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29 KiB
29 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 | -7.774 | -2.816 | +1 |
3 | tf_efficientnet_l2_ns | 80.250 | 19.750 | 95.840 | 4.160 | 480.31 | 800 | 0.960 | bicubic | -8.102 | -2.810 | -1 |
4 | tf_efficientnet_b7_ns | 78.510 | 21.490 | 94.380 | 5.620 | 66.35 | 600 | 0.949 | bicubic | -8.330 | -3.714 | +1 |
5 | tf_efficientnet_b6_ns | 77.280 | 22.720 | 93.890 | 6.110 | 43.04 | 528 | 0.942 | bicubic | -9.172 | -3.992 | +1 |
6 | swin_large_patch4_window12_384 | 77.040 | 22.960 | 93.750 | 6.250 | 196.74 | 384 | 1.000 | bicubic | -10.108 | -4.484 | -2 |
7 | ig_resnext101_32x48d | 76.870 | 23.130 | 93.310 | 6.690 | 828.41 | 224 | 0.875 | bilinear | -8.558 | -4.262 | +7 |
8 | ig_resnext101_32x32d | 76.840 | 23.160 | 93.200 | 6.800 | 468.53 | 224 | 0.875 | bilinear | -8.254 | -4.238 | +14 |
9 | tf_efficientnet_b5_ns | 76.810 | 23.190 | 93.580 | 6.420 | 30.39 | 456 | 0.934 | bicubic | -9.278 | -4.172 | +1 |
10 | swin_base_patch4_window12_384 | 76.280 | 23.720 | 93.320 | 6.680 | 87.90 | 384 | 1.000 | bicubic | -10.152 | -4.738 | -3 |
11 | swin_large_patch4_window7_224 | 76.270 | 23.730 | 93.420 | 6.580 | 196.53 | 224 | 0.900 | bicubic | -10.050 | -4.476 | -3 |
12 | dm_nfnet_f6 | 76.180 | 23.820 | 93.220 | 6.780 | 438.36 | 576 | 0.956 | bicubic | -10.116 | -4.524 | -3 |
13 | tf_efficientnet_b7_ap | 76.090 | 23.910 | 92.970 | 7.030 | 66.35 | 600 | 0.949 | bicubic | -9.030 | -4.282 | +8 |
14 | tf_efficientnet_b8_ap | 76.090 | 23.910 | 92.730 | 7.270 | 87.41 | 672 | 0.954 | bicubic | -9.280 | -4.564 | +3 |
15 | dm_nfnet_f4 | 75.750 | 24.250 | 92.790 | 7.210 | 316.07 | 512 | 0.951 | bicubic | -9.908 | -4.720 | -3 |
16 | ig_resnext101_32x16d | 75.720 | 24.280 | 92.910 | 7.090 | 194.03 | 224 | 0.875 | bilinear | -8.450 | -4.286 | +21 |
17 | tf_efficientnet_b4_ns | 75.670 | 24.330 | 93.050 | 6.950 | 19.34 | 380 | 0.922 | bicubic | -9.492 | -4.420 | +2 |
18 | vit_base_r50_s16_384 | 75.590 | 24.410 | 92.790 | 7.210 | 98.95 | 384 | 1.000 | bicubic | -9.382 | -4.498 | +7 |
19 | vit_deit_base_distilled_patch16_384 | 75.550 | 24.450 | 92.500 | 7.500 | 87.63 | 384 | 1.000 | bicubic | -9.872 | -4.832 | -4 |
20 | swsl_resnext101_32x8d | 75.430 | 24.570 | 92.760 | 7.240 | 88.79 | 224 | 0.875 | bilinear | -8.854 | -4.416 | +14 |
21 | dm_nfnet_f3 | 75.410 | 24.590 | 92.830 | 7.170 | 254.92 | 416 | 0.940 | bicubic | -10.150 | -4.576 | -8 |
22 | tf_efficientnet_b6_ap | 75.380 | 24.620 | 92.440 | 7.560 | 43.04 | 528 | 0.942 | bicubic | -9.408 | -4.698 | +6 |
23 | vit_large_patch16_384 | 75.150 | 24.850 | 92.660 | 7.340 | 304.72 | 384 | 1.000 | bicubic | -10.008 | -4.696 | -3 |
24 | ecaresnet269d | 75.120 | 24.880 | 92.840 | 7.160 | 102.09 | 352 | 1.000 | bicubic | -9.856 | -4.386 | 0 |
25 | tf_efficientnet_b8 | 74.940 | 25.060 | 92.310 | 7.690 | 87.41 | 672 | 0.954 | bicubic | -10.430 | -5.080 | -9 |
26 | dm_nfnet_f5 | 74.790 | 25.210 | 92.460 | 7.540 | 377.21 | 544 | 0.954 | bicubic | -10.924 | -4.982 | -15 |
27 | tf_efficientnet_b7 | 74.720 | 25.280 | 92.220 | 7.780 | 66.35 | 600 | 0.949 | bicubic | -10.216 | -4.984 | -1 |
28 | tf_efficientnet_b5_ap | 74.600 | 25.400 | 91.990 | 8.010 | 30.39 | 456 | 0.934 | bicubic | -9.652 | -4.984 | +7 |
29 | swin_base_patch4_window7_224 | 74.570 | 25.430 | 92.560 | 7.440 | 87.77 | 224 | 0.900 | bicubic | -10.682 | -5.002 | -11 |
30 | seresnet152d | 74.510 | 25.490 | 92.080 | 7.920 | 66.84 | 320 | 1.000 | bicubic | -9.852 | -4.960 | +3 |
31 | resnest200e | 74.480 | 25.520 | 91.860 | 8.140 | 70.20 | 320 | 0.909 | bicubic | -9.352 | -5.034 | +12 |
32 | dm_nfnet_f2 | 74.450 | 25.550 | 92.230 | 7.770 | 193.78 | 352 | 0.920 | bicubic | -10.540 | -4.914 | -9 |
33 | dm_nfnet_f1 | 74.400 | 25.600 | 92.350 | 7.650 | 132.63 | 320 | 0.910 | bicubic | -10.204 | -4.718 | -4 |
34 | resnest269e | 74.170 | 25.830 | 91.950 | 8.050 | 110.93 | 416 | 0.928 | bicubic | -10.348 | -5.036 | -4 |
35 | pit_b_distilled_224 | 74.160 | 25.840 | 91.680 | 8.320 | 74.79 | 224 | 0.900 | bicubic | -9.984 | -5.176 | +3 |
36 | swsl_resnext101_32x4d | 74.140 | 25.860 | 91.990 | 8.010 | 44.18 | 224 | 0.875 | bilinear | -9.090 | -4.770 | +16 |
37 | vit_base_patch16_384 | 74.130 | 25.870 | 92.360 | 7.640 | 86.86 | 384 | 1.000 | bicubic | -10.080 | -4.858 | -1 |
38 | eca_nfnet_l1 | 74.060 | 25.940 | 92.120 | 7.880 | 41.41 | 320 | 1.000 | bicubic | -9.948 | -4.908 | +3 |
39 | swsl_resnext101_32x16d | 74.020 | 25.980 | 92.160 | 7.840 | 194.03 | 224 | 0.875 | bilinear | -9.326 | -4.686 | +10 |
40 | resnetv2_152x4_bitm | 74.000 | 26.000 | 92.340 | 7.660 | 936.53 | 480 | 1.000 | bilinear | -10.932 | -5.096 | -13 |
41 | tf_efficientnet_b6 | 73.900 | 26.100 | 91.750 | 8.250 | 43.04 | 528 | 0.942 | bicubic | -10.210 | -5.136 | -2 |
42 | tf_efficientnet_b3_ns | 73.890 | 26.110 | 91.870 | 8.130 | 12.23 | 300 | 0.904 | bicubic | -10.158 | -5.040 | -2 |
43 | resnet200d | 73.680 | 26.320 | 91.570 | 8.430 | 64.69 | 320 | 1.000 | bicubic | -10.282 | -5.254 | -1 |
