 380 | 0.922 | bicubic | -45.723 | -20.393 | +17 |
50 | resnetv2_152x2_bit_teacher_384 | 51.187 | 48.813 | 78.480 | 21.520 | 236.34 | 384 | 1.000 | bicubic | -45.643 | -20.970 | +23 |
51 | beit_base_patch16_224 | 50.680 | 49.320 | 79.693 | 20.307 | 86.53 | 224 | 0.900 | bicubic | -46.410 | -19.817 | +4 |
52 | xcit_small_12_p8_384_dist | 50.573 | 49.427 | 79.587 | 20.413 | 26.21 | 384 | 1.000 | bicubic | -46.657 | -19.893 | -7 |
53 | cait_s24_384 | 49.720 | 50.280 | 78.747 | 21.253 | 47.06 | 384 | 1.000 | bicubic | -47.350 | -20.683 | +5 |
54 | xcit_medium_24_p16_384_dist | 49.333 | 50.667 | 79.827 | 20.173 | 84.40 | 384 | 1.000 | bicubic | -47.947 | -19.633 | -13 |
55 | deit_base_distilled_patch16_384 | 49.333 | 50.667 | 79.240 | 20.760 | 87.63 | 384 | 1.000 | bicubic | -47.627 | -20.240 | +11 |
56 | tf_efficientnet_b8 | 48.947 | 51.053 | 77.240 | 22.760 | 87.41 | 672 | 0.954 | bicubic | -48.253 | -22.300 | -8 |
57 | dm_nfnet_f2 | 48.920 | 51.080 | 77.133 | 22.867 | 193.78 | 352 | 0.920 | bicubic | -48.100 | -22.307 | +3 |
58 | tf_efficientnetv2_s_in21ft1k | 48.507 | 51.493 | 77.893 | 22.107 | 21.46 | 384 | 1.000 | bicubic | -48.213 | -21.527 | +23 |
59 | resnest269e | 48.200 | 51.800 | 74.333 | 25.667 | 110.93 | 416 | 0.928 | bicubic | -48.320 | -25.017 | +44 |
60 | xcit_large_24_p8_224_dist | 48.120 | 51.880 | 79.107 | 20.893 | 188.93 | 224 | 1.000 | bicubic | -48.950 | -20.313 | -1 |
61 | regnetz_e8 | 47.827 | 52.173 | 76.200 | 23.800 | 57.70 | 320 | 1.000 | bicubic | -49.373 | -23.300 | -12 |
62 | resnetv2_50x3_bitm | 47.280 | 52.720 | 77.333 | 22.667 | 217.32 | 448 | 1.000 | bilinear | -49.430 | -22.217 | +20 |
63 | xcit_large_24_p8_224 | 47.160 | 52.840 | 74.400 | 25.600 | 188.93 | 224 | 1.000 | bicubic | -49.250 | -24.580 | +46 |
64 | xcit_small_24_p16_384_dist | 46.960 | 53.040 | 77.187 | 22.813 | 47.67 | 384 | 1.000 | bicubic | -50.160 | -22.273 | -12 |
65 | tf_efficientnet_b8_ap | 46.893 | 53.107 | 76.507 | 23.493 | 87.41 | 672 | 0.954 | bicubic | -50.217 | -23.153 | -12 |
66 | efficientnetv2_rw_m | 46.280 | 53.720 | 75.720 | 24.280 | 53.24 | 416 | 1.000 | bicubic | -50.700 | -23.810 | -2 |
67 | swsl_resnext101_32x16d | 46.147 | 53.853 | 72.253 | 27.747 | 194.03 | 224 | 0.875 | bilinear | -50.453 | -27.277 | +28 |
68 | vit_small_patch16_384 | 45.920 | 54.080 | 76.707 | 23.293 | 22.20 | 384 | 1.000 | bicubic | -50.770 | -22.773 | +18 |
69 | ecaresnet269d | 45.880 | 54.120 | 75.133 | 24.867 | 102.09 | 352 | 1.000 | bicubic | -51.200 | -24.337 | -13 |
70 | vit_small_r26_s32_384 | 45.733 | 54.267 | 76.080 | 23.920 | 36.47 | 384 | 1.000 | bicubic | -50.947 | -23.490 | +17 |
71 | tf_efficientnetv2_m | 45.533 | 54.467 | 74.547 | 25.453 | 54.14 | 480 | 1.000 | bicubic | -51.607 | -24.863 | -20 |
72 | tf_efficientnet_b7_ap | 45.373 | 54.627 | 74.213 | 25.787 | 66.35 | 600 | 0.949 | bicubic | -51.827 | -25.357 | -25 |
73 | dm_nfnet_f1 | 45.320 | 54.680 | 74.107 | 25.893 | 132.63 | 320 | 0.910 | bicubic | -51.590 | -25.303 | -3 |
74 | ig_resnext101_32x8d | 45.293 | 54.707 | 70.853 | 29.147 | 88.79 | 224 | 0.875 | bilinear | -51.017 | -28.577 | +44 |
75 | xcit_medium_24_p8_224_dist | 45.213 | 54.787 | 76.720 | 23.280 | 84.32 | 224 | 1.000 | bicubic | -51.707 | -22.670 | -6 |
76 | eca_nfnet_l2 | 44.960 | 55.040 | 75.893 | 24.107 | 56.72 | 384 | 1.000 | bicubic | -52.130 | -23.717 | -22 |
77 | crossvit_18_dagger_408 | 44.307 | 55.693 | 73.840 | 26.160 | 44.61 | 408 | 1.000 | bicubic | -52.223 | -25.420 | +24 |
78 | resnest200e | 44.133 | 55.867 | 73.467 | 26.533 | 70.20 | 320 | 0.909 | bicubic | -52.477 | -25.883 | +15 |
79 | cait_xs24_384 | 43.947 | 56.053 | 75.173 | 24.827 | 26.67 | 384 | 1.000 | bicubic | -52.603 | -24.247 | +19 |
80 | tresnet_xl_448 | 43.467 | 56.533 | 72.440 | 27.560 | 78.44 | 448 | 0.875 | bilinear | -52.503 | -26.590 | +59 |
81 | xcit_small_12_p16_384_dist | 43.293 | 56.707 | 73.867 | 26.133 | 26.25 | 384 | 1.000 | bicubic | -53.637 | -25.533 | -14 |
82 | vit_base_patch16_224 | 43.253 | 56.747 | 72.907 | 27.093 | 86.57 | 224 | 0.900 | bicubic | -53.627 | -26.623 | -11 |
83 | resnetrs420 | 43.147 | 56.853 | 70.440 | 29.560 | 191.89 | 416 | 1.000 | bicubic | -53.773 | -29.020 | -15 |
84 | xcit_medium_24_p8_224 | 43.093 | 56.907 | 70.360 | 29.640 | 84.32 | 224 | 1.000 | bicubic | -53.017 | -28.530 | +48 |
85 | tf_efficientnet_b7 | 42.947 | 57.053 | 73.133 | 26.867 | 66.35 | 600 | 0.949 | bicubic | -54.063 | -26.387 | -23 |
86 | xcit_tiny_24_p8_384_dist | 42.453 | 57.547 | 72.867 | 27.133 | 12.11 | 384 | 1.000 | bicubic | -54.087 | -26.453 | +14 |
87 | crossvit_15_dagger_408 | 41.907 | 58.093 | 72.080 | 27.920 | 28.50 | 408 | 1.000 | bicubic | -54.483 | -27.080 | +24 |
88 | xcit_small_24_p8_224_dist | 41.893 | 58.107 | 73.680 | 26.320 | 47.63 | 224 | 1.000 | bicubic | -54.977 | -25.800 | -16 |
89 | xcit_small_24_p8_224 | 41.747 | 58.253 | 71.013 | 28.987 | 47.63 | 224 | 1.000 | bicubic | -54.653 | -28.137 | +21 |
90 | vit_large_r50_s32_224 | 41.653 | 58.347 | 70.240 | 29.760 | 328.99 | 224 | 0.900 | bicubic | -55.137 | -29.110 | -14 |
91 | swsl_resnext101_32x4d | 41.547 | 58.453 | 71.760 | 28.240 | 44.18 | 224 | 0.875 | bilinear | -54.893 | -27.540 | +17 |
92 | convnext_large | 41.413 | 58.587 | 73.293 | 26.707 | 197.77 | 224 | 0.875 | bicubic | -55.357 | -26.017 | -15 |
93 | tf_efficientnet_b6_ap | 40.800 | 59.200 | 71.627 | 28.373 | 43.04 | 528 | 0.942 | bicubic | -56.280 | -27.993 | -36 |
94 | resmlp_big_24_224_in22ft1k | 40.373 | 59.627 | 74.773 | 25.227 | 129.14 | 224 | 0.875 | bicubic | -56.247 | -24.737 | -2 |
95 | tresnet_l_448 | 40.213 | 59.787 | 69.893 | 30.107 | 55.99 | 448 | 0.875 | bilinear | -55.647 | -29.317 | +53 |
96 | deit_base_patch16_384 | 40.173 | 59.827 | 70.760 | 29.240 | 86.86 | 384 | 1.000 | bicubic | -55.977 | -28.380 | +30 |
97 | resnetrs350 | 39.947 | 60.053 | 68.920 | 31.080 | 163.96 | 384 | 1.000 | bicubic | -56.813 | -30.450 | -18 |
98 | regnetz_d8 | 39.933 | 60.067 | 71.640 | 28.360 | 23.37 | 320 | 1.000 | bicubic | -56.687 | -27.810 | -7 |
99 | resnetv2_101x1_bitm | 38.933 | 61.067 | 71.040 | 28.960 | 44.54 | 448 | 1.000 | bilinear | -57.167 | -28.240 | +35 |
100 | vit_large_patch32_384 | 38.933 | 61.067 | 68.920 | 31.080 | 306.63 | 384 | 1.000 | bicubic | -56.897 | -30.230 | +52 |
101 | xcit_small_12_p8_224_dist | 38.213 | 61.787 | 71.293 | 28.707 | 26.21 | 224 | 1.000 | bicubic | -58.487 | -28.097 | -17 |
102 | resnet200d | 38.147 | 61.853 | 68.613 | 31.387 | 64.69 | 320 | 1.000 | bicubic | -58.573 | -30.717 | -22 |
103 | xcit_large_24_p16_224_dist | 37.680 | 62.320 | 71.587 | 28.413 | 189.10 | 224 | 1.000 | bicubic | -59.120 | -27.763 | -28 |
104 | seresnet152d | 37.653 | 62.347 | 69.480 | 30.520 | 66.84 | 320 | 1.000 | bicubic | -59.117 | -29.970 | -26 |
105 | xcit_small_12_p8_224 | 37.533 | 62.467 | 68.213 | 31.787 | 26.21 | 224 | 1.000 | bicubic | -58.577 | -30.947 | +27 |
106 | eca_nfnet_l1 | 37.533 | 62.467 | 70.947 | 29.053 | 41.41 | 320 | 1.000 | bicubic | -59.167 | -28.343 | -22 |
107 | twins_svt_large | 37.213 | 62.787 | 69.253 | 30.747 | 99.27 | 224 | 0.900 | bicubic | -59.057 | -29.917 | +13 |
108 | regnetz_d32 | 37.147 | 62.853 | 70.480 | 29.520 | 27.58 | 320 | 0.950 | bicubic | -59.453 | -28.900 | -14 |
109 | vit_base_patch32_384 | 37.093 | 62.907 | 69.773 | 30.227 | 88.30 | 384 | 1.000 | bicubic | -59.397 | -29.637 | -5 |
110 | efficientnetv2_rw_s | 36.787 | 63.213 | 68.320 | 31.680 | 23.94 | 384 | 1.000 | bicubic | -59.753 | -31.040 | -11 |
