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20 KiB
20 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation |
---|---|---|---|---|---|---|---|---|---|
2 | tf_efficientnet_l2_ns | 98.530 | 1.470 | 99.820 | 0.180 | 480.31 | 800 | 0.960 | bicubic |
3 | tf_efficientnet_l2_ns_475 | 98.530 | 1.470 | 99.840 | 0.160 | 480.31 | 475 | 0.936 | bicubic |
4 | tf_efficientnet_b7_ns | 97.920 | 2.080 | 99.720 | 0.280 | 66.35 | 600 | 0.949 | bicubic |
5 | dm_nfnet_f6 | 97.740 | 2.260 | 99.580 | 0.420 | 438.36 | 576 | 0.956 | bicubic |
6 | tf_efficientnet_b6_ns | 97.630 | 2.370 | 99.590 | 0.410 | 43.04 | 528 | 0.942 | bicubic |
7 | dm_nfnet_f4 | 97.580 | 2.420 | 99.530 | 0.470 | 316.07 | 512 | 0.951 | bicubic |
8 | dm_nfnet_f5 | 97.580 | 2.420 | 99.550 | 0.450 | 377.21 | 544 | 0.954 | bicubic |
9 | ig_resnext101_32x48d | 97.580 | 2.420 | 99.690 | 0.310 | 828.41 | 224 | 0.875 | bilinear |
10 | tf_efficientnet_b5_ns | 97.500 | 2.500 | 99.650 | 0.350 | 30.39 | 456 | 0.934 | bicubic |
11 | resnetv2_152x4_bitm | 97.470 | 2.530 | 99.600 | 0.400 | 936.53 | 480 | 1.000 | bilinear |
12 | dm_nfnet_f3 | 97.400 | 2.600 | 99.590 | 0.410 | 254.92 | 416 | 0.940 | bicubic |
13 | ig_resnext101_32x32d | 97.320 | 2.680 | 99.660 | 0.340 | 468.53 | 224 | 0.875 | bilinear |
14 | tf_efficientnet_b8 | 97.230 | 2.770 | 99.500 | 0.500 | 87.41 | 672 | 0.954 | bicubic |
15 | tf_efficientnet_b7_ap | 97.210 | 2.790 | 99.550 | 0.450 | 66.35 | 600 | 0.949 | bicubic |
16 | swsl_resnext101_32x8d | 97.200 | 2.800 | 99.540 | 0.460 | 88.79 | 224 | 0.875 | bilinear |
17 | vit_base_resnet50_384 | 97.190 | 2.810 | 99.560 | 0.440 | 98.95 | 384 | 1.000 | bicubic |
18 | resnetv2_152x2_bitm | 97.160 | 2.840 | 99.580 | 0.420 | 236.34 | 480 | 1.000 | bilinear |
19 | ecaresnet269d | 97.140 | 2.860 | 99.460 | 0.540 | 102.09 | 352 | 1.000 | bicubic |
20 | vit_large_patch16_384 | 97.130 | 2.870 | 99.640 | 0.360 | 304.72 | 384 | 1.000 | bicubic |
21 | tf_efficientnet_b6_ap | 97.110 | 2.890 | 99.610 | 0.390 | 43.04 | 528 | 0.942 | bicubic |
22 | tf_efficientnet_b8_ap | 97.100 | 2.900 | 99.660 | 0.340 | 87.41 | 672 | 0.954 | bicubic |
23 | resnetv2_101x3_bitm | 97.040 | 2.960 | 99.520 | 0.480 | 387.93 | 480 | 1.000 | bilinear |
24 | tf_efficientnet_b7 | 97.010 | 2.990 | 99.520 | 0.480 | 66.35 | 600 | 0.949 | bicubic |
25 | tf_efficientnet_b4_ns | 96.960 | 3.040 | 99.600 | 0.400 | 19.34 | 380 | 0.922 | bicubic |
26 | vit_deit_base_distilled_patch16_384 | 96.960 | 3.040 | 99.490 | 0.510 | 87.63 | 384 | 1.000 | bicubic |
27 | dm_nfnet_f1 | 96.930 | 3.070 | 99.380 | 0.620 | 132.63 | 320 | 0.910 | bicubic |
28 | dm_nfnet_f2 | 96.890 | 3.110 | 99.450 | 0.550 | 193.78 | 352 | 0.920 | bicubic |
29 | ig_resnext101_32x16d | 96.820 | 3.180 | 99.610 | 0.390 | 194.03 | 224 | 0.875 | bilinear |
30 | seresnet152d | 96.810 | 3.190 | 99.450 | 0.550 | 66.84 | 320 | 1.000 | bicubic |
31 | resnetv2_50x3_bitm | 96.770 | 3.230 | 99.430 | 0.570 | 217.32 | 480 | 1.000 | bilinear |
32 | vit_base_patch16_384 | 96.740 | 3.260 | 99.480 | 0.520 | 86.86 | 384 | 1.000 | bicubic |
33 | resnet200d | 96.720 | 3.280 | 99.340 | 0.660 | 64.69 | 320 | 1.000 | bicubic |
34 | tf_efficientnet_b6 | 96.690 | 3.310 | 99.370 | 0.630 | 43.04 | 528 | 0.942 | bicubic |
35 | tf_efficientnet_b5_ap | 96.670 | 3.330 | 99.470 | 0.530 | 30.39 | 456 | 0.934 | bicubic |
36 | swsl_resnext101_32x16d | 96.610 | 3.390 | 99.520 | 0.480 | 194.03 | 224 | 0.875 | bilinear |