44 | ig_resnext101_32x8d | 73.650 | 26.350 | 92.190 | 7.810 | 88.79 | 224 | 0.875 | bilinear | -9.038 | -4.446 | +19 |
45 | resnetv2_152x2_bitm | 73.630 | 26.370 | 92.590 | 7.410 | 236.34 | 480 | 1.000 | bilinear | -10.810 | -4.856 | -14 |
46 | tf_efficientnet_b5 | 73.550 | 26.450 | 91.460 | 8.540 | 30.39 | 456 | 0.934 | bicubic | -10.262 | -5.288 | -2 |
47 | resnetv2_101x3_bitm | 73.530 | 26.470 | 92.570 | 7.430 | 387.93 | 480 | 1.000 | bilinear | -10.864 | -4.792 | -15 |
48 | resnet152d | 73.520 | 26.480 | 91.230 | 8.770 | 60.21 | 320 | 1.000 | bicubic | -10.160 | -5.508 | -1 |
49 | regnety_160 | 73.360 | 26.640 | 91.690 | 8.310 | 83.59 | 288 | 1.000 | bicubic | -10.326 | -5.086 | -3 |
50 | vit_deit_base_distilled_patch16_224 | 73.240 | 26.760 | 91.000 | 9.000 | 87.34 | 224 | 0.900 | bicubic | -10.148 | -5.488 | -2 |
51 | tf_efficientnet_b4_ap | 72.890 | 27.110 | 90.980 | 9.020 | 19.34 | 380 | 0.922 | bicubic | -10.358 | -5.412 | 0 |
52 | dm_nfnet_f0 | 72.790 | 27.210 | 91.040 | 8.960 | 71.49 | 256 | 0.900 | bicubic | -10.552 | -5.520 | -2 |
53 | regnety_032 | 72.770 | 27.230 | 90.950 | 9.050 | 19.44 | 288 | 1.000 | bicubic | -9.954 | -5.474 | +9 |
54 | pnasnet5large | 72.610 | 27.390 | 90.510 | 9.490 | 86.06 | 331 | 0.911 | bicubic | -10.172 | -5.530 | +5 |
55 | nfnet_l0 | 72.610 | 27.390 | 91.010 | 8.990 | 35.07 | 288 | 1.000 | bicubic | -10.150 | -5.488 | +7 |
56 | resnest101e | 72.570 | 27.430 | 90.820 | 9.180 | 48.28 | 256 | 0.875 | bilinear | -10.320 | -5.500 | +3 |
57 | swsl_resnext50_32x4d | 72.560 | 27.440 | 90.870 | 9.130 | 25.03 | 224 | 0.875 | bilinear | -9.622 | -5.360 | +15 |
58 | tresnet_xl_448 | 72.550 | 27.450 | 90.310 | 9.690 | 78.44 | 448 | 0.875 | bilinear | -10.500 | -5.864 | -2 |
59 | vit_deit_base_patch16_384 | 72.530 | 27.470 | 90.250 | 9.750 | 86.86 | 384 | 1.000 | bicubic | -10.576 | -6.122 | -5 |
60 | resnet101d | 72.410 | 27.590 | 90.650 | 9.350 | 44.57 | 320 | 1.000 | bicubic | -10.612 | -5.796 | -3 |
61 | tf_efficientnet_b4 | 72.290 | 27.710 | 90.590 | 9.410 | 19.34 | 380 | 0.922 | bicubic | -10.732 | -5.710 | -3 |
62 | tf_efficientnet_b2_ns | 72.280 | 27.720 | 91.090 | 8.910 | 9.11 | 260 | 0.890 | bicubic | -10.100 | -5.158 | +5 |
63 | vit_large_patch16_224 | 72.250 | 27.750 | 90.990 | 9.010 | 304.33 | 224 | 0.900 | bicubic | -10.812 | -5.448 | -8 |
64 | nasnetalarge | 72.230 | 27.770 | 90.470 | 9.530 | 88.75 | 331 | 0.911 | bicubic | -10.390 | -5.576 | 0 |
65 | resnetv2_50x3_bitm | 72.180 | 27.820 | 91.790 | 8.210 | 217.32 | 480 | 1.000 | bilinear | -11.604 | -5.316 | -20 |
66 | eca_nfnet_l0 | 71.850 | 28.150 | 91.130 | 8.870 | 24.14 | 288 | 1.000 | bicubic | -10.738 | -5.344 | -1 |
67 | swin_small_patch4_window7_224 | 71.740 | 28.260 | 90.240 | 9.760 | 49.61 | 224 | 0.900 | bicubic | -11.472 | -6.082 | -14 |
68 | pit_b_224 | 71.700 | 28.300 | 89.250 | 10.750 | 73.76 | 224 | 0.900 | bicubic | -10.746 | -6.460 | -2 |
69 | swsl_resnet50 | 71.700 | 28.300 | 90.500 | 9.500 | 25.56 | 224 | 0.875 | bilinear | -9.466 | -5.472 | +31 |
70 | tresnet_xl | 71.660 | 28.340 | 89.630 | 10.370 | 78.44 | 224 | 0.875 | bilinear | -10.394 | -6.306 | +6 |
71 | efficientnet_v2s | 71.610 | 28.390 | 90.200 | 9.800 | 23.94 | 224 | 1.000 | bicubic | -10.460 | -5.754 | +4 |
72 | tresnet_l_448 | 71.600 | 28.400 | 90.050 | 9.950 | 55.99 | 448 | 0.875 | bilinear | -10.668 | -5.926 | -3 |
73 | ssl_resnext101_32x8d | 71.500 | 28.500 | 90.460 | 9.540 | 88.79 | 224 | 0.875 | bilinear | -10.116 | -5.578 | +13 |
74 | ecaresnet101d | 71.490 | 28.510 | 90.330 | 9.670 | 44.57 | 224 | 0.875 | bicubic | -10.682 | -5.716 | -1 |
75 | efficientnet_b3a | 71.480 | 28.520 | 90.060 | 9.940 | 12.23 | 320 | 1.000 | bicubic | -10.762 | -6.054 | -5 |
76 | efficientnet_b3 | 71.460 | 28.540 | 90.090 | 9.910 | 12.23 | 300 | 0.904 | bicubic | -10.616 | -5.930 | -2 |
77 | ssl_resnext101_32x16d | 71.410 | 28.590 | 90.560 | 9.440 | 194.03 | 224 | 0.875 | bilinear | -10.434 | -5.536 | +2 |
78 | pit_s_distilled_224 | 71.380 | 28.620 | 89.780 | 10.220 | 24.04 | 224 | 0.900 | bicubic | -10.616 | -6.018 | 0 |
79 | vit_base_patch16_224 | 71.330 | 28.670 | 90.460 | 9.540 | 86.57 | 224 | 0.900 | bicubic | -10.456 | -5.662 | +2 |
80 | ecaresnet50t | 71.280 | 28.720 | 90.420 | 9.580 | 25.57 | 320 | 0.950 | bicubic | -11.066 | -5.718 | -12 |
81 | vit_base_patch32_384 | 71.180 | 28.820 | 90.630 | 9.370 | 88.30 | 384 | 1.000 | bicubic | -10.472 | -5.498 | +2 |
82 | vit_deit_base_patch16_224 | 71.170 | 28.830 | 89.200 | 10.800 | 86.57 | 224 | 0.900 | bicubic | -10.828 | -6.534 | -5 |
83 | tresnet_m_448 | 70.990 | 29.010 | 88.680 | 11.320 | 31.39 | 448 | 0.875 | bilinear | -10.724 | -6.892 | -1 |
84 | resnest50d_4s2x40d | 70.950 | 29.050 | 89.710 | 10.290 | 30.42 | 224 | 0.875 | bicubic | -10.158 | -5.848 | +17 |
85 | wide_resnet50_2 | 70.950 | 29.050 | 89.230 | 10.770 | 68.88 | 224 | 0.875 | bicubic | -10.506 | -6.302 | +6 |