111 | regnety_160 | 36.787 | 63.213 | 69.093 | 30.907 | 83.59 | 288 | 1.000 | bicubic | -59.563 | -30.237 | +4 |
112 | convnext_base | 36.693 | 63.307 | 70.307 | 29.693 | 88.59 | 224 | 0.875 | bicubic | -59.747 | -29.163 | -5 |
113 | cait_xxs36_384 | 36.240 | 63.760 | 67.813 | 32.187 | 17.37 | 384 | 1.000 | bicubic | -59.610 | -31.277 | +38 |
114 | jx_nest_base | 36.067 | 63.933 | 66.773 | 33.227 | 67.72 | 224 | 0.875 | bicubic | -60.173 | -32.437 | +7 |
115 | pit_b_distilled_224 | 35.627 | 64.373 | 69.120 | 30.880 | 74.79 | 224 | 0.900 | bicubic | -61.043 | -30.250 | -25 |
116 | tf_efficientnet_b3_ns | 35.520 | 64.480 | 67.760 | 32.240 | 12.23 | 300 | 0.904 | bicubic | -60.870 | -31.590 | -4 |
117 | tf_efficientnet_b6 | 35.213 | 64.787 | 67.733 | 32.267 | 43.04 | 528 | 0.942 | bicubic | -61.457 | -31.617 | -29 |
118 | resnetrs270 | 35.040 | 64.960 | 65.480 | 34.520 | 129.86 | 352 | 1.000 | bicubic | -61.650 | -33.870 | -33 |
119 | tf_efficientnet_b5_ap | 34.800 | 65.200 | 67.480 | 32.520 | 30.39 | 456 | 0.934 | bicubic | -61.870 | -31.980 | -30 |
120 | xcit_tiny_12_p8_384_dist | 34.640 | 65.360 | 66.293 | 33.707 | 6.71 | 384 | 1.000 | bicubic | -61.440 | -32.847 | +17 |
121 | vit_base_patch16_224_miil | 34.520 | 65.480 | 64.987 | 35.013 | 86.54 | 224 | 0.875 | bilinear | -61.920 | -34.243 | -15 |
122 | xcit_medium_24_p16_224_dist | 34.333 | 65.667 | 67.893 | 32.107 | 84.40 | 224 | 1.000 | bicubic | -62.257 | -31.377 | -26 |
123 | resnet152d | 34.320 | 65.680 | 65.907 | 34.093 | 60.21 | 320 | 1.000 | bicubic | -62.040 | -33.483 | -9 |
124 | tresnet_m_448 | 34.107 | 65.893 | 64.507 | 35.493 | 31.39 | 448 | 0.875 | bilinear | -60.883 | -34.473 | +102 |
125 | resmlp_big_24_distilled_224 | 34.067 | 65.933 | 69.587 | 30.413 | 129.14 | 224 | 0.875 | bicubic | -62.383 | -29.723 | -20 |
126 | xcit_tiny_24_p16_384_dist | 33.827 | 66.173 | 65.347 | 34.653 | 12.12 | 384 | 1.000 | bicubic | -62.103 | -33.873 | +17 |
127 | twins_pcpvt_large | 33.413 | 66.587 | 67.947 | 32.053 | 60.99 | 224 | 0.900 | bicubic | -62.737 | -31.233 | +2 |
128 | twins_svt_base | 33.173 | 66.827 | 65.773 | 34.227 | 56.07 | 224 | 0.900 | bicubic | -62.987 | -33.287 | -3 |
129 | pit_b_224 | 33.147 | 66.853 | 62.333 | 37.667 | 73.76 | 224 | 0.900 | bicubic | -62.493 | -36.857 | +38 |
130 | resnetv2_152x2_bit_teacher | 33.053 | 66.947 | 64.267 | 35.733 | 236.34 | 224 | 0.875 | bicubic | -63.047 | -35.003 | +5 |
131 | swsl_resnext50_32x4d | 33.027 | 66.973 | 65.067 | 34.933 | 25.03 | 224 | 0.875 | bilinear | -62.833 | -34.183 | +18 |
132 | xcit_large_24_p16_224 | 32.773 | 67.227 | 62.133 | 37.867 | 189.10 | 224 | 1.000 | bicubic | -62.647 | -36.487 | +57 |
133 | ssl_resnext101_32x16d | 32.653 | 67.347 | 64.027 | 35.973 | 194.03 | 224 | 0.875 | bilinear | -63.137 | -35.153 | +22 |
134 | swin_small_patch4_window7_224 | 32.600 | 67.400 | 65.467 | 34.533 | 49.61 | 224 | 0.900 | bicubic | -63.310 | -33.553 | +10 |
135 | jx_nest_small | 32.267 | 67.733 | 63.720 | 36.280 | 38.35 | 224 | 0.875 | bicubic | -63.703 | -35.410 | +6 |
136 | tf_efficientnet_b5 | 31.827 | 68.173 | 65.280 | 34.720 | 30.39 | 456 | 0.934 | bicubic | -64.523 | -34.030 | -20 |
137 | resnest101e | 31.400 | 68.600 | 64.360 | 35.640 | 48.28 | 256 | 0.875 | bilinear | -64.460 | -34.760 | +13 |
138 | crossvit_base_240 | 31.333 | 68.667 | 61.280 | 38.720 | 105.03 | 240 | 0.875 | bicubic | -64.187 | -37.540 | +40 |
139 | convnext_small | 31.240 | 68.760 | 66.093 | 33.907 | 50.22 | 224 | 0.875 | bicubic | -64.930 | -33.187 | -15 |
140 | cait_s24_224 | 31.213 | 68.787 | 64.560 | 35.440 | 46.92 | 224 | 1.000 | bicubic | -65.167 | -34.590 | -27 |
141 | efficientnet_b4 | 30.840 | 69.160 | 64.600 | 35.400 | 19.34 | 384 | 1.000 | bicubic | -65.310 | -34.590 | -13 |
142 | resnetrs200 | 30.773 | 69.227 | 63.320 | 36.680 | 93.21 | 320 | 1.000 | bicubic | -65.757 | -36.030 | -40 |
143 | crossvit_18_240 | 30.587 | 69.413 | 61.960 | 38.040 | 43.27 | 240 | 0.875 | bicubic | -64.853 | -36.830 | +40 |
144 | dm_nfnet_f0 | 30.547 | 69.453 | 62.867 | 37.133 | 71.49 | 256 | 0.900 | bicubic | -65.603 | -36.383 | -17 |
145 | crossvit_18_dagger_240 | 30.520 | 69.480 | 61.827 | 38.173 | 44.27 | 240 | 0.875 | bicubic | -65.050 | -37.233 | +25 |
146 | xcit_small_24_p16_224_dist | 30.427 | 69.573 | 64.707 | 35.293 | 47.67 | 224 | 1.000 | bicubic | -65.783 | -34.503 | -24 |
147 | xcit_medium_24_p16_224 | 30.187 | 69.813 | 59.333 | 40.667 | 84.40 | 224 | 1.000 | bicubic | -65.343 | -39.797 | +27 |
148 | cait_xxs24_384 | 30.027 | 69.973 | 63.920 | 36.080 | 12.03 | 384 | 1.000 | bicubic | -65.253 | -35.040 | +49 |
149 | twins_pcpvt_base | 29.960 | 70.040 | 64.587 | 35.413 | 43.83 | 224 | 0.900 | bicubic | -65.830 | -34.543 | +7 |
150 | swsl_resnet50 | 29.840 | 70.160 | 63.853 | 36.147 | 25.56 | 224 | 0.875 | bilinear | -65.560 | -35.437 | +41 |
151 | deit_base_distilled_patch16_224 | 29.600 | 70.400 | 64.440 | 35.560 | 87.34 | 224 | 0.900 | bicubic | -66.490 | -34.750 | -15 |
152 | convit_base | 29.547 | 70.453 | 61.787 | 38.213 | 86.54 | 224 | 0.875 | bicubic | -66.003 | -37.083 | +19 |
153 | ssl_resnext101_32x8d | 29.120 | 70.880 | 61.013 | 38.987 | 88.79 | 224 | 0.875 | bilinear | -66.370 | -38.107 | +28 |
154 | tf_efficientnetv2_s | 29.040 | 70.960 | 61.227 | 38.773 | 21.46 | 384 | 1.000 | bicubic | -67.300 | -37.973 | -37 |
155 | resnet101d | 28.987 | 71.013 | 62.040 | 37.960 | 44.57 | 320 | 1.000 | bicubic | -67.313 | -37.190 | -36 |
156 | resnetrs152 | 28.920 | 71.080 | 60.507 | 39.493 | 86.62 | 320 | 1.000 | bicubic | -67.660 | -38.733 | -59 |
157 | regnetz_c16 | 28.907 | 71.093 | 63.347 | 36.653 | 13.46 | 320 | 0.940 | bicubic | -66.893 | -35.753 | -3 |
158 | xcit_tiny_24_p8_224_dist | 28.733 | 71.267 | 61.400 | 38.600 | 12.11 | 224 | 1.000 | bicubic | -67.077 | -37.810 | -5 |
159 | xcit_tiny_24_p8_224 | 28.707 | 71.293 | 60.440 | 39.560 | 12.11 | 224 | 1.000 | bicubic | -66.963 | -38.610 | +6 |
160 | crossvit_15_dagger_240 | 28.533 | 71.467 | 60.320 | 39.680 | 28.21 | 240 | 0.875 | bicubic | -67.157 | -38.510 | +3 |
161 | xcit_small_24_p16_224 | 28.347 | 71.653 | 58.827 | 41.173 | 47.67 | 224 | 1.000 | bicubic | -67.183 | -40.223 | +14 |
162 | coat_lite_small | 27.547 | 72.453 | 58.547 | 41.453 | 19.84 | 224 | 0.900 | bicubic | -67.993 | -40.313 | +11 |
163 | deit_base_patch16_224 | 27.453 | 72.547 | 58.893 | 41.107 | 86.57 | 224 | 0.900 | bicubic | -67.987 | -39.947 | +21 |
164 | resnetv2_50x1_bitm | 27.293 | 72.707 | 62.867 | 37.133 | 25.55 | 448 | 1.000 | bilinear | -67.717 | -36.193 | +60 |
165 | xcit_small_12_p16_224_dist | 27.120 | 72.880 | 59.813 | 40.187 | 26.25 | 224 | 1.000 | bicubic | -68.910 | -39.327 | -27 |
166 | vit_small_patch16_224 | 27.027 | 72.973 | 59.173 | 40.827 | 22.05 | 224 | 0.900 | bicubic | -68.343 | -39.977 | +26 |
167 | tf_efficientnet_b4 | 26.293 | 73.707 | 60.107 | 39.893 | 19.34 | 380 | 0.922 | bicubic | -69.607 | -39.063 | -21 |
168 | tf_efficientnet_b4_ap | 26.253 | 73.747 | 60.213 | 39.787 | 19.34 | 380 | 0.922 | bicubic | -69.917 | -38.897 | -45 |
169 | nfnet_l0 | 26.227 | 73.773 | 61.760 | 38.240 | 35.07 | 288 | 1.000 | bicubic | -69.893 | -37.480 | -39 |
170 | regnety_032 | 26.213 | 73.787 | 60.987 | 39.013 | 19.44 | 288 | 1.000 | bicubic | -69.757 | -38.203 | -30 |
171 | ecaresnet50t | 26.107 | 73.893 | 60.040 | 39.960 | 25.57 | 320 | 0.950 | bicubic | -69.403 | -39.080 | +8 |
172 | fbnetv3_g | 26.093 | 73.907 | 61.040 | 38.960 | 16.62 | 288 | 0.950 | bilinear | -69.417 | -37.950 | +8 |