37 | resnest200e | 96.550 | 3.450 | 99.320 | 0.680 | 70.20 | 320 | 0.909 | bicubic |
38 | resnest269e | 96.550 | 3.450 | 99.350 | 0.650 | 110.93 | 416 | 0.928 | bicubic |
39 | swsl_resnext101_32x4d | 96.400 | 3.600 | 99.450 | 0.550 | 44.18 | 224 | 0.875 | bilinear |
40 | tf_efficientnet_b3_ns | 96.380 | 3.620 | 99.340 | 0.660 | 12.23 | 300 | 0.904 | bicubic |
41 | tf_efficientnet_b5 | 96.350 | 3.650 | 99.320 | 0.680 | 30.39 | 456 | 0.934 | bicubic |
42 | resnet152d | 96.350 | 3.650 | 99.370 | 0.630 | 60.21 | 320 | 1.000 | bicubic |
43 | resnet101d | 96.300 | 3.700 | 99.240 | 0.760 | 44.57 | 320 | 1.000 | bicubic |
44 | ig_resnext101_32x8d | 96.270 | 3.730 | 99.410 | 0.590 | 88.79 | 224 | 0.875 | bilinear |
45 | vit_deit_base_patch16_384 | 96.170 | 3.830 | 99.140 | 0.860 | 86.86 | 384 | 1.000 | bicubic |
46 | tf_efficientnet_b4_ap | 96.150 | 3.850 | 99.250 | 0.750 | 19.34 | 380 | 0.922 | bicubic |
47 | dm_nfnet_f0 | 96.140 | 3.860 | 99.240 | 0.760 | 71.49 | 256 | 0.900 | bicubic |
48 | vit_deit_base_distilled_patch16_224 | 96.110 | 3.890 | 99.180 | 0.820 | 87.34 | 224 | 0.900 | bicubic |
49 | resnetv2_101x1_bitm | 96.090 | 3.910 | 99.310 | 0.690 | 44.54 | 480 | 1.000 | bilinear |
50 | vit_large_patch16_224 | 95.940 | 4.060 | 99.220 | 0.780 | 304.33 | 224 | 0.900 | bicubic |
51 | tresnet_xl_448 | 95.930 | 4.070 | 99.160 | 0.840 | 78.44 | 448 | 0.875 | bilinear |
52 | resnest101e | 95.910 | 4.090 | 99.180 | 0.820 | 48.28 | 256 | 0.875 | bilinear |
53 | swsl_resnext50_32x4d | 95.900 | 4.100 | 99.250 | 0.750 | 25.03 | 224 | 0.875 | bilinear |
54 | tf_efficientnet_b4 | 95.870 | 4.130 | 99.140 | 0.860 | 19.34 | 380 | 0.922 | bicubic |
55 | tresnet_l_448 | 95.850 | 4.150 | 99.140 | 0.860 | 55.99 | 448 | 0.875 | bilinear |
56 | vit_base_patch32_384 | 95.820 | 4.180 | 99.150 | 0.850 | 88.30 | 384 | 1.000 | bicubic |
57 | vit_large_patch32_384 | 95.810 | 4.190 | 99.150 | 0.850 | 306.63 | 384 | 1.000 | bicubic |
58 | tf_efficientnet_b2_ns | 95.750 | 4.250 | 99.150 | 0.850 | 9.11 | 260 | 0.890 | bicubic |
59 | efficientnet_b3a | 95.720 | 4.280 | 99.050 | 0.950 | 12.23 | 320 | 1.000 | bicubic |
60 | pnasnet5large | 95.690 | 4.310 | 98.900 | 1.100 | 86.06 | 331 | 0.911 | bicubic |
61 | nasnetalarge | 95.690 | 4.310 | 98.950 | 1.050 | 88.75 | 331 | 0.911 | bicubic |
62 | ssl_resnext101_32x16d | 95.640 | 4.360 | 99.130 | 0.870 | 194.03 | 224 | 0.875 | bilinear |
63 | swsl_resnet50 | 95.550 | 4.450 | 99.260 | 0.740 | 25.56 | 224 | 0.875 | bilinear |
64 | ecaresnet50t | 95.520 | 4.480 | 99.110 | 0.890 | 25.57 | 320 | 0.950 | bicubic |
65 | ssl_resnext101_32x4d | 95.510 | 4.490 | 99.060 | 0.940 | 44.18 | 224 | 0.875 | bilinear |
66 | ecaresnet101d | 95.490 | 4.510 | 99.090 | 0.910 | 44.57 | 224 | 0.875 | bicubic |
67 | tresnet_xl | 95.470 | 4.530 | 99.140 | 0.860 | 78.44 | 224 | 0.875 | bilinear |
68 | ssl_resnext101_32x8d | 95.440 | 4.560 | 99.140 | 0.860 | 88.79 | 224 | 0.875 | bilinear |
69 | vit_deit_base_patch16_224 | 95.440 | 4.560 | 98.820 | 1.180 | 86.57 | 224 | 0.900 | bicubic |
70 | efficientnet_b3 | 95.420 | 4.580 | 99.100 | 0.900 | 12.23 | 300 | 0.904 | bicubic |
71 | vit_base_patch16_224 | 95.360 | 4.640 | 99.000 | 1.000 | 86.57 | 224 | 0.900 | bicubic |
72 | tf_efficientnet_b3_ap | 95.310 | 4.690 | 98.940 | 1.060 | 12.23 | 300 | 0.904 | bicubic |
73 | gernet_l | 95.190 | 4.810 | 98.870 | 1.130 | 31.08 | 256 | 0.875 | bilinear |
74 | regnety_032 | 95.180 | 4.820 | 99.140 | 0.860 | 19.44 | 224 | 0.875 | bicubic |