86 | tnt_s_patch16_224 | 70.930 | 29.070 | 89.600 | 10.400 | 23.76 | 224 | 0.900 | bicubic | -10.588 | -6.148 | +2 |
87 | tf_efficientnet_b3_ap | 70.920 | 29.080 | 89.430 | 10.570 | 12.23 | 300 | 0.904 | bicubic | -10.902 | -6.194 | -7 |
88 | tf_efficientnet_b1_ns | 70.870 | 29.130 | 90.120 | 9.880 | 7.79 | 240 | 0.882 | bicubic | -10.518 | -5.618 | +4 |
89 | vit_large_patch32_384 | 70.860 | 29.140 | 90.570 | 9.430 | 306.63 | 384 | 1.000 | bicubic | -10.646 | -5.522 | 0 |
90 | rexnet_200 | 70.840 | 29.160 | 89.700 | 10.300 | 16.37 | 224 | 0.875 | bicubic | -10.792 | -5.968 | -5 |
91 | tresnet_l | 70.840 | 29.160 | 89.630 | 10.370 | 55.99 | 224 | 0.875 | bilinear | -10.650 | -5.994 | -1 |
92 | resnetv2_101x1_bitm | 70.710 | 29.290 | 90.800 | 9.200 | 44.54 | 480 | 1.000 | bilinear | -11.502 | -5.672 | -21 |
93 | tf_efficientnet_b3 | 70.640 | 29.360 | 89.440 | 10.560 | 12.23 | 300 | 0.904 | bicubic | -10.996 | -6.278 | -9 |
94 | gluon_senet154 | 70.600 | 29.400 | 88.920 | 11.080 | 115.09 | 224 | 0.875 | bicubic | -10.634 | -6.428 | +4 |
95 | ssl_resnext101_32x4d | 70.530 | 29.470 | 89.760 | 10.240 | 44.18 | 224 | 0.875 | bilinear | -10.394 | -5.968 | +11 |
96 | vit_deit_small_distilled_patch16_224 | 70.520 | 29.480 | 89.470 | 10.530 | 22.44 | 224 | 0.900 | bicubic | -10.680 | -5.908 | +3 |
97 | legacy_senet154 | 70.500 | 29.500 | 89.010 | 10.990 | 115.09 | 224 | 0.875 | bilinear | -10.810 | -6.486 | -1 |
98 | tf_efficientnet_lite4 | 70.430 | 29.570 | 89.110 | 10.890 | 13.01 | 380 | 0.920 | bilinear | -11.106 | -6.558 | -12 |
99 | gluon_seresnext101_64x4d | 70.430 | 29.570 | 89.350 | 10.650 | 88.23 | 224 | 0.875 | bicubic | -10.464 | -5.958 | +10 |
100 | resnest50d | 70.410 | 29.590 | 88.760 | 11.240 | 27.48 | 224 | 0.875 | bilinear | -10.564 | -6.618 | +5 |
101 | resnest50d_1s4x24d | 70.400 | 29.600 | 89.220 | 10.780 | 25.68 | 224 | 0.875 | bicubic | -10.588 | -6.102 | +3 |
102 | seresnext50_32x4d | 70.400 | 29.600 | 89.110 | 10.890 | 27.56 | 224 | 0.875 | bicubic | -10.866 | -6.510 | -5 |
103 | gernet_l | 70.350 | 29.650 | 88.980 | 11.020 | 31.08 | 256 | 0.875 | bilinear | -11.004 | -6.556 | -9 |
104 | gluon_resnet152_v1s | 70.290 | 29.710 | 88.850 | 11.150 | 60.32 | 224 | 0.875 | bicubic | -10.726 | -6.562 | -1 |
105 | repvgg_b3 | 70.250 | 29.750 | 88.730 | 11.270 | 123.09 | 224 | 0.875 | bilinear | -10.242 | -6.530 | +14 |
106 | ecaresnet101d_pruned | 70.130 | 29.870 | 89.590 | 10.410 | 24.88 | 224 | 0.875 | bicubic | -10.686 | -6.038 | +4 |
107 | efficientnet_el | 70.120 | 29.880 | 89.290 | 10.710 | 10.59 | 300 | 0.904 | bicubic | -11.196 | -6.236 | -12 |
108 | inception_resnet_v2 | 70.120 | 29.880 | 88.700 | 11.300 | 55.84 | 299 | 0.897 | bicubic | -10.338 | -6.606 | +15 |
109 | gluon_seresnext101_32x4d | 70.010 | 29.990 | 88.900 | 11.100 | 48.96 | 224 | 0.875 | bicubic | -10.894 | -6.394 | -2 |
110 | regnety_320 | 70.000 | 30.000 | 88.890 | 11.110 | 145.05 | 224 | 0.875 | bicubic | -10.812 | -6.354 | +1 |
111 | gluon_resnet152_v1d | 69.960 | 30.040 | 88.490 | 11.510 | 60.21 | 224 | 0.875 | bicubic | -10.514 | -6.716 | +10 |
112 | pit_s_224 | 69.890 | 30.110 | 88.930 | 11.070 | 23.46 | 224 | 0.900 | bicubic | -11.204 | -6.402 | -10 |
113 | ecaresnet50d | 69.840 | 30.160 | 89.400 | 10.600 | 25.58 | 224 | 0.875 | bicubic | -10.752 | -5.920 | +4 |
114 | ssl_resnext50_32x4d | 69.710 | 30.290 | 89.440 | 10.560 | 25.03 | 224 | 0.875 | bilinear | -10.608 | -5.966 | +14 |
115 | gluon_resnext101_64x4d | 69.680 | 30.320 | 88.270 | 11.730 | 83.46 | 224 | 0.875 | bicubic | -10.924 | -6.718 | +1 |
116 | tresnet_m | 69.660 | 30.340 | 87.990 | 12.010 | 31.39 | 224 | 0.875 | bilinear | -11.142 | -6.870 | -4 |
117 | efficientnet_b3_pruned | 69.580 | 30.420 | 88.980 | 11.020 | 9.86 | 300 | 0.904 | bicubic | -11.278 | -6.262 | -8 |
118 | nf_resnet50 | 69.580 | 30.420 | 88.730 | 11.270 | 25.56 | 288 | 0.940 | bicubic | -11.114 | -6.626 | -4 |
119 | gernet_m | 69.530 | 30.470 | 88.690 | 11.310 | 21.14 | 224 | 0.875 | bilinear | -11.202 | -6.494 | -6 |
120 | repvgg_b3g4 | 69.520 | 30.480 | 88.450 | 11.550 | 83.83 | 224 | 0.875 | bilinear | -10.692 | -6.660 | +15 |
121 | efficientnet_el_pruned | 69.520 | 30.480 | 88.930 | 11.070 | 10.59 | 300 | 0.904 | bicubic | -10.780 | -6.288 | +11 |
122 | ens_adv_inception_resnet_v2 | 69.520 | 30.480 | 88.510 | 11.490 | 55.84 | 299 | 0.897 | bicubic | -10.462 | -6.426 | +25 |
123 | efficientnet_b2a | 69.500 | 30.500 | 88.680 | 11.320 | 9.11 | 288 | 1.000 | bicubic | -11.112 | -6.638 | -8 |
124 | rexnet_150 | 69.470 | 30.530 | 88.980 | 11.020 | 9.73 | 224 | 0.875 | bicubic | -10.840 | -6.186 | +5 |
125 | swin_tiny_patch4_window7_224 | 69.450 | 30.550 | 89.020 | 10.980 | 28.29 | 224 | 0.900 | bicubic | -11.928 | -6.520 | -32 |
126 | regnetx_320 | 69.440 | 30.560 | 88.270 | 11.730 | 107.81 | 224 | 0.875 | bicubic | -10.806 | -6.756 | +9 |
127 | inception_v4 | 69.360 | 30.640 | 88.780 | 11.220 | 42.68 | 299 | 0.875 | bicubic | -10.808 | -6.188 | +12 |