173 | ecaresnet101d | 26.027 | 73.973 | 59.000 | 41.000 | 44.57 | 224 | 0.875 | bicubic | -69.503 | -39.740 | +3 |
174 | visformer_small | 25.840 | 74.160 | 58.880 | 41.120 | 40.22 | 224 | 0.900 | bicubic | -69.640 | -40.020 | +8 |
175 | halo2botnet50ts_256 | 25.573 | 74.427 | 56.840 | 43.160 | 22.64 | 256 | 0.950 | bicubic | -69.847 | -42.170 | +13 |
176 | coat_mini | 25.493 | 74.507 | 57.693 | 42.307 | 10.34 | 224 | 0.900 | bicubic | -69.477 | -41.087 | +51 |
177 | crossvit_15_240 | 25.467 | 74.533 | 57.573 | 42.427 | 27.53 | 240 | 0.875 | bicubic | -69.673 | -41.357 | +30 |
178 | xcit_small_12_p16_224 | 25.133 | 74.867 | 56.040 | 43.960 | 26.25 | 224 | 1.000 | bicubic | -70.287 | -42.800 | +12 |
179 | resnetv2_50x1_bit_distilled | 25.107 | 74.893 | 59.640 | 40.360 | 25.55 | 224 | 0.875 | bicubic | -71.013 | -39.640 | -48 |
180 | convit_small | 25.093 | 74.907 | 57.280 | 42.720 | 27.78 | 224 | 0.875 | bicubic | -70.107 | -41.620 | +21 |
181 | gc_efficientnetv2_rw_t | 25.040 | 74.960 | 57.707 | 42.293 | 13.68 | 288 | 1.000 | bicubic | -70.700 | -41.313 | -22 |
182 | eca_nfnet_l0 | 24.827 | 75.173 | 60.093 | 39.907 | 24.14 | 288 | 1.000 | bicubic | -71.123 | -39.117 | -40 |
183 | tnt_s_patch16_224 | 24.747 | 75.253 | 58.173 | 41.827 | 23.76 | 224 | 0.900 | bicubic | -70.293 | -40.667 | +37 |
184 | xcit_tiny_12_p16_384_dist | 24.440 | 75.560 | 57.080 | 42.920 | 6.72 | 384 | 1.000 | bicubic | -70.690 | -41.770 | +24 |
185 | efficientnetv2_rw_t | 24.333 | 75.667 | 57.400 | 42.600 | 13.65 | 288 | 1.000 | bicubic | -71.277 | -41.670 | -16 |
186 | convnext_tiny | 24.253 | 75.747 | 59.187 | 40.813 | 28.59 | 224 | 0.875 | bicubic | -71.297 | -39.833 | -14 |
187 | ssl_resnext101_32x4d | 24.187 | 75.813 | 57.400 | 42.600 | 44.18 | 224 | 0.875 | bilinear | -71.253 | -41.730 | -2 |
188 | twins_svt_small | 24.120 | 75.880 | 57.147 | 42.853 | 24.06 | 224 | 0.900 | bicubic | -71.080 | -41.733 | +14 |
189 | vit_small_r26_s32_224 | 24.067 | 75.933 | 56.187 | 43.813 | 36.43 | 224 | 0.900 | bicubic | -71.573 | -42.483 | -23 |
190 | tf_efficientnet_b2_ns | 24.013 | 75.987 | 57.293 | 42.707 | 9.11 | 260 | 0.890 | bicubic | -71.757 | -41.827 | -32 |
191 | vit_small_patch32_384 | 23.773 | 76.227 | 57.293 | 42.707 | 22.92 | 384 | 1.000 | bicubic | -71.277 | -41.697 | +27 |
192 | lamhalobotnet50ts_256 | 23.587 | 76.413 | 55.293 | 44.707 | 22.57 | 256 | 0.950 | bicubic | -71.563 | -43.587 | +14 |
193 | resnet152 | 23.533 | 76.467 | 53.680 | 46.320 | 60.19 | 224 | 0.950 | bicubic | -72.367 | -45.400 | -48 |
194 | nasnetalarge | 23.480 | 76.520 | 55.013 | 44.987 | 88.75 | 331 | 0.911 | bicubic | -72.200 | -43.917 | -30 |
195 | crossvit_small_240 | 23.440 | 76.560 | 56.827 | 43.173 | 26.86 | 240 | 0.875 | bicubic | -71.390 | -42.193 | +44 |
196 | levit_384 | 23.413 | 76.587 | 56.373 | 43.627 | 39.13 | 224 | 0.900 | bicubic | -72.117 | -42.387 | -19 |
197 | pnasnet5large | 23.333 | 76.667 | 53.640 | 46.360 | 86.06 | 331 | 0.911 | bicubic | -72.377 | -45.280 | -35 |
198 | efficientnet_b3 | 23.213 | 76.787 | 55.933 | 44.067 | 12.23 | 320 | 1.000 | bicubic | -72.497 | -43.107 | -37 |
199 | jx_nest_tiny | 23.173 | 76.827 | 56.227 | 43.773 | 17.06 | 224 | 0.875 | bicubic | -72.077 | -42.753 | -1 |
200 | resnet61q | 22.987 | 77.013 | 55.760 | 44.240 | 36.85 | 288 | 1.000 | bicubic | -72.793 | -43.230 | -43 |
201 | halonet50ts | 22.893 | 77.107 | 53.987 | 46.013 | 22.73 | 256 | 0.940 | bicubic | -72.267 | -44.783 | +3 |
202 | resmlp_big_24_224 | 22.853 | 77.147 | 54.307 | 45.693 | 129.14 | 224 | 0.875 | bicubic | -71.817 | -44.173 | +47 |
203 | twins_pcpvt_small | 22.707 | 77.293 | 56.867 | 43.133 | 24.11 | 224 | 0.900 | bicubic | -72.503 | -42.013 | -3 |
204 | vit_base_patch32_224 | 22.387 | 77.613 | 54.013 | 45.987 | 88.22 | 224 | 0.900 | bicubic | -72.613 | -45.017 | +21 |
205 | pit_s_distilled_224 | 22.347 | 77.653 | 57.080 | 42.920 | 24.04 | 224 | 0.900 | bicubic | -72.893 | -41.970 | -6 |
206 | xcit_tiny_12_p8_224_dist | 22.067 | 77.933 | 54.307 | 45.693 | 6.71 | 224 | 1.000 | bicubic | -73.023 | -44.603 | +6 |
207 | tresnet_m | 21.680 | 78.320 | 53.853 | 46.147 | 31.39 | 224 | 0.875 | bilinear | -74.040 | -45.177 | -47 |
208 | convmixer_1536_20 | 21.200 | 78.800 | 55.520 | 44.480 | 51.63 | 224 | 0.960 | bicubic | -73.860 | -43.510 | +9 |
209 | swin_tiny_patch4_window7_224 | 21.147 | 78.853 | 55.987 | 44.013 | 28.29 | 224 | 0.900 | bicubic | -73.983 | -43.033 | 0 |
210 | pit_s_224 | 21.107 | 78.893 | 53.560 | 46.440 | 23.46 | 224 | 0.900 | bicubic | -73.483 | -45.140 | +46 |
211 | xcit_tiny_12_p8_224 | 21.013 | 78.987 | 52.440 | 47.560 | 6.71 | 224 | 1.000 | bicubic | -73.677 | -46.390 | +37 |
212 | resnet51q | 20.960 | 79.040 | 55.693 | 44.307 | 35.70 | 288 | 1.000 | bilinear | -74.910 | -43.427 | -65 |
213 | regnetz_b16 | 20.947 | 79.053 | 53.840 | 46.160 | 9.72 | 288 | 0.940 | bicubic | -74.123 | -45.210 | +2 |
214 | resnetrs101 | 20.867 | 79.133 | 52.813 | 47.187 | 63.62 | 288 | 0.940 | bicubic | -74.563 | -46.217 | -27 |
215 | sebotnet33ts_256 | 20.760 | 79.240 | 48.800 | 51.200 | 13.70 | 256 | 0.940 | bicubic | -73.810 | -49.700 | +43 |
216 | deit_small_distilled_patch16_224 | 20.707 | 79.293 | 55.133 | 44.867 | 22.44 | 224 | 0.900 | bicubic | -74.003 | -43.897 | +30 |
217 | resnest50d_4s2x40d | 20.373 | 79.627 | 52.827 | 47.173 | 30.42 | 224 | 0.875 | bicubic | -74.587 | -46.243 | +11 |
218 | ssl_resnext50_32x4d | 20.027 | 79.973 | 53.613 | 46.387 | 25.03 | 224 | 0.875 | bilinear | -74.843 | -45.277 | +17 |
219 | haloregnetz_b | 20.000 | 80.000 | 50.000 | 50.000 | 11.68 | 224 | 0.940 | bicubic | -74.700 | -48.660 | +28 |
220 | resnetv2_101 | 19.907 | 80.093 | 49.187 | 50.813 | 44.54 | 224 | 0.950 | bicubic | -75.723 | -49.803 | -52 |
221 | xcit_nano_12_p8_384_dist | 19.813 | 80.187 | 50.547 | 49.453 | 3.05 | 384 | 1.000 | bicubic | -73.707 | -47.993 | +143 |
222 | tresnet_xl | 19.640 | 80.360 | 53.147 | 46.853 | 78.44 | 224 | 0.875 | bilinear | -75.800 | -45.903 | -36 |
223 | gluon_senet154 | 19.333 | 80.667 | 47.560 | 52.440 | 115.09 | 224 | 0.875 | bicubic | -75.587 | -51.200 | +7 |
224 | resnet101 | 19.333 | 80.667 | 49.613 | 50.387 | 44.55 | 224 | 0.950 | bicubic | -76.027 | -49.247 | -31 |
225 | levit_256 | 19.200 | 80.800 | 50.067 | 49.933 | 18.89 | 224 | 0.900 | bicubic | -75.820 | -48.823 | -3 |
226 | rexnet_200 | 19.200 | 80.800 | 52.720 | 47.280 | 16.37 | 224 | 0.875 | bicubic | -75.750 | -46.290 | +3 |
227 | repvgg_b3 | 19.133 | 80.867 | 50.293 | 49.707 | 123.09 | 224 | 0.875 | bilinear | -75.437 | -48.487 | +30 |
228 | lambda_resnet50ts | 19.120 | 80.880 | 49.307 | 50.693 | 21.54 | 256 | 0.950 | bicubic | -75.670 | -49.153 | +12 |
229 | legacy_senet154 | 19.040 | 80.960 | 47.960 | 52.040 | 115.09 | 224 | 0.875 | bilinear | -76.030 | -50.870 | -15 |
230 | mixer_b16_224_miil | 19.027 | 80.973 | 51.253 | 48.747 | 59.88 | 224 | 0.875 | bilinear | -76.273 | -47.627 | -35 |
231 | gluon_seresnext101_64x4d | 18.933 | 81.067 | 49.160 | 50.840 | 88.23 | 224 | 0.875 | bicubic | -75.987 | -49.670 | +1 |
232 | deit_small_patch16_224 | 18.920 | 81.080 | 51.413 | 48.587 | 22.05 | 224 | 0.900 | bicubic | -75.470 | -47.277 | +49 |
233 | tf_efficientnet_b1_ns | 18.693 | 81.307 | 51.693 | 48.307 | 7.79 | 240 | 0.882 | bicubic | -76.477 | -47.427 | -30 |
234 | seresnext50_32x4d | 18.373 | 81.627 | 50.973 | 49.027 | 27.56 | 224 | 0.875 | bicubic | -76.657 | -47.907 | -13 |