75 | tf_efficientnet_b1_ns | 95.180 | 4.820 | 99.080 | 0.920 | 7.79 | 240 | 0.882 | bicubic |
76 | tresnet_l | 95.180 | 4.820 | 99.010 | 0.990 | 55.99 | 224 | 0.875 | bilinear |
77 | gluon_resnet152_v1s | 95.110 | 4.890 | 98.930 | 1.070 | 60.32 | 224 | 0.875 | bicubic |
78 | ecaresnet101d_pruned | 95.080 | 4.920 | 98.960 | 1.040 | 24.88 | 224 | 0.875 | bicubic |
79 | seresnext50_32x4d | 95.080 | 4.920 | 98.910 | 1.090 | 27.56 | 224 | 0.875 | bicubic |
80 | wide_resnet50_2 | 95.040 | 4.960 | 98.990 | 1.010 | 68.88 | 224 | 0.875 | bicubic |
81 | resnest50d_4s2x40d | 95.040 | 4.960 | 99.090 | 0.910 | 30.42 | 224 | 0.875 | bicubic |
82 | resnetv2_50x1_bitm | 95.030 | 4.970 | 99.170 | 0.830 | 25.55 | 480 | 1.000 | bilinear |
83 | tf_efficientnet_b3 | 95.020 | 4.980 | 98.900 | 1.100 | 12.23 | 300 | 0.904 | bicubic |
84 | rexnet_200 | 95.000 | 5.000 | 98.970 | 1.030 | 16.37 | 224 | 0.875 | bicubic |
85 | tf_efficientnet_lite4 | 94.980 | 5.020 | 98.990 | 1.010 | 13.01 | 380 | 0.920 | bilinear |
86 | tresnet_m_448 | 94.980 | 5.020 | 98.990 | 1.010 | 31.39 | 448 | 0.875 | bilinear |
87 | legacy_senet154 | 94.970 | 5.030 | 98.870 | 1.130 | 115.09 | 224 | 0.875 | bilinear |
88 | gluon_senet154 | 94.950 | 5.050 | 98.740 | 1.260 | 115.09 | 224 | 0.875 | bicubic |
89 | gluon_seresnext101_32x4d | 94.940 | 5.060 | 98.730 | 1.270 | 48.96 | 224 | 0.875 | bicubic |
90 | ssl_resnext50_32x4d | 94.930 | 5.070 | 98.850 | 1.150 | 25.03 | 224 | 0.875 | bilinear |
91 | gluon_seresnext101_64x4d | 94.880 | 5.120 | 98.840 | 1.160 | 88.23 | 224 | 0.875 | bicubic |
92 | gluon_resnet101_v1s | 94.750 | 5.250 | 98.890 | 1.110 | 44.67 | 224 | 0.875 | bicubic |
93 | vit_deit_small_distilled_patch16_224 | 94.720 | 5.280 | 99.030 | 0.970 | 22.44 | 224 | 0.900 | bicubic |
94 | ecaresnetlight | 94.690 | 5.310 | 98.800 | 1.200 | 30.16 | 224 | 0.875 | bicubic |
95 | gernet_m | 94.670 | 5.330 | 98.840 | 1.160 | 21.14 | 224 | 0.875 | bilinear |
96 | resnest50d | 94.670 | 5.330 | 98.790 | 1.210 | 27.48 | 224 | 0.875 | bilinear |
97 | gluon_resnet152_v1d | 94.660 | 5.340 | 98.780 | 1.220 | 60.21 | 224 | 0.875 | bicubic |
98 | resnest50d_1s4x24d | 94.660 | 5.340 | 99.000 | 1.000 | 25.68 | 224 | 0.875 | bicubic |
99 | efficientnet_b3_pruned | 94.630 | 5.370 | 98.770 | 1.230 | 9.86 | 300 | 0.904 | bicubic |
100 | gluon_resnext101_32x4d | 94.630 | 5.370 | 98.630 | 1.370 | 44.18 | 224 | 0.875 | bicubic |
101 | nf_resnet50 | 94.620 | 5.380 | 98.780 | 1.220 | 25.56 | 288 | 0.940 | bicubic |
102 | efficientnet_b2a | 94.620 | 5.380 | 98.730 | 1.270 | 9.11 | 288 | 1.000 | bicubic |
103 | regnety_320 | 94.610 | 5.390 | 98.840 | 1.160 | 145.05 | 224 | 0.875 | bicubic |
104 | ecaresnet50d | 94.610 | 5.390 | 98.870 | 1.130 | 25.58 | 224 | 0.875 | bicubic |
105 | tresnet_m | 94.600 | 5.400 | 98.560 | 1.440 | 31.39 | 224 | 0.875 | bilinear |
106 | cspdarknet53 | 94.590 | 5.410 | 98.780 | 1.220 | 27.64 | 256 | 0.887 | bilinear |
107 | efficientnet_b2 | 94.560 | 5.440 | 98.720 | 1.280 | 9.11 | 260 | 0.875 | bicubic |
108 | gluon_resnext101_64x4d | 94.550 | 5.450 | 98.640 | 1.360 | 83.46 | 224 | 0.875 | bicubic |
109 | repvgg_b3 | 94.550 | 5.450 | 98.750 | 1.250 | 123.09 | 224 | 0.875 | bilinear |
110 | seresnet50 | 94.500 | 5.500 | 98.710 | 1.290 | 28.09 | 224 | 0.875 | bicubic |
111 | repvgg_b3g4 | 94.490 | 5.510 | 98.950 | 1.050 | 83.83 | 224 | 0.875 | bilinear |
112 | inception_resnet_v2 | 94.490 | 5.510 | 98.770 | 1.230 | 55.84 | 299 | 0.897 | bicubic |