128 | legacy_seresnext101_32x4d | 69.360 | 30.640 | 88.070 | 11.930 | 48.96 | 224 | 0.875 | bilinear | -10.868 | -6.948 | +8 |
129 | ecaresnetlight | 69.340 | 30.660 | 89.220 | 10.780 | 30.16 | 224 | 0.875 | bicubic | -11.122 | -6.030 | -7 |
130 | resnet50d | 69.330 | 30.670 | 88.220 | 11.780 | 25.58 | 224 | 0.875 | bicubic | -11.200 | -6.940 | -12 |
131 | xception71 | 69.320 | 30.680 | 88.260 | 11.740 | 42.34 | 299 | 0.903 | bicubic | -10.554 | -6.662 | +20 |
132 | gluon_xception65 | 69.160 | 30.840 | 88.090 | 11.910 | 39.92 | 299 | 0.903 | bicubic | -10.556 | -6.770 | +28 |
133 | gluon_resnet152_v1c | 69.140 | 30.860 | 87.870 | 12.130 | 60.21 | 224 | 0.875 | bicubic | -10.770 | -6.970 | +16 |
134 | mixnet_xl | 69.100 | 30.900 | 88.310 | 11.690 | 11.90 | 224 | 0.875 | bicubic | -11.376 | -6.626 | -14 |
135 | gluon_resnet101_v1d | 69.010 | 30.990 | 88.100 | 11.900 | 44.57 | 224 | 0.875 | bicubic | -11.404 | -6.914 | -11 |
136 | repvgg_b2g4 | 69.000 | 31.000 | 88.360 | 11.640 | 61.76 | 224 | 0.875 | bilinear | -10.366 | -6.328 | +35 |
137 | seresnet50 | 68.980 | 31.020 | 88.710 | 11.290 | 28.09 | 224 | 0.875 | bicubic | -11.294 | -6.360 | -4 |
138 | xception65 | 68.980 | 31.020 | 88.480 | 11.520 | 39.92 | 299 | 0.903 | bicubic | -10.572 | -6.174 | +28 |
139 | efficientnet_b2 | 68.970 | 31.030 | 88.630 | 11.370 | 9.11 | 260 | 0.875 | bicubic | -11.422 | -6.446 | -14 |
140 | gluon_resnext101_32x4d | 68.960 | 31.040 | 88.360 | 11.640 | 44.18 | 224 | 0.875 | bicubic | -11.374 | -6.566 | -13 |
141 | tf_efficientnet_b2_ap | 68.920 | 31.080 | 88.350 | 11.650 | 9.11 | 260 | 0.890 | bicubic | -11.380 | -6.678 | -9 |
142 | cspdarknet53 | 68.890 | 31.110 | 88.600 | 11.400 | 27.64 | 256 | 0.887 | bilinear | -11.168 | -6.484 | +1 |
143 | regnety_120 | 68.850 | 31.150 | 88.330 | 11.670 | 51.82 | 224 | 0.875 | bicubic | -11.516 | -6.796 | -17 |
144 | gluon_resnet152_v1b | 68.820 | 31.180 | 87.710 | 12.290 | 60.19 | 224 | 0.875 | bicubic | -10.866 | -7.026 | +17 |
145 | dpn131 | 68.770 | 31.230 | 87.470 | 12.530 | 79.25 | 224 | 0.875 | bicubic | -11.052 | -7.240 | +10 |
146 | cspresnext50 | 68.760 | 31.240 | 87.950 | 12.050 | 20.57 | 224 | 0.875 | bilinear | -11.280 | -6.994 | -2 |
147 | tf_efficientnet_b2 | 68.750 | 31.250 | 87.990 | 12.010 | 9.11 | 260 | 0.890 | bicubic | -11.336 | -6.918 | -5 |
148 | resnext50d_32x4d | 68.740 | 31.260 | 88.300 | 11.700 | 25.05 | 224 | 0.875 | bicubic | -10.936 | -6.566 | +14 |
149 | vit_deit_small_patch16_224 | 68.720 | 31.280 | 88.200 | 11.800 | 22.05 | 224 | 0.900 | bicubic | -11.136 | -6.852 | +4 |
150 | gluon_resnet101_v1s | 68.710 | 31.290 | 87.910 | 12.090 | 44.67 | 224 | 0.875 | bicubic | -11.592 | -7.250 | -20 |
151 | regnety_080 | 68.700 | 31.300 | 87.970 | 12.030 | 39.18 | 224 | 0.875 | bicubic | -11.176 | -6.860 | -1 |
152 | dpn107 | 68.690 | 31.310 | 88.130 | 11.870 | 86.92 | 224 | 0.875 | bicubic | -11.466 | -6.512 | -11 |
153 | gluon_seresnext50_32x4d | 68.670 | 31.330 | 88.310 | 11.690 | 27.56 | 224 | 0.875 | bicubic | -11.248 | -6.512 | -6 |
154 | hrnet_w64 | 68.640 | 31.360 | 88.050 | 11.950 | 128.06 | 224 | 0.875 | bilinear | -10.834 | -6.602 | +15 |
155 | resnext50_32x4d | 68.640 | 31.360 | 87.570 | 12.430 | 25.03 | 224 | 0.875 | bicubic | -11.128 | -7.028 | +2 |
156 | dpn98 | 68.590 | 31.410 | 87.680 | 12.320 | 61.57 | 224 | 0.875 | bicubic | -11.052 | -6.918 | +7 |
157 | regnetx_160 | 68.530 | 31.470 | 88.450 | 11.550 | 54.28 | 224 | 0.875 | bicubic | -11.326 | -6.380 | -5 |
158 | cspresnet50 | 68.460 | 31.540 | 88.010 | 11.990 | 21.62 | 256 | 0.887 | bilinear | -11.114 | -6.702 | +7 |
159 | rexnet_130 | 68.450 | 31.550 | 88.040 | 11.960 | 7.56 | 224 | 0.875 | bicubic | -11.050 | -6.642 | +9 |
160 | regnety_064 | 68.420 | 31.580 | 88.080 | 11.920 | 30.58 | 224 | 0.875 | bicubic | -11.302 | -6.688 | -3 |
161 | tf_efficientnet_el | 68.420 | 31.580 | 88.210 | 11.790 | 10.59 | 300 | 0.904 | bicubic | -11.830 | -6.918 | -28 |
162 | ecaresnet50d_pruned | 68.420 | 31.580 | 88.370 | 11.630 | 19.94 | 224 | 0.875 | bicubic | -11.296 | -6.510 | -1 |
163 | ssl_resnet50 | 68.410 | 31.590 | 88.560 | 11.440 | 25.56 | 224 | 0.875 | bilinear | -10.812 | -6.272 | +20 |
164 | skresnext50_32x4d | 68.350 | 31.650 | 87.570 | 12.430 | 27.48 | 224 | 0.875 | bicubic | -11.806 | -7.340 | -24 |
165 | dla102x2 | 68.330 | 31.670 | 87.890 | 12.110 | 41.28 | 224 | 0.875 | bilinear | -11.118 | -6.750 | +5 |
166 | efficientnet_b2_pruned | 68.320 | 31.680 | 88.100 | 11.900 | 8.31 | 260 | 0.890 | bicubic | -11.596 | -6.756 | -18 |
167 | gluon_resnext50_32x4d | 68.310 | 31.690 | 87.300 | 12.700 | 25.03 | 224 | 0.875 | bicubic | -11.044 | -7.126 | +5 |
168 | ecaresnet26t | 68.230 | 31.770 | 88.790 | 11.210 | 16.01 | 320 | 0.950 | bicubic | -11.624 | -6.294 | -14 |
169 | tf_efficientnet_lite3 | 68.230 | 31.770 | 87.740 | 12.260 | 8.20 | 300 | 0.904 | bilinear | -11.590 | -7.174 | -13 |