235 | cait_xxs36_224 | 18.253 | 81.747 | 49.440 | 50.560 | 17.30 | 224 | 1.000 | bicubic | -76.007 | -49.280 | +57 |
236 | ecaresnet50d | 18.240 | 81.760 | 51.840 | 48.160 | 25.58 | 224 | 0.875 | bicubic | -76.390 | -46.920 | +17 |
237 | sehalonet33ts | 18.240 | 81.760 | 47.800 | 52.200 | 13.69 | 256 | 0.940 | bicubic | -76.530 | -50.770 | +5 |
238 | tf_efficientnet_lite4 | 18.147 | 81.853 | 50.720 | 49.280 | 13.01 | 380 | 0.920 | bilinear | -76.743 | -48.300 | -5 |
239 | vit_tiny_patch16_384 | 18.027 | 81.973 | 50.333 | 49.667 | 5.79 | 384 | 1.000 | bicubic | -75.623 | -48.267 | +115 |
240 | resnest50d_1s4x24d | 17.693 | 82.307 | 49.787 | 50.213 | 25.68 | 224 | 0.875 | bicubic | -77.057 | -49.193 | +3 |
241 | gluon_seresnext101_32x4d | 17.373 | 82.627 | 46.373 | 53.627 | 48.96 | 224 | 0.875 | bicubic | -77.547 | -52.437 | -10 |
242 | resnest50d | 17.373 | 82.627 | 50.733 | 49.267 | 27.48 | 224 | 0.875 | bilinear | -77.477 | -48.147 | -5 |
243 | efficientnet_el | 17.333 | 82.667 | 50.013 | 49.987 | 10.59 | 300 | 0.904 | bicubic | -77.787 | -48.967 | -33 |
244 | inception_v4 | 17.267 | 82.733 | 45.933 | 54.067 | 42.68 | 299 | 0.875 | bicubic | -77.113 | -52.647 | +38 |
245 | tf_efficientnet_b3_ap | 17.213 | 82.787 | 49.680 | 50.320 | 12.23 | 300 | 0.904 | bicubic | -78.107 | -49.220 | -51 |
246 | xcit_tiny_24_p16_224_dist | 17.173 | 82.827 | 47.480 | 52.520 | 12.12 | 224 | 1.000 | bicubic | -77.357 | -51.300 | +19 |
247 | xception71 | 17.000 | 83.000 | 45.533 | 54.467 | 42.34 | 299 | 0.903 | bicubic | -77.280 | -53.107 | +44 |
248 | tf_efficientnet_b3 | 16.987 | 83.013 | 49.267 | 50.733 | 12.23 | 300 | 0.904 | bicubic | -78.033 | -49.643 | -25 |
249 | gluon_resnext101_64x4d | 16.880 | 83.120 | 44.173 | 55.827 | 83.46 | 224 | 0.875 | bicubic | -77.780 | -54.477 | +2 |
250 | resmlp_36_distilled_224 | 16.880 | 83.120 | 51.480 | 48.520 | 44.69 | 224 | 0.875 | bicubic | -78.000 | -47.360 | -16 |
251 | tf_efficientnetv2_b3 | 16.653 | 83.347 | 48.680 | 51.320 | 14.36 | 300 | 0.904 | bicubic | -78.507 | -50.140 | -46 |
252 | tresnet_l | 16.600 | 83.400 | 49.920 | 50.080 | 55.99 | 224 | 0.875 | bilinear | -78.690 | -49.090 | -56 |
253 | inception_resnet_v2 | 16.573 | 83.427 | 44.947 | 55.053 | 55.84 | 299 | 0.897 | bicubic | -77.967 | -53.663 | +11 |
254 | gluon_resnet152_v1d | 16.560 | 83.440 | 44.267 | 55.733 | 60.21 | 224 | 0.875 | bicubic | -78.180 | -54.473 | -10 |
255 | gluon_resnet152_v1s | 16.560 | 83.440 | 44.520 | 55.480 | 60.32 | 224 | 0.875 | bicubic | -78.480 | -54.410 | -36 |
256 | gmlp_s16_224 | 16.547 | 83.453 | 45.120 | 54.880 | 19.42 | 224 | 0.875 | bicubic | -77.603 | -53.380 | +53 |
257 | resmlp_24_distilled_224 | 16.453 | 83.547 | 50.387 | 49.613 | 30.02 | 224 | 0.875 | bicubic | -78.007 | -48.383 | +18 |
258 | gluon_xception65 | 16.427 | 83.573 | 46.053 | 53.947 | 39.92 | 299 | 0.903 | bicubic | -77.833 | -52.517 | +35 |
259 | gcresnet50t | 16.360 | 83.640 | 48.213 | 51.787 | 25.90 | 256 | 0.900 | bicubic | -78.500 | -50.587 | -23 |
260 | xcit_tiny_24_p16_224 | 16.320 | 83.680 | 45.973 | 54.027 | 12.12 | 224 | 1.000 | bicubic | -77.750 | -52.537 | +58 |
261 | wide_resnet50_2 | 16.307 | 83.693 | 48.413 | 51.587 | 68.88 | 224 | 0.875 | bicubic | -78.763 | -50.557 | -46 |
262 | gernet_l | 16.307 | 83.693 | 47.200 | 52.800 | 31.08 | 256 | 0.875 | bilinear | -78.793 | -51.700 | -50 |
263 | ens_adv_inception_resnet_v2 | 16.240 | 83.760 | 43.653 | 56.347 | 55.84 | 299 | 0.897 | bicubic | -77.920 | -54.947 | +44 |
264 | repvgg_b3g4 | 16.240 | 83.760 | 47.640 | 52.360 | 83.83 | 224 | 0.875 | bilinear | -78.280 | -51.330 | +2 |
265 | gcresnext50ts | 16.213 | 83.787 | 46.533 | 53.467 | 15.67 | 256 | 0.900 | bicubic | -78.277 | -52.137 | +3 |
266 | xception65 | 16.040 | 83.960 | 43.773 | 56.227 | 39.92 | 299 | 0.903 | bicubic | -77.720 | -54.597 | +78 |
267 | ssl_resnet50 | 15.920 | 84.080 | 49.413 | 50.587 | 25.56 | 224 | 0.875 | bilinear | -78.530 | -49.507 | +9 |
268 | regnety_320 | 15.627 | 84.373 | 44.827 | 55.173 | 145.05 | 224 | 0.875 | bicubic | -78.913 | -53.803 | -7 |
269 | ecaresnet101d_pruned | 15.600 | 84.400 | 48.027 | 51.973 | 24.88 | 224 | 0.875 | bicubic | -79.480 | -50.953 | -56 |
270 | convmixer_768_32 | 15.533 | 84.467 | 47.960 | 52.040 | 21.11 | 224 | 0.960 | bicubic | -78.967 | -50.890 | -3 |
271 | ecaresnet26t | 15.467 | 84.533 | 47.933 | 52.067 | 16.01 | 320 | 0.950 | bicubic | -78.843 | -50.787 | +17 |
272 | coat_tiny | 15.400 | 84.600 | 45.640 | 54.360 | 5.50 | 224 | 0.900 | bicubic | -78.190 | -52.780 | +87 |
273 | skresnext50_32x4d | 15.360 | 84.640 | 44.507 | 55.493 | 27.48 | 224 | 0.875 | bicubic | -78.900 | -53.953 | +22 |
274 | cait_xxs24_224 | 15.160 | 84.840 | 44.920 | 55.080 | 11.96 | 224 | 1.000 | bicubic | -78.440 | -53.520 | +83 |
275 | ecaresnetlight | 15.160 | 84.840 | 45.813 | 54.187 | 30.16 | 224 | 0.875 | bicubic | -79.610 | -52.987 | -34 |
276 | levit_192 | 14.893 | 85.107 | 44.973 | 55.027 | 10.95 | 224 | 0.900 | bicubic | -79.277 | -53.707 | +30 |
277 | rexnet_150 | 14.720 | 85.280 | 46.933 | 53.067 | 9.73 | 224 | 0.875 | bicubic | -79.760 | -51.857 | -6 |
278 | resnext50_32x4d | 14.533 | 85.467 | 44.173 | 55.827 | 25.03 | 224 | 0.950 | bicubic | -80.007 | -54.617 | -16 |
279 | coat_lite_mini | 14.480 | 85.520 | 44.520 | 55.480 | 11.01 | 224 | 0.900 | bicubic | -79.580 | -54.030 | +40 |
280 | efficientnet_el_pruned | 14.467 | 85.533 | 46.067 | 53.933 | 10.59 | 300 | 0.904 | bicubic | -79.933 | -52.673 | -1 |
281 | efficientnet_b2 | 14.440 | 85.560 | 46.080 | 53.920 | 9.11 | 288 | 1.000 | bicubic | -80.170 | -52.630 | -26 |
282 | seresnet33ts | 14.427 | 85.573 | 46.160 | 53.840 | 19.78 | 256 | 0.900 | bicubic | -80.423 | -52.630 | -44 |
283 | legacy_seresnext101_32x4d | 14.147 | 85.853 | 43.000 | 57.000 | 48.96 | 224 | 0.875 | bilinear | -80.213 | -55.650 | 0 |
284 | seresnet50 | 14.147 | 85.853 | 45.520 | 54.480 | 28.09 | 224 | 0.875 | bicubic | -80.403 | -53.230 | -24 |
285 | fbnetv3_d | 14.120 | 85.880 | 46.453 | 53.547 | 10.31 | 256 | 0.950 | bilinear | -79.810 | -52.287 | +44 |
286 | eca_resnet33ts | 14.107 | 85.893 | 47.387 | 52.613 | 19.68 | 256 | 0.900 | bicubic | -80.083 | -51.383 | +16 |
287 | gernet_m | 14.080 | 85.920 | 46.053 | 53.947 | 21.14 | 224 | 0.875 | bilinear | -80.540 | -52.807 | -33 |
288 | gluon_resnext101_32x4d | 13.867 | 86.133 | 41.667 | 58.333 | 44.18 | 224 | 0.875 | bicubic | -80.673 | -57.183 | -25 |
289 | gcresnet33ts | 13.760 | 86.240 | 45.040 | 54.960 | 19.88 | 256 | 0.900 | bicubic | -80.710 | -53.730 | -16 |
290 | gluon_seresnext50_32x4d | 13.613 | 86.387 | 43.733 | 56.267 | 27.56 | 224 | 0.875 | bicubic | -80.717 | -54.877 | -4 |
291 | resmlp_36_224 | 13.507 | 86.493 | 46.693 | 53.307 | 44.69 | 224 | 0.875 | bicubic | -80.693 | -51.967 | +9 |
292 | resnet50_gn | 13.453 | 86.547 | 42.747 | 57.253 | 25.56 | 224 | 0.940 | bicubic | -80.907 | -55.963 | -8 |
293 | repvgg_b2g4 | 13.427 | 86.573 | 43.840 | 56.160 | 61.76 | 224 | 0.875 | bilinear | -80.413 | -54.750 | +43 |
294 | eca_botnext26ts_256 | 13.360 | 86.640 | 42.173 | 57.827 | 10.59 | 256 | 0.950 | bicubic | -80.420 | -56.327 | +48 |
295 | regnetx_320 | 13.333 | 86.667 | 40.707 | 59.293 | 107.81 | 224 | 0.875 | bicubic | -81.127 | -58.033 | -22 |
296 | ese_vovnet39b | 13.333 | 86.667 | 43.813 | 56.187 | 24.57 | 224 | 0.875 | bicubic | -80.757 | -54.847 | +21 |
297 | pit_xs_distilled_224 | 13.267 | 86.733 | 44.560 | 55.440 | 11.00 | 224 | 0.900 | bicubic | -80.553 | -54.110 | +42 |