113 | tf_efficientnet_b2_ap | 94.460 | 5.540 | 98.640 | 1.360 | 9.11 | 260 | 0.890 | bicubic |
114 | cspresnext50 | 94.440 | 5.560 | 98.720 | 1.280 | 20.57 | 224 | 0.875 | bilinear |
115 | legacy_seresnext101_32x4d | 94.430 | 5.570 | 98.580 | 1.420 | 48.96 | 224 | 0.875 | bilinear |
116 | regnety_120 | 94.430 | 5.570 | 98.870 | 1.130 | 51.82 | 224 | 0.875 | bicubic |
117 | ssl_resnet50 | 94.430 | 5.570 | 98.870 | 1.130 | 25.56 | 224 | 0.875 | bilinear |
118 | tf_efficientnet_el | 94.420 | 5.580 | 98.750 | 1.250 | 10.59 | 300 | 0.904 | bicubic |
119 | regnety_160 | 94.410 | 5.590 | 98.880 | 1.120 | 83.59 | 224 | 0.875 | bicubic |
120 | tf_efficientnet_b2 | 94.400 | 5.600 | 98.610 | 1.390 | 9.11 | 260 | 0.890 | bicubic |
121 | rexnet_150 | 94.400 | 5.600 | 98.820 | 1.180 | 9.73 | 224 | 0.875 | bicubic |
122 | inception_v4 | 94.360 | 5.640 | 98.560 | 1.440 | 42.68 | 299 | 0.875 | bicubic |
123 | vit_deit_small_patch16_224 | 94.350 | 5.650 | 98.670 | 1.330 | 22.05 | 224 | 0.900 | bicubic |
124 | regnetx_320 | 94.340 | 5.660 | 98.810 | 1.190 | 107.81 | 224 | 0.875 | bicubic |
125 | resnet50d | 94.340 | 5.660 | 98.730 | 1.270 | 25.58 | 224 | 0.875 | bicubic |
126 | dpn107 | 94.330 | 5.670 | 98.530 | 1.470 | 86.92 | 224 | 0.875 | bicubic |
127 | ecaresnet26t | 94.320 | 5.680 | 98.710 | 1.290 | 16.01 | 320 | 0.950 | bicubic |
128 | gluon_seresnext50_32x4d | 94.310 | 5.690 | 98.590 | 1.410 | 27.56 | 224 | 0.875 | bicubic |
129 | ecaresnet50d_pruned | 94.280 | 5.720 | 98.790 | 1.210 | 19.94 | 224 | 0.875 | bicubic |
130 | xception71 | 94.280 | 5.720 | 98.620 | 1.380 | 42.34 | 299 | 0.903 | bicubic |
131 | gluon_resnet101_v1d | 94.270 | 5.730 | 98.640 | 1.360 | 44.57 | 224 | 0.875 | bicubic |
132 | gluon_xception65 | 94.250 | 5.750 | 98.590 | 1.410 | 39.92 | 299 | 0.903 | bicubic |
133 | tf_efficientnet_lite3 | 94.240 | 5.760 | 98.630 | 1.370 | 8.20 | 300 | 0.904 | bilinear |
134 | regnety_064 | 94.230 | 5.770 | 98.750 | 1.250 | 30.58 | 224 | 0.875 | bicubic |
135 | regnetx_160 | 94.220 | 5.780 | 98.800 | 1.200 | 54.28 | 224 | 0.875 | bicubic |
136 | dpn92 | 94.210 | 5.790 | 98.730 | 1.270 | 37.67 | 224 | 0.875 | bicubic |
137 | skresnext50_32x4d | 94.200 | 5.800 | 98.460 | 1.540 | 27.48 | 224 | 0.875 | bicubic |
138 | mixnet_xl | 94.190 | 5.810 | 98.350 | 1.650 | 11.90 | 224 | 0.875 | bicubic |
139 | gluon_resnet152_v1c | 94.180 | 5.820 | 98.640 | 1.360 | 60.21 | 224 | 0.875 | bicubic |
140 | regnety_080 | 94.160 | 5.840 | 98.700 | 1.300 | 39.18 | 224 | 0.875 | bicubic |
141 | resnext50d_32x4d | 94.160 | 5.840 | 98.540 | 1.460 | 25.05 | 224 | 0.875 | bicubic |
142 | ens_adv_inception_resnet_v2 | 94.160 | 5.840 | 98.630 | 1.370 | 55.84 | 299 | 0.897 | bicubic |
143 | gluon_resnet152_v1b | 94.160 | 5.840 | 98.520 | 1.480 | 60.19 | 224 | 0.875 | bicubic |
144 | ese_vovnet39b | 94.160 | 5.840 | 98.690 | 1.310 | 24.57 | 224 | 0.875 | bicubic |
145 | nf_regnet_b1 | 94.140 | 5.860 | 98.600 | 1.400 | 10.22 | 288 | 0.900 | bicubic |
146 | regnetx_120 | 94.120 | 5.880 | 98.740 | 1.260 | 46.11 | 224 | 0.875 | bicubic |
147 | dpn98 | 94.100 | 5.900 | 98.580 | 1.420 | 61.57 | 224 | 0.875 | bicubic |
148 | efficientnet_b2_pruned | 94.090 | 5.910 | 98.520 | 1.480 | 8.31 | 260 | 0.890 | bicubic |
149 | hrnet_w64 | 94.030 | 5.970 | 98.490 | 1.510 | 128.06 | 224 | 0.875 | bilinear |
150 | resnext50_32x4d | 94.010 | 5.990 | 98.390 | 1.610 | 25.03 | 224 | 0.875 | bicubic |