170 | ese_vovnet39b | 68.210 | 31.790 | 88.250 | 11.750 | 24.57 | 224 | 0.875 | bicubic | -11.110 | -6.462 | +3 |
171 | regnetx_120 | 68.150 | 31.850 | 87.660 | 12.340 | 46.11 | 224 | 0.875 | bicubic | -11.446 | -7.078 | -7 |
172 | pit_xs_distilled_224 | 68.020 | 31.980 | 87.720 | 12.280 | 11.00 | 224 | 0.900 | bicubic | -11.286 | -6.644 | +6 |
173 | dpn92 | 67.990 | 32.010 | 87.580 | 12.420 | 37.67 | 224 | 0.875 | bicubic | -12.018 | -7.258 | -28 |
174 | nf_regnet_b1 | 67.980 | 32.020 | 88.180 | 11.820 | 10.22 | 288 | 0.900 | bicubic | -11.326 | -6.568 | +3 |
175 | gluon_resnet50_v1d | 67.940 | 32.060 | 87.130 | 12.870 | 25.58 | 224 | 0.875 | bicubic | -11.134 | -7.340 | +15 |
176 | regnetx_080 | 67.880 | 32.120 | 86.990 | 13.010 | 39.57 | 224 | 0.875 | bicubic | -11.314 | -7.570 | +12 |
177 | resnext101_32x8d | 67.860 | 32.140 | 87.490 | 12.510 | 88.79 | 224 | 0.875 | bilinear | -11.448 | -7.028 | -3 |
178 | efficientnet_em | 67.840 | 32.160 | 88.120 | 11.880 | 6.90 | 240 | 0.882 | bicubic | -11.412 | -6.674 | +4 |
179 | legacy_seresnext50_32x4d | 67.840 | 32.160 | 87.620 | 12.380 | 27.56 | 224 | 0.875 | bilinear | -11.238 | -6.816 | +10 |
180 | hrnet_w48 | 67.770 | 32.230 | 87.420 | 12.580 | 77.47 | 224 | 0.875 | bilinear | -11.530 | -7.092 | -1 |
181 | hrnet_w44 | 67.740 | 32.260 | 87.560 | 12.440 | 67.06 | 224 | 0.875 | bilinear | -11.156 | -6.808 | +15 |
182 | tf_efficientnet_b0_ns | 67.710 | 32.290 | 88.070 | 11.930 | 5.29 | 224 | 0.875 | bicubic | -10.948 | -6.306 | +24 |
183 | regnetx_064 | 67.680 | 32.320 | 87.520 | 12.480 | 26.21 | 224 | 0.875 | bicubic | -11.392 | -6.938 | +8 |
184 | xception | 67.650 | 32.350 | 87.570 | 12.430 | 22.86 | 299 | 0.897 | bicubic | -11.402 | -6.822 | +8 |
185 | dpn68b | 67.630 | 32.370 | 87.660 | 12.340 | 12.61 | 224 | 0.875 | bicubic | -11.586 | -6.754 | 0 |
186 | dla169 | 67.610 | 32.390 | 87.590 | 12.410 | 53.39 | 224 | 0.875 | bilinear | -11.078 | -6.746 | +18 |
187 | gluon_inception_v3 | 67.590 | 32.410 | 87.470 | 12.530 | 23.83 | 299 | 0.875 | bicubic | -11.216 | -6.900 | +12 |
188 | gluon_resnet101_v1c | 67.580 | 32.420 | 87.180 | 12.820 | 44.57 | 224 | 0.875 | bicubic | -11.954 | -7.398 | -21 |
189 | regnety_040 | 67.580 | 32.420 | 87.510 | 12.490 | 20.65 | 224 | 0.875 | bicubic | -11.640 | -7.146 | -5 |
190 | res2net50_26w_8s | 67.570 | 32.430 | 87.280 | 12.720 | 48.40 | 224 | 0.875 | bilinear | -11.628 | -7.088 | -4 |
191 | hrnet_w40 | 67.560 | 32.440 | 87.140 | 12.860 | 57.56 | 224 | 0.875 | bilinear | -11.360 | -7.330 | +4 |
192 | resnetv2_50x1_bitm | 67.520 | 32.480 | 89.250 | 10.750 | 25.55 | 480 | 1.000 | bilinear | -12.652 | -6.376 | -55 |
193 | tf_efficientnet_b1_ap | 67.520 | 32.480 | 87.760 | 12.240 | 7.79 | 240 | 0.882 | bicubic | -11.760 | -6.546 | -13 |
194 | legacy_seresnet152 | 67.520 | 32.480 | 87.390 | 12.610 | 66.82 | 224 | 0.875 | bilinear | -11.140 | -6.980 | +13 |
195 | gluon_resnet101_v1b | 67.460 | 32.540 | 87.240 | 12.760 | 44.55 | 224 | 0.875 | bicubic | -11.846 | -7.284 | -19 |
196 | tf_efficientnet_cc_b1_8e | 67.450 | 32.550 | 87.310 | 12.690 | 39.72 | 240 | 0.882 | bicubic | -11.858 | -7.060 | -21 |
197 | res2net101_26w_4s | 67.440 | 32.560 | 87.010 | 12.990 | 45.21 | 224 | 0.875 | bilinear | -11.758 | -7.422 | -10 |
198 | resnet50 | 67.440 | 32.560 | 87.420 | 12.580 | 25.56 | 224 | 0.875 | bicubic | -11.598 | -6.970 | -5 |
199 | resnetblur50 | 67.430 | 32.570 | 87.440 | 12.560 | 25.56 | 224 | 0.875 | bicubic | -11.856 | -7.198 | -19 |
200 | regnetx_032 | 67.290 | 32.710 | 87.000 | 13.000 | 15.30 | 224 | 0.875 | bicubic | -10.882 | -7.088 | +24 |
201 | xception41 | 67.250 | 32.750 | 87.200 | 12.800 | 26.97 | 299 | 0.903 | bicubic | -11.266 | -7.078 | +7 |
202 | resnest26d | 67.200 | 32.800 | 87.170 | 12.830 | 17.07 | 224 | 0.875 | bilinear | -11.278 | -7.128 | +9 |
203 | efficientnet_b1 | 67.170 | 32.830 | 87.150 | 12.850 | 7.79 | 240 | 0.875 | bicubic | -11.528 | -6.994 | 0 |
204 | repvgg_b2 | 67.160 | 32.840 | 87.330 | 12.670 | 89.02 | 224 | 0.875 | bilinear | -11.632 | -7.084 | -5 |
205 | legacy_seresnet101 | 67.160 | 32.840 | 87.060 | 12.940 | 49.33 | 224 | 0.875 | bilinear | -11.222 | -7.204 | +12 |
206 | dla60x | 67.100 | 32.900 | 87.190 | 12.810 | 17.35 | 224 | 0.875 | bilinear | -11.146 | -6.828 | +13 |
207 | gluon_resnet50_v1s | 67.060 | 32.940 | 86.860 | 13.140 | 25.68 | 224 | 0.875 | bicubic | -11.650 | -7.378 | -5 |
208 | tv_resnet152 | 67.050 | 32.950 | 87.550 | 12.450 | 60.19 | 224 | 0.875 | bilinear | -11.262 | -6.488 | +10 |
209 | dla60_res2net | 67.020 | 32.980 | 87.160 | 12.840 | 20.85 | 224 | 0.875 | bilinear | -11.444 | -7.046 | +3 |
210 | dla102x | 67.010 | 32.990 | 86.770 | 13.230 | 26.31 | 224 | 0.875 | bilinear | -11.500 | -7.458 | -1 |
211 | mixnet_l | 66.940 | 33.060 | 86.910 | 13.090 | 7.33 | 224 | 0.875 | bicubic | -12.036 | -7.272 | -17 |
212 | pit_xs_224 | 66.920 | 33.080 | 87.280 | 12.720 | 10.62 | 224 | 0.900 | bicubic | -11.262 | -6.888 | +11 |