298 | efficientnet_b3_pruned | 13.173 | 86.827 | 45.213 | 54.787 | 9.86 | 300 | 0.904 | bicubic | -81.457 | -53.677 | -46 |
299 | gluon_resnet101_v1d | 13.173 | 86.827 | 41.507 | 58.493 | 44.57 | 224 | 0.875 | bicubic | -81.067 | -57.143 | -2 |
300 | mixnet_xl | 13.107 | 86.893 | 43.253 | 56.747 | 11.90 | 224 | 0.875 | bicubic | -81.083 | -55.087 | +3 |
301 | nf_regnet_b1 | 12.947 | 87.053 | 44.400 | 55.600 | 10.22 | 288 | 0.900 | bicubic | -81.173 | -54.340 | +13 |
302 | eca_halonext26ts | 12.933 | 87.067 | 42.760 | 57.240 | 10.76 | 256 | 0.940 | bicubic | -81.117 | -55.740 | +18 |
303 | pit_xs_224 | 12.813 | 87.187 | 42.827 | 57.173 | 10.62 | 224 | 0.900 | bicubic | -80.297 | -55.493 | +93 |
304 | gluon_inception_v3 | 12.640 | 87.360 | 40.507 | 59.493 | 23.83 | 299 | 0.875 | bicubic | -80.820 | -58.063 | +67 |
305 | crossvit_9_dagger_240 | 12.560 | 87.440 | 41.787 | 58.213 | 8.78 | 240 | 0.875 | bicubic | -80.330 | -56.443 | +103 |
306 | coat_lite_tiny | 12.547 | 87.453 | 41.147 | 58.853 | 5.72 | 224 | 0.900 | bicubic | -80.683 | -57.113 | +83 |
307 | resmlp_24_224 | 12.493 | 87.507 | 43.427 | 56.573 | 30.02 | 224 | 0.875 | bicubic | -81.527 | -54.903 | +15 |
308 | regnety_120 | 12.400 | 87.600 | 42.200 | 57.800 | 51.82 | 224 | 0.875 | bicubic | -82.080 | -56.610 | -38 |
309 | efficientnet_em | 12.360 | 87.640 | 43.867 | 56.133 | 6.90 | 240 | 0.882 | bicubic | -81.470 | -54.943 | +28 |
310 | cspdarknet53 | 12.027 | 87.973 | 43.267 | 56.733 | 27.64 | 256 | 0.887 | bilinear | -82.633 | -55.533 | -60 |
311 | hrnet_w64 | 12.013 | 87.987 | 40.800 | 59.200 | 128.06 | 224 | 0.875 | bilinear | -81.997 | -57.820 | +12 |
312 | xcit_tiny_12_p16_224_dist | 11.973 | 88.027 | 40.120 | 59.880 | 6.72 | 224 | 1.000 | bicubic | -81.427 | -58.370 | +65 |
313 | gluon_resnet101_v1s | 11.880 | 88.120 | 40.987 | 59.013 | 44.67 | 224 | 0.875 | bicubic | -82.840 | -57.833 | -68 |
314 | gmixer_24_224 | 11.867 | 88.133 | 37.787 | 62.213 | 24.72 | 224 | 0.875 | bicubic | -80.963 | -60.093 | +96 |
315 | nf_resnet50 | 11.760 | 88.240 | 45.947 | 54.053 | 25.56 | 288 | 0.940 | bicubic | -82.790 | -52.843 | -56 |
316 | fbnetv3_b | 11.747 | 88.253 | 44.387 | 55.613 | 8.60 | 256 | 0.950 | bilinear | -82.213 | -54.243 | +10 |
317 | resnet50d | 11.707 | 88.293 | 42.453 | 57.547 | 25.58 | 224 | 0.875 | bicubic | -82.553 | -56.267 | -23 |
318 | dpn92 | 11.627 | 88.373 | 40.293 | 59.707 | 37.67 | 224 | 0.875 | bicubic | -82.603 | -58.437 | -20 |
319 | xception41 | 11.600 | 88.400 | 39.147 | 60.853 | 26.97 | 299 | 0.903 | bicubic | -81.830 | -59.283 | +54 |
320 | botnet26t_256 | 11.587 | 88.413 | 40.133 | 59.867 | 12.49 | 256 | 0.950 | bicubic | -81.913 | -58.227 | +46 |
321 | dla102x2 | 11.560 | 88.440 | 41.320 | 58.680 | 41.28 | 224 | 0.875 | bilinear | -82.400 | -57.160 | +4 |
322 | vit_small_patch32_224 | 11.480 | 88.520 | 39.547 | 60.453 | 22.88 | 224 | 0.900 | bicubic | -80.560 | -58.683 | +134 |
323 | levit_128 | 11.440 | 88.560 | 40.227 | 59.773 | 9.21 | 224 | 0.900 | bicubic | -81.890 | -58.153 | +57 |
324 | regnety_080 | 11.413 | 88.587 | 40.613 | 59.387 | 39.18 | 224 | 0.875 | bicubic | -82.757 | -57.937 | -19 |
325 | lambda_resnet26t | 11.373 | 88.627 | 40.200 | 59.800 | 10.96 | 256 | 0.940 | bicubic | -82.457 | -58.450 | +13 |
326 | efficientnet_b2_pruned | 11.347 | 88.653 | 42.027 | 57.973 | 8.31 | 260 | 0.890 | bicubic | -82.793 | -56.503 | -16 |
327 | tf_efficientnet_el | 11.347 | 88.653 | 42.053 | 57.947 | 10.59 | 300 | 0.904 | bicubic | -83.053 | -56.657 | -47 |
328 | xcit_nano_12_p16_384_dist | 11.253 | 88.747 | 39.867 | 60.133 | 3.05 | 384 | 1.000 | bicubic | -80.577 | -58.153 | +142 |
329 | halonet26t | 11.133 | 88.867 | 38.800 | 61.200 | 12.48 | 256 | 0.950 | bicubic | -82.887 | -59.700 | -8 |
330 | gluon_resnet152_v1c | 11.093 | 88.907 | 37.120 | 62.880 | 60.21 | 224 | 0.875 | bicubic | -83.067 | -61.520 | -22 |
331 | vit_tiny_r_s16_p8_384 | 11.080 | 88.920 | 40.000 | 60.000 | 6.36 | 384 | 1.000 | bicubic | -80.960 | -58.290 | +126 |
332 | hrnet_w48 | 11.067 | 88.933 | 40.320 | 59.680 | 77.47 | 224 | 0.875 | bilinear | -82.853 | -58.290 | -2 |
333 | dpn107 | 11.053 | 88.947 | 38.627 | 61.373 | 86.92 | 224 | 0.875 | bicubic | -83.247 | -59.843 | -44 |
334 | tf_efficientnetv2_b2 | 11.027 | 88.973 | 39.760 | 60.240 | 10.10 | 260 | 0.890 | bicubic | -83.393 | -58.810 | -56 |
335 | ecaresnet50d_pruned | 11.013 | 88.987 | 41.947 | 58.053 | 19.94 | 224 | 0.875 | bicubic | -83.207 | -56.783 | -36 |
336 | adv_inception_v3 | 11.000 | 89.000 | 36.720 | 63.280 | 23.83 | 299 | 0.875 | bicubic | -81.890 | -61.420 | +71 |
337 | xcit_tiny_12_p16_224 | 10.973 | 89.027 | 37.027 | 62.973 | 6.72 | 224 | 1.000 | bicubic | -81.527 | -61.213 | +97 |
338 | resnetv2_50 | 10.960 | 89.040 | 39.347 | 60.653 | 25.55 | 224 | 0.950 | bicubic | -83.480 | -59.393 | -61 |
339 | tf_efficientnet_b0_ns | 10.933 | 89.067 | 40.067 | 59.933 | 5.29 | 224 | 0.875 | bicubic | -82.697 | -58.573 | +16 |
340 | tf_inception_v3 | 10.827 | 89.173 | 36.840 | 63.160 | 23.83 | 299 | 0.875 | bicubic | -82.493 | -61.190 | +44 |
341 | xcit_nano_12_p8_224_dist | 10.787 | 89.213 | 38.133 | 61.867 | 3.05 | 224 | 1.000 | bicubic | -81.313 | -60.027 | +113 |
342 | dpn131 | 10.720 | 89.280 | 37.187 | 62.813 | 79.25 | 224 | 0.875 | bicubic | -83.270 | -61.533 | -18 |
343 | tf_efficientnet_b2_ap | 10.533 | 89.467 | 40.107 | 59.893 | 9.11 | 260 | 0.890 | bicubic | -83.957 | -58.513 | -74 |
344 | resnext50d_32x4d | 10.400 | 89.600 | 39.733 | 60.267 | 25.05 | 224 | 0.875 | bicubic | -83.780 | -58.837 | -40 |
345 | rexnet_130 | 10.400 | 89.600 | 41.560 | 58.440 | 7.56 | 224 | 0.875 | bicubic | -83.500 | -56.840 | -13 |
346 | hrnet_w44 | 10.333 | 89.667 | 39.493 | 60.507 | 67.06 | 224 | 0.875 | bilinear | -83.217 | -59.207 | +14 |
347 | xcit_nano_12_p8_224 | 10.280 | 89.720 | 37.000 | 63.000 | 3.05 | 224 | 1.000 | bicubic | -80.730 | -60.800 | +144 |
348 | lambda_resnet26rpt_256 | 10.253 | 89.747 | 38.093 | 61.907 | 10.99 | 256 | 0.940 | bicubic | -83.457 | -60.417 | +2 |
349 | resnext101_32x8d | 10.173 | 89.827 | 37.800 | 62.200 | 88.79 | 224 | 0.875 | bilinear | -83.647 | -60.780 | -9 |
350 | dpn98 | 10.147 | 89.853 | 36.613 | 63.387 | 61.57 | 224 | 0.875 | bicubic | -83.963 | -61.967 | -35 |
351 | regnetx_160 | 10.147 | 89.853 | 38.000 | 62.000 | 54.28 | 224 | 0.875 | bicubic | -83.973 | -60.630 | -38 |
352 | cspresnext50 | 10.133 | 89.867 | 40.307 | 59.693 | 20.57 | 224 | 0.875 | bilinear | -84.337 | -58.373 | -80 |
353 | resnet50 | 10.120 | 89.880 | 37.947 | 62.053 | 25.56 | 224 | 0.950 | bicubic | -84.210 | -60.493 | -66 |
354 | legacy_seresnext50_32x4d | 10.093 | 89.907 | 39.187 | 60.813 | 27.56 | 224 | 0.875 | bilinear | -83.637 | -59.393 | -6 |
355 | resnetrs50 | 10.053 | 89.947 | 37.507 | 62.493 | 35.69 | 224 | 0.910 | bicubic | -84.247 | -61.133 | -65 |
356 | inception_v3 | 10.027 | 89.973 | 35.213 | 64.787 | 23.83 | 299 | 0.875 | bicubic | -82.693 | -62.757 | +65 |
357 | efficientnet_b1 | 10.000 | 90.000 | 37.560 | 62.440 | 7.79 | 256 | 1.000 | bicubic | -83.250 | -60.730 | +31 |
358 | xception | 9.960 | 90.040 | 38.040 | 61.960 | 22.86 | 299 | 0.897 | bicubic | -83.510 | -60.490 | +12 |
359 | regnety_064 | 9.947 | 90.053 | 39.093 | 60.907 | 30.58 | 224 | 0.875 | bicubic | -84.193 | -59.637 | -48 |
360 | dpn68b | 9.787 | 90.213 | 38.027 | 61.973 | 12.61 | 224 | 0.875 | bicubic | -83.903 | -60.493 | -9 |