151 | resnetblur50 | 93.980 | 6.020 | 98.520 | 1.480 | 25.56 | 224 | 0.875 | bicubic |
152 | tf_efficientnet_cc_b1_8e | 93.960 | 6.040 | 98.240 | 1.760 | 39.72 | 240 | 0.882 | bicubic |
153 | dla102x2 | 93.940 | 6.060 | 98.560 | 1.440 | 41.28 | 224 | 0.875 | bilinear |
154 | regnetx_064 | 93.940 | 6.060 | 98.670 | 1.330 | 26.21 | 224 | 0.875 | bicubic |
155 | regnety_040 | 93.930 | 6.070 | 98.690 | 1.310 | 20.65 | 224 | 0.875 | bicubic |
156 | resnet50 | 93.930 | 6.070 | 98.340 | 1.660 | 25.56 | 224 | 0.875 | bicubic |
157 | repvgg_b2g4 | 93.920 | 6.080 | 98.600 | 1.400 | 61.76 | 224 | 0.875 | bilinear |
158 | regnetx_080 | 93.900 | 6.100 | 98.540 | 1.460 | 39.57 | 224 | 0.875 | bicubic |
159 | efficientnet_em | 93.900 | 6.100 | 98.820 | 1.180 | 6.90 | 240 | 0.882 | bicubic |
160 | dpn131 | 93.880 | 6.120 | 98.740 | 1.260 | 79.25 | 224 | 0.875 | bicubic |
161 | wide_resnet101_2 | 93.880 | 6.120 | 98.570 | 1.430 | 126.89 | 224 | 0.875 | bilinear |
162 | resnext101_32x8d | 93.860 | 6.140 | 98.650 | 1.350 | 88.79 | 224 | 0.875 | bilinear |
163 | rexnet_130 | 93.840 | 6.160 | 98.400 | 1.600 | 7.56 | 224 | 0.875 | bicubic |
164 | hrnet_w48 | 93.830 | 6.170 | 98.630 | 1.370 | 77.47 | 224 | 0.875 | bilinear |
165 | gluon_resnet101_v1c | 93.790 | 6.210 | 98.400 | 1.600 | 44.57 | 224 | 0.875 | bicubic |
166 | gluon_resnet101_v1b | 93.760 | 6.240 | 98.470 | 1.530 | 44.55 | 224 | 0.875 | bicubic |
167 | xception65 | 93.760 | 6.240 | 98.350 | 1.650 | 39.92 | 299 | 0.903 | bicubic |
168 | cspresnet50 | 93.750 | 6.250 | 98.670 | 1.330 | 21.62 | 256 | 0.887 | bilinear |
169 | legacy_seresnext50_32x4d | 93.740 | 6.260 | 98.510 | 1.490 | 27.56 | 224 | 0.875 | bilinear |
170 | gluon_resnext50_32x4d | 93.720 | 6.280 | 98.470 | 1.530 | 25.03 | 224 | 0.875 | bicubic |
171 | gluon_resnet50_v1d | 93.710 | 6.290 | 98.390 | 1.610 | 25.58 | 224 | 0.875 | bicubic |
172 | gluon_resnet50_v1s | 93.700 | 6.300 | 98.470 | 1.530 | 25.68 | 224 | 0.875 | bicubic |
173 | tf_efficientnet_b1_ap | 93.700 | 6.300 | 98.370 | 1.630 | 7.79 | 240 | 0.882 | bicubic |
174 | hrnet_w44 | 93.660 | 6.340 | 98.690 | 1.310 | 67.06 | 224 | 0.875 | bilinear |
175 | res2net50_26w_8s | 93.650 | 6.350 | 98.270 | 1.730 | 48.40 | 224 | 0.875 | bilinear |
176 | res2net101_26w_4s | 93.650 | 6.350 | 98.400 | 1.600 | 45.21 | 224 | 0.875 | bilinear |
177 | dpn68b | 93.600 | 6.400 | 98.510 | 1.490 | 12.61 | 224 | 0.875 | bicubic |
178 | dla102x | 93.560 | 6.440 | 98.560 | 1.440 | 26.31 | 224 | 0.875 | bilinear |
179 | regnetx_040 | 93.550 | 6.450 | 98.460 | 1.540 | 22.12 | 224 | 0.875 | bicubic |
180 | res2net50_26w_6s | 93.530 | 6.470 | 98.430 | 1.570 | 37.05 | 224 | 0.875 | bilinear |
181 | tf_efficientnet_b0_ns | 93.520 | 6.480 | 98.620 | 1.380 | 5.29 | 224 | 0.875 | bicubic |
182 | tf_efficientnet_b1 | 93.490 | 6.510 | 98.340 | 1.660 | 7.79 | 240 | 0.882 | bicubic |
183 | hrnet_w32 | 93.470 | 6.530 | 98.390 | 1.610 | 41.23 | 224 | 0.875 | bilinear |
184 | gluon_inception_v3 | 93.460 | 6.540 | 98.600 | 1.400 | 23.83 | 299 | 0.875 | bicubic |
185 | xception41 | 93.460 | 6.540 | 98.410 | 1.590 | 26.97 | 299 | 0.903 | bicubic |
186 | hrnet_w40 | 93.450 | 6.550 | 98.570 | 1.430 | 57.56 | 224 | 0.875 | bilinear |
187 | repvgg_b2 | 93.440 | 6.560 | 98.700 | 1.300 | 89.02 | 224 | 0.875 | bilinear |
188 | resnest26d | 93.440 | 6.560 | 98.600 | 1.400 | 17.07 | 224 | 0.875 | bilinear |
189 | mixnet_l | 93.440 | 6.560 | 98.270 | 1.730 | 7.33 | 224 | 0.875 | bicubic |