213 | res2net50_26w_6s | 66.910 | 33.090 | 86.860 | 13.140 | 37.05 | 224 | 0.875 | bilinear | -11.660 | -7.264 | -6 |
214 | repvgg_b1 | 66.900 | 33.100 | 86.780 | 13.220 | 57.42 | 224 | 0.875 | bilinear | -11.466 | -7.318 | +3 |
215 | tf_efficientnet_b1 | 66.880 | 33.120 | 87.010 | 12.990 | 7.79 | 240 | 0.882 | bicubic | -11.946 | -7.188 | -18 |
216 | efficientnet_es | 66.880 | 33.120 | 86.730 | 13.270 | 5.44 | 224 | 0.875 | bicubic | -11.186 | -7.196 | +13 |
217 | regnetx_040 | 66.840 | 33.160 | 86.730 | 13.270 | 22.12 | 224 | 0.875 | bicubic | -11.642 | -7.514 | -7 |
218 | hrnet_w30 | 66.780 | 33.220 | 86.800 | 13.200 | 37.71 | 224 | 0.875 | bilinear | -11.426 | -7.422 | +4 |
219 | tf_mixnet_l | 66.780 | 33.220 | 86.470 | 13.530 | 7.33 | 224 | 0.875 | bicubic | -11.994 | -7.528 | -18 |
220 | selecsls60b | 66.760 | 33.240 | 86.530 | 13.470 | 32.77 | 224 | 0.875 | bicubic | -11.652 | -7.644 | -5 |
221 | hrnet_w32 | 66.750 | 33.250 | 87.300 | 12.700 | 41.23 | 224 | 0.875 | bilinear | -11.700 | -6.886 | -8 |
222 | wide_resnet101_2 | 66.730 | 33.270 | 87.030 | 12.970 | 126.89 | 224 | 0.875 | bilinear | -12.126 | -7.252 | -25 |
223 | adv_inception_v3 | 66.650 | 33.350 | 86.540 | 13.460 | 23.83 | 299 | 0.875 | bicubic | -10.932 | -7.196 | +22 |
224 | dla60_res2next | 66.640 | 33.360 | 87.030 | 12.970 | 17.03 | 224 | 0.875 | bilinear | -11.800 | -7.122 | -10 |
225 | gluon_resnet50_v1c | 66.560 | 33.440 | 86.180 | 13.820 | 25.58 | 224 | 0.875 | bicubic | -11.452 | -7.808 | +5 |
226 | dla102 | 66.540 | 33.460 | 86.910 | 13.090 | 33.27 | 224 | 0.875 | bilinear | -11.492 | -7.036 | +3 |
227 | tf_inception_v3 | 66.410 | 33.590 | 86.660 | 13.340 | 23.83 | 299 | 0.875 | bicubic | -11.448 | -6.756 | +11 |
228 | hardcorenas_f | 66.370 | 33.630 | 86.200 | 13.800 | 8.20 | 224 | 0.875 | bilinear | -11.734 | -7.602 | -1 |
229 | efficientnet_b0 | 66.290 | 33.710 | 85.960 | 14.040 | 5.29 | 224 | 0.875 | bicubic | -11.408 | -7.572 | +11 |
230 | legacy_seresnet50 | 66.250 | 33.750 | 86.330 | 13.670 | 28.09 | 224 | 0.875 | bilinear | -11.380 | -7.418 | +11 |
231 | selecsls60 | 66.210 | 33.790 | 86.340 | 13.660 | 30.67 | 224 | 0.875 | bicubic | -11.772 | -7.488 | +1 |
232 | tf_efficientnet_em | 66.180 | 33.820 | 86.360 | 13.640 | 6.90 | 240 | 0.882 | bicubic | -11.950 | -7.684 | -6 |
233 | tv_resnext50_32x4d | 66.180 | 33.820 | 86.040 | 13.960 | 25.03 | 224 | 0.875 | bilinear | -11.440 | -7.656 | +9 |
234 | tf_efficientnet_cc_b0_8e | 66.170 | 33.830 | 86.240 | 13.760 | 24.01 | 224 | 0.875 | bicubic | -11.738 | -7.414 | 0 |
235 | inception_v3 | 66.160 | 33.840 | 86.320 | 13.680 | 23.83 | 299 | 0.875 | bicubic | -11.278 | -7.156 | +14 |
236 | res2net50_26w_4s | 66.140 | 33.860 | 86.600 | 13.400 | 25.70 | 224 | 0.875 | bilinear | -11.824 | -7.254 | -3 |
237 | efficientnet_b1_pruned | 66.090 | 33.910 | 86.570 | 13.430 | 6.33 | 240 | 0.882 | bicubic | -12.146 | -7.264 | -16 |
238 | gluon_resnet50_v1b | 66.070 | 33.930 | 86.260 | 13.740 | 25.56 | 224 | 0.875 | bicubic | -11.510 | -7.456 | +8 |
239 | rexnet_100 | 66.070 | 33.930 | 86.490 | 13.510 | 4.80 | 224 | 0.875 | bicubic | -11.788 | -7.148 | -2 |
240 | regnety_016 | 66.060 | 33.940 | 86.380 | 13.620 | 11.20 | 224 | 0.875 | bicubic | -11.802 | -7.340 | -5 |
241 | res2net50_14w_8s | 66.020 | 33.980 | 86.250 | 13.750 | 25.06 | 224 | 0.875 | bilinear | -12.130 | -7.598 | -16 |
242 | seresnext26t_32x4d | 65.880 | 34.120 | 85.680 | 14.320 | 16.81 | 224 | 0.875 | bicubic | -12.106 | -8.066 | -11 |
243 | repvgg_b1g4 | 65.850 | 34.150 | 86.120 | 13.880 | 39.97 | 224 | 0.875 | bilinear | -11.744 | -7.706 | +1 |
244 | res2next50 | 65.850 | 34.150 | 85.840 | 14.160 | 24.67 | 224 | 0.875 | bilinear | -12.396 | -8.052 | -24 |
245 | densenet161 | 65.840 | 34.160 | 86.450 | 13.550 | 28.68 | 224 | 0.875 | bicubic | -11.518 | -7.188 | +7 |
246 | hardcorenas_e | 65.840 | 34.160 | 85.980 | 14.020 | 8.07 | 224 | 0.875 | bilinear | -11.954 | -7.714 | -7 |
247 | resnet34d | 65.780 | 34.220 | 86.710 | 13.290 | 21.82 | 224 | 0.875 | bicubic | -11.336 | -6.672 | +11 |
248 | skresnet34 | 65.750 | 34.250 | 85.960 | 14.040 | 22.28 | 224 | 0.875 | bicubic | -11.162 | -7.362 | +18 |
249 | vit_small_patch16_224 | 65.740 | 34.260 | 86.120 | 13.880 | 48.75 | 224 | 0.900 | bicubic | -12.118 | -7.750 | -13 |
250 | tv_resnet101 | 65.690 | 34.310 | 85.980 | 14.020 | 44.55 | 224 | 0.875 | bilinear | -11.684 | -7.560 | +1 |
251 | hardcorenas_d | 65.630 | 34.370 | 85.460 | 14.540 | 7.50 | 224 | 0.875 | bilinear | -11.802 | -8.024 | -1 |
252 | selecsls42b | 65.610 | 34.390 | 85.810 | 14.190 | 32.46 | 224 | 0.875 | bicubic | -11.564 | -7.580 | +5 |
253 | tf_efficientnet_b0_ap | 65.490 | 34.510 | 85.580 | 14.420 | 5.29 | 224 | 0.875 | bicubic | -11.596 | -7.676 | +7 |
254 | seresnext26d_32x4d | 65.410 | 34.590 | 85.970 | 14.030 | 16.81 | 224 | 0.875 | bicubic | -12.192 | -7.638 | -11 |
255 | tf_efficientnet_lite2 | 65.380 | 34.620 | 85.990 | 14.010 | 6.09 | 260 | 0.890 | bicubic | -12.088 | -7.764 | -7 |