361 | gluon_resnet152_v1b | 9.747 | 90.253 | 36.067 | 63.933 | 60.19 | 224 | 0.875 | bicubic | -84.333 | -62.393 | -44 |
362 | tf_efficientnet_lite3 | 9.667 | 90.333 | 38.987 | 61.013 | 8.20 | 300 | 0.904 | bilinear | -84.533 | -59.653 | -61 |
363 | tf_efficientnet_b2 | 9.653 | 90.347 | 38.880 | 61.120 | 9.11 | 260 | 0.890 | bicubic | -84.707 | -59.730 | -78 |
364 | tf_efficientnet_cc_b1_8e | 9.587 | 90.413 | 36.773 | 63.227 | 39.72 | 240 | 0.882 | bicubic | -84.323 | -61.487 | -33 |
365 | res2net101_26w_4s | 9.520 | 90.480 | 35.027 | 64.973 | 45.21 | 224 | 0.875 | bilinear | -84.230 | -63.283 | -19 |
366 | legacy_seresnet152 | 9.333 | 90.667 | 37.413 | 62.587 | 66.82 | 224 | 0.875 | bilinear | -84.067 | -60.927 | +10 |
367 | cspresnet50 | 9.267 | 90.733 | 39.627 | 60.373 | 21.62 | 256 | 0.887 | bilinear | -84.473 | -59.013 | -20 |
368 | hrnet_w40 | 9.240 | 90.760 | 36.893 | 63.107 | 57.56 | 224 | 0.875 | bilinear | -84.250 | -61.837 | 0 |
369 | resnet33ts | 9.240 | 90.760 | 38.680 | 61.320 | 19.68 | 256 | 0.900 | bicubic | -84.360 | -59.860 | -11 |
370 | regnetx_120 | 9.187 | 90.813 | 37.187 | 62.813 | 46.11 | 224 | 0.875 | bicubic | -85.053 | -61.373 | -74 |
371 | seresnext26d_32x4d | 9.160 | 90.840 | 36.827 | 63.173 | 16.81 | 224 | 0.875 | bicubic | -83.530 | -61.323 | +52 |
372 | crossvit_tiny_240 | 9.107 | 90.893 | 34.587 | 65.413 | 7.01 | 240 | 0.875 | bicubic | -81.143 | -63.003 | +136 |
373 | resnest26d | 9.080 | 90.920 | 37.840 | 62.160 | 17.07 | 224 | 0.875 | bilinear | -84.240 | -60.190 | +10 |
374 | vit_tiny_patch16_224 | 9.067 | 90.933 | 34.600 | 65.400 | 5.72 | 224 | 0.900 | bicubic | -82.693 | -63.440 | +98 |
375 | regnety_040 | 9.013 | 90.987 | 37.040 | 62.960 | 20.65 | 224 | 0.875 | bicubic | -84.847 | -61.610 | -40 |
376 | vit_base_patch16_224_sam | 8.987 | 91.013 | 36.160 | 63.840 | 86.57 | 224 | 0.900 | bicubic | -85.153 | -62.510 | -64 |
377 | gluon_resnext50_32x4d | 8.973 | 91.027 | 36.307 | 63.693 | 25.03 | 224 | 0.875 | bicubic | -84.837 | -62.103 | -36 |
378 | rexnet_100 | 8.907 | 91.093 | 36.373 | 63.627 | 4.80 | 224 | 0.875 | bicubic | -84.123 | -62.017 | +21 |
379 | seresnext26t_32x4d | 8.893 | 91.107 | 36.920 | 63.080 | 16.81 | 224 | 0.875 | bicubic | -83.927 | -61.450 | +34 |
380 | bat_resnext26ts | 8.867 | 91.133 | 36.413 | 63.587 | 10.73 | 256 | 0.900 | bicubic | -84.463 | -61.937 | -1 |
381 | mobilenetv3_large_100_miil | 8.853 | 91.147 | 33.000 | 67.000 | 5.48 | 224 | 0.875 | bilinear | -83.407 | -64.640 | +66 |
382 | mixnet_l | 8.840 | 91.160 | 36.200 | 63.800 | 7.33 | 224 | 0.875 | bicubic | -84.610 | -62.020 | -10 |
383 | convit_tiny | 8.813 | 91.187 | 34.360 | 65.640 | 5.71 | 224 | 0.875 | bicubic | -81.827 | -63.380 | +120 |
384 | resnet32ts | 8.760 | 91.240 | 37.213 | 62.787 | 17.96 | 256 | 0.900 | bicubic | -84.710 | -61.277 | -15 |
385 | levit_128s | 8.720 | 91.280 | 33.120 | 66.880 | 7.78 | 224 | 0.900 | bicubic | -83.240 | -64.940 | +76 |
386 | gcresnext26ts | 8.693 | 91.307 | 35.720 | 64.280 | 10.48 | 256 | 0.900 | bicubic | -84.087 | -62.540 | +29 |
387 | dla169 | 8.640 | 91.360 | 36.040 | 63.960 | 53.39 | 224 | 0.875 | bilinear | -84.700 | -62.550 | -9 |
388 | mixer_b16_224 | 8.600 | 91.400 | 29.400 | 70.600 | 59.88 | 224 | 0.875 | bicubic | -83.260 | -67.850 | +79 |
389 | hrnet_w30 | 8.587 | 91.413 | 37.040 | 62.960 | 37.71 | 224 | 0.875 | bilinear | -84.603 | -61.370 | +1 |
390 | legacy_seresnet101 | 8.547 | 91.453 | 36.000 | 64.000 | 49.33 | 224 | 0.875 | bilinear | -84.753 | -62.510 | -4 |
391 | tf_efficientnet_b1_ap | 8.453 | 91.547 | 35.253 | 64.747 | 7.79 | 240 | 0.882 | bicubic | -85.237 | -63.107 | -39 |
392 | repvgg_b2 | 8.427 | 91.573 | 36.453 | 63.547 | 89.02 | 224 | 0.875 | bilinear | -85.063 | -62.127 | -25 |
393 | resmlp_12_distilled_224 | 8.307 | 91.693 | 36.853 | 63.147 | 15.35 | 224 | 0.875 | bicubic | -84.523 | -61.287 | +18 |
394 | crossvit_9_240 | 8.267 | 91.733 | 34.107 | 65.893 | 8.55 | 240 | 0.875 | bicubic | -82.373 | -63.633 | +108 |
395 | resnetblur50 | 8.253 | 91.747 | 37.360 | 62.640 | 25.56 | 224 | 0.875 | bicubic | -85.697 | -61.220 | -68 |
396 | dla102x | 8.200 | 91.800 | 37.013 | 62.987 | 26.31 | 224 | 0.875 | bilinear | -85.320 | -61.497 | -33 |
397 | eca_resnext26ts | 8.080 | 91.920 | 35.960 | 64.040 | 10.30 | 256 | 0.900 | bicubic | -84.530 | -62.300 | +32 |
398 | hrnet_w32 | 8.040 | 91.960 | 37.507 | 62.493 | 41.23 | 224 | 0.875 | bilinear | -85.490 | -60.953 | -36 |
399 | gluon_resnet101_v1c | 7.987 | 92.013 | 33.373 | 66.627 | 44.57 | 224 | 0.875 | bicubic | -85.673 | -65.047 | -46 |
400 | gluon_resnet50_v1d | 7.933 | 92.067 | 35.000 | 65.000 | 25.58 | 224 | 0.875 | bicubic | -85.837 | -63.390 | -57 |
401 | res2net50_26w_8s | 7.853 | 92.147 | 33.747 | 66.253 | 48.40 | 224 | 0.875 | bilinear | -85.557 | -64.533 | -27 |
402 | dla60_res2next | 7.787 | 92.213 | 34.973 | 65.027 | 17.03 | 224 | 0.875 | bilinear | -85.393 | -63.437 | -10 |
403 | densenetblur121d | 7.733 | 92.267 | 34.747 | 65.253 | 8.00 | 224 | 0.875 | bicubic | -84.177 | -63.323 | +61 |
404 | deit_tiny_distilled_patch16_224 | 7.693 | 92.307 | 33.560 | 66.440 | 5.91 | 224 | 0.900 | bicubic | -83.017 | -64.010 | +95 |
405 | tf_efficientnetv2_b1 | 7.693 | 92.307 | 34.627 | 65.373 | 8.14 | 240 | 0.882 | bicubic | -86.247 | -63.993 | -77 |
406 | dla60_res2net | 7.560 | 92.440 | 34.627 | 65.373 | 20.85 | 224 | 0.875 | bilinear | -85.620 | -63.793 | -15 |
407 | efficientnet_b1_pruned | 7.440 | 92.560 | 34.533 | 65.467 | 6.33 | 240 | 0.882 | bicubic | -85.330 | -63.507 | +9 |
408 | wide_resnet101_2 | 7.360 | 92.640 | 34.133 | 65.867 | 126.89 | 224 | 0.875 | bilinear | -86.360 | -64.407 | -59 |
409 | regnetx_064 | 7.347 | 92.653 | 34.347 | 65.653 | 26.21 | 224 | 0.875 | bicubic | -86.543 | -64.283 | -76 |
410 | deit_tiny_patch16_224 | 7.320 | 92.680 | 30.733 | 69.267 | 5.72 | 224 | 0.900 | bicubic | -82.350 | -66.707 | +109 |
411 | gluon_resnet101_v1b | 7.253 | 92.747 | 32.760 | 67.240 | 44.55 | 224 | 0.875 | bicubic | -86.497 | -65.620 | -66 |
412 | hardcorenas_e | 7.240 | 92.760 | 33.320 | 66.680 | 8.07 | 224 | 0.875 | bilinear | -85.330 | -64.790 | +19 |
413 | efficientnet_b0 | 7.213 | 92.787 | 34.013 | 65.987 | 5.29 | 224 | 0.875 | bicubic | -85.477 | -64.057 | +9 |
414 | gluon_resnet50_v1s | 7.213 | 92.787 | 33.507 | 66.493 | 25.68 | 224 | 0.875 | bicubic | -86.407 | -64.953 | -58 |
415 | tf_mixnet_l | 7.133 | 92.867 | 31.600 | 68.400 | 7.33 | 224 | 0.875 | bicubic | -86.187 | -67.030 | -34 |
416 | tf_efficientnet_b1 | 7.133 | 92.867 | 33.040 | 66.960 | 7.79 | 240 | 0.882 | bicubic | -86.367 | -65.260 | -50 |
417 | tf_efficientnet_cc_b0_8e | 7.120 | 92.880 | 31.787 | 68.213 | 24.01 | 224 | 0.875 | bicubic | -85.710 | -66.393 | -5 |
418 | convmixer_1024_20_ks9_p14 | 7.080 | 92.920 | 33.053 | 66.947 | 24.38 | 224 | 0.960 | bicubic | -85.340 | -65.217 | +21 |
419 | seresnext26ts | 7.053 | 92.947 | 34.920 | 65.080 | 10.39 | 256 | 0.900 | bicubic | -85.637 | -63.370 | +5 |
420 | resmlp_12_224 | 7.000 | 93.000 | 33.933 | 66.067 | 15.35 | 224 | 0.875 | bicubic | -85.210 | -64.227 | +30 |
421 | hardcorenas_f | 6.827 | 93.173 | 34.120 | 65.880 | 8.20 | 224 | 0.875 | bilinear | -86.123 | -64.040 | -16 |
422 | ese_vovnet19b_dw | 6.733 | 93.267 | 33.400 | 66.600 | 6.54 | 224 | 0.875 | bicubic | -85.547 | -64.690 | +23 |
423 | selecsls60b | 6.720 | 93.280 | 33.293 | 66.707 | 32.77 | 224 | 0.875 | bicubic | -86.580 | -64.987 | -36 |
424 | res2net50_26w_6s | 6.707 | 93.293 | 31.640 | 68.360 | 37.05 | 224 | 0.875 | bilinear | -86.703 | -66.540 | -49 |