190 | repvgg_b1 | 93.410 | 6.590 | 98.530 | 1.470 | 57.42 | 224 | 0.875 | bilinear |
191 | dla169 | 93.390 | 6.610 | 98.550 | 1.450 | 53.39 | 224 | 0.875 | bilinear |
192 | xception | 93.380 | 6.620 | 98.520 | 1.480 | 22.86 | 299 | 0.897 | bicubic |
193 | tf_mixnet_l | 93.360 | 6.640 | 98.040 | 1.960 | 7.33 | 224 | 0.875 | bicubic |
194 | legacy_seresnet152 | 93.330 | 6.670 | 98.380 | 1.620 | 66.82 | 224 | 0.875 | bilinear |
195 | tv_resnet152 | 93.330 | 6.670 | 98.370 | 1.630 | 60.19 | 224 | 0.875 | bilinear |
196 | selecsls60b | 93.300 | 6.700 | 98.310 | 1.690 | 32.77 | 224 | 0.875 | bicubic |
197 | legacy_seresnet101 | 93.280 | 6.720 | 98.470 | 1.530 | 49.33 | 224 | 0.875 | bilinear |
198 | tf_inception_v3 | 93.270 | 6.730 | 98.050 | 1.950 | 23.83 | 299 | 0.875 | bicubic |
199 | efficientnet_b1 | 93.250 | 6.750 | 98.170 | 1.830 | 7.79 | 240 | 0.875 | bicubic |
200 | regnety_016 | 93.250 | 6.750 | 98.400 | 1.600 | 11.20 | 224 | 0.875 | bicubic |
201 | dla60_res2net | 93.190 | 6.810 | 98.390 | 1.610 | 20.85 | 224 | 0.875 | bilinear |
202 | dla60_res2next | 93.170 | 6.830 | 98.430 | 1.570 | 17.03 | 224 | 0.875 | bilinear |
203 | dla60x | 93.130 | 6.870 | 98.520 | 1.480 | 17.35 | 224 | 0.875 | bilinear |
204 | hrnet_w30 | 93.130 | 6.870 | 98.400 | 1.600 | 37.71 | 224 | 0.875 | bilinear |
205 | dla102 | 93.090 | 6.910 | 98.490 | 1.510 | 33.27 | 224 | 0.875 | bilinear |
206 | rexnet_100 | 93.080 | 6.920 | 98.150 | 1.850 | 4.80 | 224 | 0.875 | bicubic |
207 | efficientnet_es | 93.070 | 6.930 | 98.480 | 1.520 | 5.44 | 224 | 0.875 | bicubic |
208 | regnetx_032 | 93.060 | 6.940 | 98.340 | 1.660 | 15.30 | 224 | 0.875 | bicubic |
209 | gluon_resnet50_v1c | 93.030 | 6.970 | 98.330 | 1.670 | 25.58 | 224 | 0.875 | bicubic |
210 | legacy_seresnet50 | 93.010 | 6.990 | 98.180 | 1.820 | 28.09 | 224 | 0.875 | bilinear |
211 | selecsls60 | 92.960 | 7.040 | 98.220 | 1.780 | 30.67 | 224 | 0.875 | bicubic |
212 | tf_efficientnet_em | 92.940 | 7.060 | 98.190 | 1.810 | 6.90 | 240 | 0.882 | bicubic |
213 | adv_inception_v3 | 92.890 | 7.110 | 98.170 | 1.830 | 23.83 | 299 | 0.875 | bicubic |
214 | res2next50 | 92.890 | 7.110 | 98.190 | 1.810 | 24.67 | 224 | 0.875 | bilinear |
215 | repvgg_b1g4 | 92.820 | 7.180 | 98.380 | 1.620 | 39.97 | 224 | 0.875 | bilinear |
216 | tf_efficientnet_cc_b0_8e | 92.820 | 7.180 | 98.260 | 1.740 | 24.01 | 224 | 0.875 | bicubic |
217 | tv_resnet101 | 92.810 | 7.190 | 98.260 | 1.740 | 44.55 | 224 | 0.875 | bilinear |
218 | res2net50_14w_8s | 92.800 | 7.200 | 98.170 | 1.830 | 25.06 | 224 | 0.875 | bilinear |
219 | resnet34d | 92.770 | 7.230 | 98.260 | 1.740 | 21.82 | 224 | 0.875 | bicubic |
220 | tv_resnext50_32x4d | 92.770 | 7.230 | 98.200 | 1.800 | 25.03 | 224 | 0.875 | bilinear |
221 | efficientnet_b1_pruned | 92.760 | 7.240 | 98.040 | 1.960 | 6.33 | 240 | 0.882 | bicubic |
222 | vit_small_patch16_224 | 92.730 | 7.270 | 97.920 | 2.080 | 48.75 | 224 | 0.900 | bicubic |
223 | inception_v3 | 92.710 | 7.290 | 97.960 | 2.040 | 23.83 | 299 | 0.875 | bicubic |
224 | seresnext26t_32x4d | 92.700 | 7.300 | 98.380 | 1.620 | 16.81 | 224 | 0.875 | bicubic |
225 | tf_efficientnet_lite2 | 92.690 | 7.310 | 98.220 | 1.780 | 6.09 | 260 | 0.890 | bicubic |
226 | densenet161 | 92.680 | 7.320 | 98.350 | 1.650 | 28.68 | 224 | 0.875 | bicubic |
227 | seresnext26d_32x4d | 92.680 | 7.320 | 98.130 | 1.870 | 16.81 | 224 | 0.875 | bicubic |