256 | res2net50_48w_2s | 65.350 | 34.650 | 85.960 | 14.040 | 25.29 | 224 | 0.875 | bilinear | -12.172 | -7.594 | -9 |
257 | densenet201 | 65.290 | 34.710 | 85.690 | 14.310 | 20.01 | 224 | 0.875 | bicubic | -11.996 | -7.788 | -3 |
258 | densenetblur121d | 65.280 | 34.720 | 85.710 | 14.290 | 8.00 | 224 | 0.875 | bicubic | -11.308 | -7.482 | +15 |
259 | dla60 | 65.200 | 34.800 | 85.760 | 14.240 | 22.04 | 224 | 0.875 | bilinear | -11.832 | -7.558 | +3 |
260 | ese_vovnet19b_dw | 65.190 | 34.810 | 85.470 | 14.530 | 6.54 | 224 | 0.875 | bicubic | -11.608 | -7.798 | +8 |
261 | tf_efficientnet_cc_b0_4e | 65.150 | 34.850 | 85.160 | 14.840 | 13.31 | 224 | 0.875 | bicubic | -12.156 | -8.174 | -8 |
262 | gernet_s | 65.120 | 34.880 | 85.510 | 14.490 | 8.17 | 224 | 0.875 | bilinear | -11.796 | -7.622 | +3 |
263 | legacy_seresnext26_32x4d | 65.050 | 34.950 | 85.660 | 14.340 | 16.79 | 224 | 0.875 | bicubic | -12.054 | -7.656 | -4 |
264 | mobilenetv2_120d | 65.030 | 34.970 | 85.960 | 14.040 | 5.83 | 224 | 0.875 | bicubic | -12.254 | -7.532 | -9 |
265 | hrnet_w18 | 64.920 | 35.080 | 85.740 | 14.260 | 21.30 | 224 | 0.875 | bilinear | -11.838 | -7.704 | +4 |
266 | hardcorenas_c | 64.860 | 35.140 | 85.250 | 14.750 | 5.52 | 224 | 0.875 | bilinear | -12.194 | -7.908 | -5 |
267 | densenet169 | 64.760 | 35.240 | 85.240 | 14.760 | 14.15 | 224 | 0.875 | bicubic | -11.146 | -7.786 | +15 |
268 | mixnet_m | 64.700 | 35.300 | 85.450 | 14.550 | 5.01 | 224 | 0.875 | bicubic | -12.560 | -7.974 | -12 |
269 | resnet26d | 64.680 | 35.320 | 85.120 | 14.880 | 16.01 | 224 | 0.875 | bicubic | -12.016 | -8.030 | +1 |
270 | repvgg_a2 | 64.450 | 35.550 | 85.130 | 14.870 | 28.21 | 224 | 0.875 | bilinear | -12.010 | -7.874 | +6 |
271 | hardcorenas_b | 64.420 | 35.580 | 84.870 | 15.130 | 5.18 | 224 | 0.875 | bilinear | -12.118 | -7.884 | +3 |
272 | regnetx_016 | 64.380 | 35.620 | 85.470 | 14.530 | 9.19 | 224 | 0.875 | bicubic | -12.570 | -7.950 | -9 |
273 | tf_efficientnet_lite1 | 64.380 | 35.620 | 85.470 | 14.530 | 5.42 | 240 | 0.882 | bicubic | -12.262 | -7.756 | -2 |
274 | tf_efficientnet_b0 | 64.310 | 35.690 | 85.280 | 14.720 | 5.29 | 224 | 0.875 | bicubic | -12.538 | -7.948 | -7 |
275 | tf_mixnet_m | 64.270 | 35.730 | 85.090 | 14.910 | 5.01 | 224 | 0.875 | bicubic | -12.672 | -8.062 | -11 |
276 | dpn68 | 64.230 | 35.770 | 85.180 | 14.820 | 12.61 | 224 | 0.875 | bicubic | -12.088 | -7.798 | +1 |
277 | tf_efficientnet_es | 64.230 | 35.770 | 84.740 | 15.260 | 5.44 | 224 | 0.875 | bicubic | -12.364 | -8.462 | -5 |
278 | regnety_008 | 64.160 | 35.840 | 85.270 | 14.730 | 6.26 | 224 | 0.875 | bicubic | -12.156 | -7.796 | 0 |
279 | mobilenetv2_140 | 64.060 | 35.940 | 85.040 | 14.960 | 6.11 | 224 | 0.875 | bicubic | -12.456 | -7.956 | -4 |
280 | densenet121 | 63.750 | 36.250 | 84.590 | 15.410 | 7.98 | 224 | 0.875 | bicubic | -11.828 | -8.062 | +6 |
281 | hardcorenas_a | 63.710 | 36.290 | 84.400 | 15.600 | 5.26 | 224 | 0.875 | bilinear | -12.206 | -8.114 | 0 |
282 | resnest14d | 63.590 | 36.410 | 84.250 | 15.750 | 10.61 | 224 | 0.875 | bilinear | -11.914 | -8.268 | +6 |
283 | tf_mixnet_s | 63.560 | 36.440 | 84.270 | 15.730 | 4.13 | 224 | 0.875 | bicubic | -12.090 | -8.358 | +1 |
284 | resnet26 | 63.470 | 36.530 | 84.260 | 15.740 | 16.00 | 224 | 0.875 | bicubic | -11.822 | -8.310 | +7 |
285 | mixnet_s | 63.390 | 36.610 | 84.740 | 15.260 | 4.13 | 224 | 0.875 | bicubic | -12.602 | -8.056 | -5 |
286 | mobilenetv3_large_100 | 63.360 | 36.640 | 84.090 | 15.910 | 5.48 | 224 | 0.875 | bicubic | -12.406 | -8.452 | -3 |
287 | efficientnet_es_pruned | 63.330 | 36.670 | 84.950 | 15.050 | 5.44 | 224 | 0.875 | bicubic | -11.670 | -7.498 | +12 |
288 | tv_resnet50 | 63.330 | 36.670 | 84.640 | 15.360 | 25.56 | 224 | 0.875 | bilinear | -12.808 | -8.224 | -9 |
289 | efficientnet_lite0 | 63.240 | 36.760 | 84.440 | 15.560 | 4.65 | 224 | 0.875 | bicubic | -12.244 | -8.070 | 0 |
290 | mobilenetv3_rw | 63.220 | 36.780 | 84.510 | 15.490 | 5.48 | 224 | 0.875 | bicubic | -12.414 | -8.198 | -5 |
291 | pit_ti_distilled_224 | 63.150 | 36.850 | 83.960 | 16.040 | 5.10 | 224 | 0.900 | bicubic | -11.380 | -8.136 | +15 |
292 | semnasnet_100 | 63.150 | 36.850 | 84.520 | 15.480 | 3.89 | 224 | 0.875 | bicubic | -12.298 | -8.084 | -2 |
293 | regnety_006 | 63.110 | 36.890 | 84.250 | 15.750 | 6.06 | 224 | 0.875 | bicubic | -12.136 | -8.282 | -1 |
294 | tv_densenet121 | 62.940 | 37.060 | 84.250 | 15.750 | 7.98 | 224 | 0.875 | bicubic | -11.798 | -7.900 | +8 |
295 | resnet34 | 62.870 | 37.130 | 84.140 | 15.860 | 21.80 | 224 | 0.875 | bilinear | -12.240 | -8.144 | +1 |
296 | legacy_seresnet34 | 62.850 | 37.150 | 84.210 | 15.790 | 21.96 | 224 | 0.875 | bilinear | -11.958 | -7.914 | +5 |
297 | mobilenetv2_110d | 62.830 | 37.170 | 84.500 | 15.500 | 4.52 | 224 | 0.875 | bicubic | -12.206 | -7.686 | +1 |
298 | vit_deit_tiny_distilled_patch16_224 | 62.810 | 37.190 | 83.930 | 16.070 | 5.91 | 224 | 0.900 | bicubic | -11.700 | -7.960 | +9 |