425 | efficientnet_es | 6.680 | 93.320 | 33.840 | 66.160 | 5.44 | 224 | 0.875 | bicubic | -86.460 | -64.580 | -32 |
426 | legacy_seresnext26_32x4d | 6.627 | 93.373 | 33.240 | 66.760 | 16.79 | 224 | 0.875 | bicubic | -86.013 | -64.890 | +1 |
427 | mixnet_m | 6.627 | 93.373 | 32.053 | 67.947 | 5.01 | 224 | 0.875 | bicubic | -85.803 | -65.817 | +11 |
428 | pit_ti_distilled_224 | 6.627 | 93.373 | 30.720 | 69.280 | 5.10 | 224 | 0.900 | bicubic | -84.273 | -66.990 | +68 |
429 | tinynet_a | 6.627 | 93.373 | 32.213 | 67.787 | 6.19 | 192 | 0.875 | bicubic | -85.813 | -65.867 | +8 |
430 | skresnet34 | 6.480 | 93.520 | 31.573 | 68.427 | 22.28 | 224 | 0.875 | bicubic | -85.910 | -66.577 | +12 |
431 | repvgg_b1 | 6.453 | 93.547 | 33.787 | 66.213 | 57.42 | 224 | 0.875 | bilinear | -86.877 | -64.723 | -50 |
432 | hardcorenas_d | 6.427 | 93.573 | 32.200 | 67.800 | 7.50 | 224 | 0.875 | bilinear | -85.973 | -65.870 | +8 |
433 | dla60x | 6.413 | 93.587 | 34.120 | 65.880 | 17.35 | 224 | 0.875 | bilinear | -86.707 | -64.390 | -39 |
434 | resnet34d | 6.400 | 93.600 | 31.480 | 68.520 | 21.82 | 224 | 0.875 | bicubic | -86.280 | -66.830 | -9 |
435 | regnetx_080 | 6.307 | 93.693 | 32.307 | 67.693 | 39.57 | 224 | 0.875 | bicubic | -87.563 | -66.213 | -101 |
436 | swsl_resnet18 | 6.240 | 93.760 | 31.613 | 68.387 | 11.69 | 224 | 0.875 | bilinear | -84.450 | -66.087 | +65 |
437 | legacy_seresnet50 | 6.187 | 93.813 | 32.667 | 67.333 | 28.09 | 224 | 0.875 | bilinear | -86.773 | -65.523 | -33 |
438 | resnet26t | 6.120 | 93.880 | 32.240 | 67.760 | 16.01 | 256 | 0.940 | bicubic | -86.630 | -65.990 | -20 |
439 | pit_ti_224 | 6.107 | 93.893 | 30.253 | 69.747 | 4.85 | 224 | 0.900 | bicubic | -83.843 | -67.197 | +75 |
440 | tv_resnet152 | 6.027 | 93.973 | 32.053 | 67.947 | 60.19 | 224 | 0.875 | bilinear | -87.283 | -66.337 | -55 |
441 | regnetx_040 | 5.973 | 94.027 | 31.587 | 68.413 | 22.12 | 224 | 0.875 | bicubic | -87.577 | -66.963 | -80 |
442 | tf_efficientnet_cc_b0_4e | 5.973 | 94.027 | 29.600 | 70.400 | 13.31 | 224 | 0.875 | bicubic | -86.627 | -68.480 | -12 |
443 | tf_efficientnetv2_b0 | 5.907 | 94.093 | 30.787 | 69.213 | 7.14 | 224 | 0.875 | bicubic | -87.203 | -67.603 | -46 |
444 | dla102 | 5.880 | 94.120 | 32.760 | 67.240 | 33.27 | 224 | 0.875 | bilinear | -87.180 | -65.790 | -46 |
445 | mixer_l16_224 | 5.867 | 94.133 | 18.533 | 81.467 | 208.20 | 224 | 0.875 | bicubic | -81.283 | -74.977 | +93 |
446 | regnety_016 | 5.680 | 94.320 | 30.440 | 69.560 | 11.20 | 224 | 0.875 | bicubic | -87.350 | -67.920 | -46 |
447 | selecsls60 | 5.653 | 94.347 | 32.493 | 67.507 | 30.67 | 224 | 0.875 | bicubic | -87.367 | -65.817 | -45 |
448 | hardcorenas_c | 5.640 | 94.360 | 30.400 | 69.600 | 5.52 | 224 | 0.875 | bilinear | -86.380 | -67.440 | +11 |
449 | res2next50 | 5.640 | 94.360 | 30.867 | 69.133 | 24.67 | 224 | 0.875 | bilinear | -87.220 | -67.323 | -40 |
450 | hrnet_w18 | 5.480 | 94.520 | 30.947 | 69.053 | 21.30 | 224 | 0.875 | bilinear | -86.840 | -67.303 | -6 |
451 | resnest14d | 5.467 | 94.533 | 28.560 | 71.440 | 10.61 | 224 | 0.875 | bilinear | -86.253 | -69.310 | +23 |
452 | tf_efficientnet_lite2 | 5.360 | 94.640 | 30.893 | 69.107 | 6.09 | 260 | 0.890 | bicubic | -87.290 | -67.337 | -26 |
453 | tf_efficientnet_em | 5.347 | 94.653 | 31.093 | 68.907 | 6.90 | 240 | 0.882 | bicubic | -87.583 | -67.107 | -47 |
454 | gernet_s | 5.307 | 94.693 | 30.120 | 69.880 | 8.17 | 224 | 0.875 | bilinear | -86.833 | -68.070 | -1 |
455 | densenet121 | 5.293 | 94.707 | 29.893 | 70.107 | 7.98 | 224 | 0.875 | bicubic | -86.287 | -68.137 | +20 |
456 | tf_efficientnet_b0_ap | 5.293 | 94.707 | 28.813 | 71.187 | 5.29 | 224 | 0.875 | bicubic | -86.907 | -69.207 | -5 |
457 | repvgg_b1g4 | 5.280 | 94.720 | 30.813 | 69.187 | 39.97 | 224 | 0.875 | bilinear | -87.700 | -67.617 | -54 |
458 | xcit_nano_12_p16_224_dist | 5.213 | 94.787 | 26.560 | 73.440 | 3.05 | 224 | 1.000 | bicubic | -84.467 | -70.530 | +60 |
459 | res2net50_26w_4s | 5.160 | 94.840 | 29.360 | 70.640 | 25.70 | 224 | 0.875 | bilinear | -87.330 | -68.700 | -23 |
460 | tf_mixnet_m | 5.080 | 94.920 | 28.133 | 71.867 | 5.01 | 224 | 0.875 | bicubic | -87.250 | -69.757 | -17 |
461 | vit_tiny_r_s16_p8_224 | 5.080 | 94.920 | 27.040 | 72.960 | 6.34 | 224 | 0.900 | bicubic | -84.090 | -70.190 | +62 |
462 | mobilenetv3_large_100 | 5.067 | 94.933 | 28.200 | 71.800 | 5.48 | 224 | 0.875 | bicubic | -86.263 | -69.510 | +18 |
463 | tf_efficientnet_b0 | 5.053 | 94.947 | 28.787 | 71.213 | 5.29 | 224 | 0.875 | bicubic | -87.207 | -69.213 | -15 |
464 | res2net50_14w_8s | 5.040 | 94.960 | 28.773 | 71.227 | 25.06 | 224 | 0.875 | bilinear | -87.700 | -69.407 | -44 |
465 | hardcorenas_b | 4.947 | 95.053 | 28.120 | 71.880 | 5.18 | 224 | 0.875 | bilinear | -86.833 | -69.660 | +6 |
466 | mixnet_s | 4.907 | 95.093 | 28.573 | 71.427 | 4.13 | 224 | 0.875 | bicubic | -86.923 | -69.117 | +3 |
467 | mobilenetv3_rw | 4.907 | 95.093 | 29.853 | 70.147 | 5.48 | 224 | 0.875 | bicubic | -86.303 | -67.807 | +16 |
468 | gluon_resnet50_v1c | 4.893 | 95.107 | 28.133 | 71.867 | 25.58 | 224 | 0.875 | bicubic | -88.137 | -70.057 | -67 |
469 | hardcorenas_a | 4.867 | 95.133 | 28.120 | 71.880 | 5.26 | 224 | 0.875 | bilinear | -86.483 | -69.740 | +10 |
470 | regnetx_032 | 4.853 | 95.147 | 30.280 | 69.720 | 15.30 | 224 | 0.875 | bicubic | -88.267 | -68.110 | -75 |
471 | xcit_nano_12_p16_224 | 4.853 | 95.147 | 25.453 | 74.547 | 3.05 | 224 | 1.000 | bicubic | -83.757 | -71.337 | +60 |
472 | tv_resnext50_32x4d | 4.840 | 95.160 | 30.307 | 69.693 | 25.03 | 224 | 0.875 | bilinear | -87.910 | -67.963 | -53 |
473 | densenet161 | 4.720 | 95.280 | 29.533 | 70.467 | 28.68 | 224 | 0.875 | bicubic | -87.770 | -68.757 | -38 |
474 | tv_resnet101 | 4.707 | 95.293 | 29.347 | 70.653 | 44.55 | 224 | 0.875 | bilinear | -88.113 | -68.903 | -60 |
475 | resnext26ts | 4.680 | 95.320 | 29.013 | 70.987 | 10.30 | 256 | 0.900 | bicubic | -87.190 | -68.907 | -9 |
476 | selecsls42b | 4.667 | 95.333 | 28.587 | 71.413 | 32.46 | 224 | 0.875 | bicubic | -87.613 | -69.553 | -30 |
477 | tf_efficientnet_lite1 | 4.613 | 95.387 | 28.387 | 71.613 | 5.42 | 240 | 0.882 | bicubic | -88.007 | -69.683 | -49 |
478 | mobilenetv2_120d | 4.533 | 95.467 | 29.280 | 70.720 | 5.83 | 224 | 0.875 | bicubic | -87.867 | -68.770 | -37 |
479 | vit_base_patch32_224_sam | 4.333 | 95.667 | 24.387 | 75.613 | 88.22 | 224 | 0.900 | bicubic | -85.417 | -72.613 | +37 |
480 | efficientnet_es_pruned | 4.213 | 95.787 | 26.533 | 73.467 | 5.44 | 224 | 0.875 | bicubic | -86.967 | -71.217 | +5 |
481 | tinynet_b | 4.187 | 95.813 | 26.707 | 73.293 | 3.73 | 188 | 0.875 | bicubic | -86.743 | -70.963 | +13 |
482 | fbnetc_100 | 4.133 | 95.867 | 25.933 | 74.067 | 5.57 | 224 | 0.875 | bilinear | -86.577 | -71.277 | +18 |
483 | densenet201 | 4.120 | 95.880 | 27.547 | 72.453 | 20.01 | 224 | 0.875 | bicubic | -88.630 | -70.683 | -66 |
484 | gluon_resnet50_v1b | 4.120 | 95.880 | 26.920 | 73.080 | 25.56 | 224 | 0.875 | bicubic | -88.420 | -71.250 | -52 |
485 | resnet26d | 4.040 | 95.960 | 28.507 | 71.493 | 16.01 | 224 | 0.875 | bicubic | -88.030 | -69.463 | -30 |
486 | semnasnet_100 | 3.960 | 96.040 | 26.947 | 73.053 | 3.89 | 224 | 0.875 | bicubic | -87.310 | -70.613 | -5 |
487 | repvgg_a2 | 3.947 | 96.053 | 27.240 | 72.760 | 28.21 | 224 | 0.875 | bilinear | -87.993 | -70.910 | -25 |
488 | tf_mixnet_s | 3.880 | 96.120 | 25.267 | 74.733 | 4.13 | 224 | 0.875 | bicubic | -87.630 | -72.353 | -12 |