228 | densenet201 | 92.670 | 7.330 | 98.260 | 1.740 | 20.01 | 224 | 0.875 | bicubic |
229 | gluon_resnet50_v1b | 92.620 | 7.380 | 98.170 | 1.830 | 25.56 | 224 | 0.875 | bicubic |
230 | tf_efficientnet_lite1 | 92.600 | 7.400 | 98.050 | 1.950 | 5.42 | 240 | 0.882 | bicubic |
231 | res2net50_48w_2s | 92.580 | 7.420 | 98.070 | 1.930 | 25.29 | 224 | 0.875 | bilinear |
232 | tf_efficientnet_cc_b0_4e | 92.560 | 7.440 | 98.140 | 1.860 | 13.31 | 224 | 0.875 | bicubic |
233 | efficientnet_b0 | 92.550 | 7.450 | 98.080 | 1.920 | 5.29 | 224 | 0.875 | bicubic |
234 | legacy_seresnext26_32x4d | 92.520 | 7.480 | 98.150 | 1.850 | 16.79 | 224 | 0.875 | bicubic |
235 | res2net50_26w_4s | 92.480 | 7.520 | 98.140 | 1.860 | 25.70 | 224 | 0.875 | bilinear |
236 | mobilenetv2_120d | 92.470 | 7.530 | 98.000 | 2.000 | 5.83 | 224 | 0.875 | bicubic |
237 | mixnet_m | 92.450 | 7.550 | 97.870 | 2.130 | 5.01 | 224 | 0.875 | bicubic |
238 | skresnet34 | 92.410 | 7.590 | 98.220 | 1.780 | 22.28 | 224 | 0.875 | bicubic |
239 | tf_mixnet_m | 92.380 | 7.620 | 97.910 | 2.090 | 5.01 | 224 | 0.875 | bicubic |
240 | hrnet_w18 | 92.320 | 7.680 | 98.310 | 1.690 | 21.30 | 224 | 0.875 | bilinear |
241 | ese_vovnet19b_dw | 92.300 | 7.700 | 98.080 | 1.920 | 6.54 | 224 | 0.875 | bicubic |
242 | tf_efficientnet_b0 | 92.260 | 7.740 | 97.900 | 2.100 | 5.29 | 224 | 0.875 | bicubic |
243 | selecsls42b | 92.240 | 7.760 | 98.200 | 1.800 | 32.46 | 224 | 0.875 | bicubic |
244 | tf_efficientnet_b0_ap | 92.180 | 7.820 | 98.050 | 1.950 | 5.29 | 224 | 0.875 | bicubic |
245 | dla60 | 92.140 | 7.860 | 98.060 | 1.940 | 22.04 | 224 | 0.875 | bilinear |
246 | regnetx_016 | 92.140 | 7.860 | 98.280 | 1.720 | 9.19 | 224 | 0.875 | bicubic |
247 | repvgg_a2 | 92.120 | 7.880 | 98.200 | 1.800 | 28.21 | 224 | 0.875 | bilinear |
248 | densenet169 | 92.080 | 7.920 | 98.170 | 1.830 | 14.15 | 224 | 0.875 | bicubic |
249 | resnet26d | 92.080 | 7.920 | 98.000 | 2.000 | 16.01 | 224 | 0.875 | bicubic |
250 | dpn68 | 92.060 | 7.940 | 98.060 | 1.940 | 12.61 | 224 | 0.875 | bicubic |
251 | tf_efficientnet_es | 92.000 | 8.000 | 97.890 | 2.110 | 5.44 | 224 | 0.875 | bicubic |
252 | gernet_s | 91.960 | 8.040 | 98.210 | 1.790 | 8.17 | 224 | 0.875 | bilinear |
253 | tv_resnet50 | 91.910 | 8.090 | 98.060 | 1.940 | 25.56 | 224 | 0.875 | bilinear |
254 | mobilenetv2_140 | 91.860 | 8.140 | 97.870 | 2.130 | 6.11 | 224 | 0.875 | bicubic |
255 | regnety_008 | 91.860 | 8.140 | 98.190 | 1.810 | 6.26 | 224 | 0.875 | bicubic |
256 | mixnet_s | 91.830 | 8.170 | 97.690 | 2.310 | 4.13 | 224 | 0.875 | bicubic |
257 | densenetblur121d | 91.750 | 8.250 | 98.100 | 1.900 | 8.00 | 224 | 0.875 | bicubic |
258 | densenet121 | 91.700 | 8.300 | 98.010 | 1.990 | 7.98 | 224 | 0.875 | bicubic |
259 | resnest14d | 91.530 | 8.470 | 97.950 | 2.050 | 10.61 | 224 | 0.875 | bilinear |
260 | repvgg_b0 | 91.420 | 8.580 | 97.920 | 2.080 | 15.82 | 224 | 0.875 | bilinear |
261 | tf_mixnet_s | 91.420 | 8.580 | 97.610 | 2.390 | 4.13 | 224 | 0.875 | bicubic |
262 | hrnet_w18_small_v2 | 91.340 | 8.660 | 97.950 | 2.050 | 15.60 | 224 | 0.875 | bilinear |
263 | regnety_006 | 91.280 | 8.720 | 97.810 | 2.190 | 6.06 | 224 | 0.875 | bicubic |
264 | semnasnet_100 | 91.260 | 8.740 | 97.560 | 2.440 | 3.89 | 224 | 0.875 | bicubic |
265 | mobilenetv3_rw | 91.200 | 8.800 | 97.650 | 2.350 | 5.48 | 224 | 0.875 | bicubic |
266 | resnet34 | 91.180 | 8.820 | 97.550 | 2.450 | 21.80 | 224 | 0.875 | bilinear |