299 | hrnet_w18_small_v2 | 62.800 | 37.200 | 83.980 | 16.020 | 15.60 | 224 | 0.875 | bilinear | -12.314 | -8.436 | -4 |
300 | swsl_resnet18 | 62.760 | 37.240 | 84.300 | 15.700 | 11.69 | 224 | 0.875 | bilinear | -10.516 | -7.434 | +15 |
301 | repvgg_b0 | 62.720 | 37.280 | 83.860 | 16.140 | 15.82 | 224 | 0.875 | bilinear | -12.432 | -8.558 | -8 |
302 | gluon_resnet34_v1b | 62.570 | 37.430 | 83.990 | 16.010 | 21.80 | 224 | 0.875 | bicubic | -12.018 | -8.000 | +3 |
303 | tf_efficientnet_lite0 | 62.550 | 37.450 | 84.220 | 15.780 | 4.65 | 224 | 0.875 | bicubic | -12.280 | -7.956 | -3 |
304 | regnetx_008 | 62.490 | 37.510 | 84.020 | 15.980 | 7.26 | 224 | 0.875 | bicubic | -12.548 | -8.316 | -7 |
305 | dla34 | 62.480 | 37.520 | 83.910 | 16.090 | 15.74 | 224 | 0.875 | bilinear | -12.150 | -8.168 | -1 |
306 | tf_mobilenetv3_large_100 | 62.460 | 37.540 | 83.970 | 16.030 | 5.48 | 224 | 0.875 | bilinear | -13.058 | -8.636 | -19 |
307 | fbnetc_100 | 62.440 | 37.560 | 83.380 | 16.620 | 5.57 | 224 | 0.875 | bilinear | -12.684 | -9.006 | -13 |
308 | mnasnet_100 | 61.900 | 38.100 | 83.710 | 16.290 | 4.38 | 224 | 0.875 | bicubic | -12.758 | -8.404 | -5 |
309 | regnety_004 | 61.870 | 38.130 | 83.430 | 16.570 | 4.34 | 224 | 0.875 | bicubic | -12.164 | -8.322 | +1 |
310 | vgg19_bn | 61.860 | 38.140 | 83.450 | 16.550 | 143.68 | 224 | 0.875 | bilinear | -12.354 | -8.392 | -2 |
311 | ssl_resnet18 | 61.480 | 38.520 | 83.300 | 16.700 | 11.69 | 224 | 0.875 | bilinear | -11.130 | -8.116 | +8 |
312 | regnetx_006 | 61.350 | 38.650 | 83.450 | 16.550 | 6.20 | 224 | 0.875 | bicubic | -12.502 | -8.222 | -1 |
313 | spnasnet_100 | 61.220 | 38.780 | 82.790 | 17.210 | 4.42 | 224 | 0.875 | bilinear | -12.864 | -9.028 | -4 |
314 | tv_resnet34 | 61.190 | 38.810 | 82.710 | 17.290 | 21.80 | 224 | 0.875 | bilinear | -12.122 | -8.716 | 0 |
315 | pit_ti_224 | 60.980 | 39.020 | 83.860 | 16.140 | 4.85 | 224 | 0.900 | bicubic | -11.932 | -7.542 | +3 |
316 | skresnet18 | 60.860 | 39.140 | 82.880 | 17.120 | 11.96 | 224 | 0.875 | bicubic | -12.178 | -8.288 | 0 |
317 | vgg16_bn | 60.760 | 39.240 | 82.950 | 17.050 | 138.37 | 224 | 0.875 | bilinear | -12.590 | -8.556 | -4 |
318 | tf_mobilenetv3_large_075 | 60.400 | 39.600 | 81.950 | 18.050 | 3.99 | 224 | 0.875 | bilinear | -13.038 | -9.400 | -6 |
319 | mobilenetv2_100 | 60.190 | 39.810 | 82.240 | 17.760 | 3.50 | 224 | 0.875 | bicubic | -12.780 | -8.776 | -2 |
320 | resnet18d | 60.160 | 39.840 | 82.300 | 17.700 | 11.71 | 224 | 0.875 | bicubic | -12.100 | -8.396 | +3 |
321 | vit_deit_tiny_patch16_224 | 59.830 | 40.170 | 82.670 | 17.330 | 5.72 | 224 | 0.900 | bicubic | -12.338 | -8.448 | +4 |
322 | legacy_seresnet18 | 59.800 | 40.200 | 81.690 | 18.310 | 11.78 | 224 | 0.875 | bicubic | -11.942 | -8.644 | +4 |
323 | vgg19 | 59.710 | 40.290 | 81.450 | 18.550 | 143.67 | 224 | 0.875 | bilinear | -12.658 | -9.422 | -2 |
324 | regnetx_004 | 59.410 | 40.590 | 81.690 | 18.310 | 5.16 | 224 | 0.875 | bicubic | -12.986 | -9.140 | -4 |
325 | tf_mobilenetv3_large_minimal_100 | 59.070 | 40.930 | 81.150 | 18.850 | 3.92 | 224 | 0.875 | bilinear | -13.178 | -9.480 | -1 |
326 | vgg13_bn | 59.000 | 41.000 | 81.070 | 18.930 | 133.05 | 224 | 0.875 | bilinear | -12.594 | -9.306 | +1 |
327 | hrnet_w18_small | 58.950 | 41.050 | 81.340 | 18.660 | 13.19 | 224 | 0.875 | bilinear | -13.394 | -9.338 | -5 |
328 | vgg16 | 58.830 | 41.170 | 81.660 | 18.340 | 138.36 | 224 | 0.875 | bilinear | -12.764 | -8.722 | 0 |
329 | gluon_resnet18_v1b | 58.340 | 41.660 | 80.970 | 19.030 | 11.69 | 224 | 0.875 | bicubic | -12.496 | -8.792 | 0 |
330 | vgg11_bn | 57.410 | 42.590 | 80.020 | 19.980 | 132.87 | 224 | 0.875 | bilinear | -12.950 | -9.782 | 0 |
331 | resnet18 | 57.170 | 42.830 | 80.200 | 19.800 | 11.69 | 224 | 0.875 | bilinear | -12.578 | -8.878 | +2 |
332 | vgg13 | 57.150 | 42.850 | 79.540 | 20.460 | 133.05 | 224 | 0.875 | bilinear | -12.776 | -9.706 | 0 |
333 | regnety_002 | 57.000 | 43.000 | 79.840 | 20.160 | 3.16 | 224 | 0.875 | bicubic | -13.252 | -9.700 | -2 |
334 | regnetx_002 | 56.050 | 43.950 | 79.210 | 20.790 | 2.68 | 224 | 0.875 | bicubic | -12.712 | -9.346 | +1 |
335 | dla60x_c | 56.000 | 44.000 | 78.930 | 21.070 | 1.32 | 224 | 0.875 | bilinear | -11.892 | -9.496 | +2 |
336 | vgg11 | 55.800 | 44.200 | 78.830 | 21.170 | 132.86 | 224 | 0.875 | bilinear | -13.224 | -9.798 | -2 |
337 | tf_mobilenetv3_small_100 | 54.530 | 45.470 | 77.060 | 22.940 | 2.54 | 224 | 0.875 | bilinear | -13.392 | -10.604 | -1 |
338 | dla46x_c | 53.050 | 46.950 | 76.870 | 23.130 | 1.07 | 224 | 0.875 | bilinear | -12.920 | -10.110 | 0 |
339 | tf_mobilenetv3_small_075 | 52.160 | 47.840 | 75.470 | 24.530 | 2.04 | 224 | 0.875 | bilinear | -13.556 | -10.660 | 0 |
340 | dla46_c | 52.130 | 47.870 | 75.690 | 24.310 | 1.30 | 224 | 0.875 | bilinear | -12.736 | -10.602 | 0 |
341 | tf_mobilenetv3_small_minimal_100 | 49.500 | 50.500 | 73.050 | 26.950 | 2.04 | 224 | 0.875 | bilinear | -13.406 | -11.180 | 0 |