489 | dpn68 | 3.853 | 96.147 | 26.080 | 73.920 | 12.61 | 224 | 0.875 | bicubic | -88.177 | -71.970 | -31 |
490 | semnasnet_075 | 3.853 | 96.147 | 27.013 | 72.987 | 2.91 | 224 | 0.875 | bicubic | -86.227 | -70.567 | +22 |
491 | regnety_008 | 3.813 | 96.187 | 27.133 | 72.867 | 6.26 | 224 | 0.875 | bicubic | -87.907 | -71.047 | -18 |
492 | tf_efficientnet_es | 3.813 | 96.187 | 26.093 | 73.907 | 5.44 | 224 | 0.875 | bicubic | -88.167 | -71.777 | -32 |
493 | dla60 | 3.773 | 96.227 | 27.973 | 72.027 | 22.04 | 224 | 0.875 | bilinear | -88.457 | -70.137 | -44 |
494 | ssl_resnet18 | 3.747 | 96.253 | 25.440 | 74.560 | 11.69 | 224 | 0.875 | bilinear | -86.473 | -72.110 | +15 |
495 | mobilenetv2_140 | 3.720 | 96.280 | 26.787 | 73.213 | 6.11 | 224 | 0.875 | bicubic | -88.120 | -71.063 | -27 |
496 | densenet169 | 3.707 | 96.293 | 25.613 | 74.387 | 14.15 | 224 | 0.875 | bicubic | -88.213 | -72.487 | -33 |
497 | regnetx_016 | 3.627 | 96.373 | 26.293 | 73.707 | 9.19 | 224 | 0.875 | bicubic | -88.533 | -71.917 | -45 |
498 | res2net50_48w_2s | 3.587 | 96.413 | 26.600 | 73.400 | 25.29 | 224 | 0.875 | bilinear | -88.953 | -71.490 | -65 |
499 | spnasnet_100 | 3.547 | 96.453 | 24.293 | 75.707 | 4.42 | 224 | 0.875 | bilinear | -86.803 | -72.897 | +8 |
500 | tf_mobilenetv3_large_100 | 3.547 | 96.453 | 25.053 | 74.947 | 5.48 | 224 | 0.875 | bilinear | -87.693 | -72.607 | -18 |
501 | regnety_006 | 3.453 | 96.547 | 24.893 | 75.107 | 6.06 | 224 | 0.875 | bicubic | -87.927 | -72.817 | -23 |
502 | legacy_seresnet34 | 3.333 | 96.667 | 23.813 | 76.187 | 21.96 | 224 | 0.875 | bilinear | -87.567 | -73.767 | -7 |
503 | efficientnet_lite0 | 3.253 | 96.747 | 25.867 | 74.133 | 4.65 | 224 | 0.875 | bicubic | -87.877 | -71.753 | -17 |
504 | dla34 | 3.240 | 96.760 | 23.573 | 76.427 | 15.74 | 224 | 0.875 | bilinear | -87.530 | -74.087 | -6 |
505 | ghostnet_100 | 3.213 | 96.787 | 24.853 | 75.147 | 5.18 | 224 | 0.875 | bilinear | -86.817 | -72.517 | +8 |
506 | regnety_004 | 3.200 | 96.800 | 22.653 | 77.347 | 4.34 | 224 | 0.875 | bicubic | -87.290 | -74.887 | -1 |
507 | mobilenetv2_110d | 3.173 | 96.827 | 24.587 | 75.413 | 4.52 | 224 | 0.875 | bicubic | -87.787 | -72.973 | -14 |
508 | mnasnet_100 | 3.120 | 96.880 | 24.227 | 75.773 | 4.38 | 224 | 0.875 | bicubic | -87.390 | -73.243 | -4 |
509 | tinynet_c | 3.107 | 96.893 | 21.520 | 78.480 | 2.46 | 184 | 0.875 | bicubic | -84.663 | -74.850 | +25 |
510 | tf_efficientnet_lite0 | 3.093 | 96.907 | 22.933 | 77.067 | 4.65 | 224 | 0.875 | bicubic | -87.957 | -74.657 | -20 |
511 | skresnet18 | 3.000 | 97.000 | 22.813 | 77.187 | 11.96 | 224 | 0.875 | bicubic | -86.660 | -74.417 | +9 |
512 | vgg19_bn | 2.947 | 97.053 | 23.480 | 76.520 | 143.68 | 224 | 0.875 | bilinear | -87.133 | -73.950 | -1 |
513 | resnet34 | 2.920 | 97.080 | 23.680 | 76.320 | 21.80 | 224 | 0.875 | bilinear | -88.210 | -73.940 | -26 |
514 | tf_mobilenetv3_large_075 | 2.867 | 97.133 | 21.587 | 78.413 | 3.99 | 224 | 0.875 | bilinear | -86.813 | -75.623 | +3 |
515 | tinynet_d | 2.867 | 97.133 | 17.787 | 82.213 | 2.34 | 152 | 0.875 | bicubic | -81.883 | -77.393 | +30 |
516 | hrnet_w18_small_v2 | 2.707 | 97.293 | 23.707 | 76.293 | 15.60 | 224 | 0.875 | bilinear | -88.483 | -74.193 | -32 |
517 | gluon_resnet34_v1b | 2.667 | 97.333 | 21.667 | 78.333 | 21.80 | 224 | 0.875 | bicubic | -88.293 | -75.973 | -25 |
518 | regnetx_008 | 2.653 | 97.347 | 22.467 | 77.533 | 7.26 | 224 | 0.875 | bicubic | -88.397 | -75.243 | -29 |
519 | vgg16_bn | 2.653 | 97.347 | 23.787 | 76.213 | 138.37 | 224 | 0.875 | bilinear | -87.437 | -73.583 | -9 |
520 | vgg16 | 2.627 | 97.373 | 20.427 | 79.573 | 138.36 | 224 | 0.875 | bilinear | -85.923 | -76.363 | +12 |
521 | lcnet_100 | 2.613 | 97.387 | 20.880 | 79.120 | 2.95 | 224 | 0.875 | bicubic | -86.177 | -75.850 | +8 |
522 | resnet18d | 2.600 | 97.400 | 21.600 | 78.400 | 11.71 | 224 | 0.875 | bicubic | -86.670 | -75.540 | 0 |
523 | tv_densenet121 | 2.560 | 97.440 | 22.667 | 77.333 | 7.98 | 224 | 0.875 | bicubic | -88.330 | -75.043 | -26 |
524 | repvgg_b0 | 2.547 | 97.453 | 24.027 | 75.973 | 15.82 | 224 | 0.875 | bilinear | -88.873 | -73.963 | -47 |
525 | regnetx_006 | 2.520 | 97.480 | 20.627 | 79.373 | 6.20 | 224 | 0.875 | bicubic | -87.830 | -76.803 | -19 |
526 | legacy_seresnet18 | 2.493 | 97.507 | 20.080 | 79.920 | 11.78 | 224 | 0.875 | bicubic | -86.387 | -76.900 | +2 |
527 | resnet26 | 2.480 | 97.520 | 23.027 | 76.973 | 16.00 | 224 | 0.875 | bicubic | -88.640 | -74.723 | -39 |
528 | lcnet_075 | 2.320 | 97.680 | 17.147 | 82.853 | 2.36 | 224 | 0.875 | bicubic | -83.670 | -78.533 | +15 |
529 | regnety_002 | 2.160 | 97.840 | 18.893 | 81.107 | 3.16 | 224 | 0.875 | bicubic | -85.220 | -77.697 | +8 |
530 | mobilenetv2_100 | 2.147 | 97.853 | 19.907 | 80.093 | 3.50 | 224 | 0.875 | bicubic | -87.463 | -77.243 | -9 |
531 | vgg19 | 2.107 | 97.893 | 20.747 | 79.253 | 143.67 | 224 | 0.875 | bilinear | -86.933 | -76.123 | -6 |
532 | vgg13_bn | 2.093 | 97.907 | 20.307 | 79.693 | 133.05 | 224 | 0.875 | bilinear | -86.667 | -76.663 | -2 |
533 | mnasnet_small | 2.040 | 97.960 | 14.973 | 85.027 | 2.03 | 224 | 0.875 | bicubic | -81.950 | -79.947 | +14 |
534 | tf_mobilenetv3_small_100 | 2.013 | 97.987 | 15.853 | 84.147 | 2.54 | 224 | 0.875 | bilinear | -83.197 | -79.917 | +10 |
535 | tf_mobilenetv3_small_075 | 2.000 | 98.000 | 14.813 | 85.187 | 2.04 | 224 | 0.875 | bilinear | -81.510 | -79.987 | +15 |
536 | regnetx_004 | 1.960 | 98.040 | 19.173 | 80.827 | 5.16 | 224 | 0.875 | bicubic | -86.940 | -77.947 | -9 |
537 | vgg13 | 1.867 | 98.133 | 17.960 | 82.040 | 133.05 | 224 | 0.875 | bilinear | -85.183 | -78.360 | +1 |
538 | tv_resnet34 | 1.867 | 98.133 | 20.000 | 80.000 | 21.80 | 224 | 0.875 | bilinear | -88.063 | -77.340 | -22 |
539 | tinynet_e | 1.853 | 98.147 | 14.013 | 85.987 | 2.04 | 106 | 0.875 | bicubic | -77.047 | -78.547 | +14 |
540 | lcnet_050 | 1.813 | 98.187 | 13.880 | 86.120 | 1.88 | 224 | 0.875 | bicubic | -79.967 | -79.830 | +11 |
541 | dla46x_c | 1.760 | 98.240 | 16.480 | 83.520 | 1.07 | 224 | 0.875 | bilinear | -82.490 | -78.790 | +5 |
542 | vgg11_bn | 1.720 | 98.280 | 18.093 | 81.907 | 132.87 | 224 | 0.875 | bilinear | -85.780 | -78.727 | -7 |
543 | tf_mobilenetv3_large_minimal_100 | 1.627 | 98.373 | 17.133 | 82.867 | 3.92 | 224 | 0.875 | bilinear | -87.333 | -79.727 | -17 |
544 | dla60x_c | 1.613 | 98.387 | 18.040 | 81.960 | 1.32 | 224 | 0.875 | bilinear | -84.677 | -78.120 | -3 |
545 | mobilenetv2_050 | 1.613 | 98.387 | 14.200 | 85.800 | 1.97 | 224 | 0.875 | bicubic | -82.277 | -80.510 | +3 |
546 | vgg11 | 1.560 | 98.440 | 16.227 | 83.773 | 132.86 | 224 | 0.875 | bilinear | -84.990 | -80.053 | -6 |
547 | gluon_resnet18_v1b | 1.547 | 98.453 | 16.613 | 83.387 | 11.69 | 224 | 0.875 | bicubic | -86.853 | -80.067 | -14 |
548 | hrnet_w18_small | 1.547 | 98.453 | 18.147 | 81.853 | 13.19 | 224 | 0.875 | bilinear | -87.503 | -78.963 | -24 |
549 | dla46_c | 1.507 | 98.493 | 15.267 | 84.733 | 1.30 | 224 | 0.875 | bilinear | -82.143 | -79.653 | 0 |
550 | regnetx_002 | 1.373 | 98.627 | 15.027 | 84.973 | 2.68 | 224 | 0.875 | bicubic | -84.817 | -80.953 | -8 |
551 | resnet18 | 1.160 | 98.840 | 16.227 | 83.773 | 11.69 | 224 | 0.875 | bilinear | -86.230 | -80.063 | -15 |
552 | tf_mobilenetv3_small_minimal_100 | 1.013 | 98.987 | 11.493 | 88.507 | 2.04 | 224 | 0.875 | bilinear | -80.367 | -82.177 | 0 |
553 | tv_resnet50 | 0.000 | 100.000 | 14.453 | 85.547 | 25.56 | 224 | 0.875 | bilinear | -91.880 | -83.587 | -88 |