267 | resnet26 | 91.180 | 8.820 | 97.800 | 2.200 | 16.00 | 224 | 0.875 | bicubic |
268 | regnetx_008 | 91.180 | 8.820 | 97.730 | 2.270 | 7.26 | 224 | 0.875 | bicubic |
269 | mobilenetv3_large_100 | 91.120 | 8.880 | 97.700 | 2.300 | 5.48 | 224 | 0.875 | bicubic |
270 | tf_mobilenetv3_large_100 | 91.110 | 8.890 | 97.670 | 2.330 | 5.48 | 224 | 0.875 | bilinear |
271 | efficientnet_lite0 | 91.070 | 8.930 | 97.660 | 2.340 | 4.65 | 224 | 0.875 | bicubic |
272 | tf_efficientnet_lite0 | 91.020 | 8.980 | 97.420 | 2.580 | 4.65 | 224 | 0.875 | bicubic |
273 | tv_densenet121 | 90.980 | 9.020 | 97.740 | 2.260 | 7.98 | 224 | 0.875 | bicubic |
274 | gluon_resnet34_v1b | 90.970 | 9.030 | 97.640 | 2.360 | 21.80 | 224 | 0.875 | bicubic |
275 | legacy_seresnet34 | 90.970 | 9.030 | 97.610 | 2.390 | 21.96 | 224 | 0.875 | bilinear |
276 | mobilenetv2_110d | 90.860 | 9.140 | 97.610 | 2.390 | 4.52 | 224 | 0.875 | bicubic |
277 | fbnetc_100 | 90.850 | 9.150 | 97.240 | 2.760 | 5.57 | 224 | 0.875 | bilinear |
278 | dla34 | 90.790 | 9.210 | 97.590 | 2.410 | 15.74 | 224 | 0.875 | bilinear |
279 | swsl_resnet18 | 90.770 | 9.230 | 97.770 | 2.230 | 11.69 | 224 | 0.875 | bilinear |
280 | vit_deit_tiny_distilled_patch16_224 | 90.670 | 9.330 | 97.560 | 2.440 | 5.91 | 224 | 0.900 | bicubic |
281 | regnety_004 | 90.480 | 9.520 | 97.510 | 2.490 | 4.34 | 224 | 0.875 | bicubic |
282 | mnasnet_100 | 90.460 | 9.540 | 97.490 | 2.510 | 4.38 | 224 | 0.875 | bicubic |
283 | regnetx_006 | 90.380 | 9.620 | 97.320 | 2.680 | 6.20 | 224 | 0.875 | bicubic |
284 | spnasnet_100 | 90.370 | 9.630 | 97.160 | 2.840 | 4.42 | 224 | 0.875 | bilinear |
285 | ssl_resnet18 | 90.250 | 9.750 | 97.620 | 2.380 | 11.69 | 224 | 0.875 | bilinear |
286 | vgg19_bn | 90.090 | 9.910 | 97.610 | 2.390 | 143.68 | 224 | 0.875 | bilinear |
287 | vgg16_bn | 90.040 | 9.960 | 97.360 | 2.640 | 138.37 | 224 | 0.875 | bilinear |
288 | tv_resnet34 | 89.970 | 10.030 | 97.390 | 2.610 | 21.80 | 224 | 0.875 | bilinear |
289 | skresnet18 | 89.760 | 10.240 | 97.320 | 2.680 | 11.96 | 224 | 0.875 | bicubic |
290 | tf_mobilenetv3_large_075 | 89.660 | 10.340 | 97.280 | 2.720 | 3.99 | 224 | 0.875 | bilinear |
291 | vit_deit_tiny_patch16_224 | 89.650 | 10.350 | 97.440 | 2.560 | 5.72 | 224 | 0.900 | bicubic |
292 | mobilenetv2_100 | 89.460 | 10.540 | 97.200 | 2.800 | 3.50 | 224 | 0.875 | bicubic |
293 | resnet18d | 89.150 | 10.850 | 97.220 | 2.780 | 11.71 | 224 | 0.875 | bicubic |
294 | vgg19 | 89.120 | 10.880 | 96.900 | 3.100 | 143.67 | 224 | 0.875 | bilinear |
295 | regnetx_004 | 89.030 | 10.970 | 97.090 | 2.910 | 5.16 | 224 | 0.875 | bicubic |
296 | tf_mobilenetv3_large_minimal_100 | 88.940 | 11.060 | 96.810 | 3.190 | 3.92 | 224 | 0.875 | bilinear |
297 | legacy_seresnet18 | 88.910 | 11.090 | 96.990 | 3.010 | 11.78 | 224 | 0.875 | bicubic |
298 | vgg13_bn | 88.840 | 11.160 | 96.980 | 3.020 | 133.05 | 224 | 0.875 | bilinear |
299 | hrnet_w18_small | 88.810 | 11.190 | 96.990 | 3.010 | 13.19 | 224 | 0.875 | bilinear |
300 | vgg16 | 88.640 | 11.360 | 96.780 | 3.220 | 138.36 | 224 | 0.875 | bilinear |
301 | gluon_resnet18_v1b | 88.280 | 11.720 | 96.640 | 3.360 | 11.69 | 224 | 0.875 | bicubic |
302 | vgg11_bn | 87.560 | 12.440 | 96.800 | 3.200 | 132.87 | 224 | 0.875 | bilinear |
303 | regnety_002 | 87.400 | 12.600 | 96.670 | 3.330 | 3.16 | 224 | 0.875 | bicubic |
304 | resnet18 | 87.400 | 12.600 | 96.280 | 3.720 | 11.69 | 224 | 0.875 | bilinear |
305 | vgg13 | 87.060 | 12.940 | 96.240 | 3.760 | 133.05 | 224 | 0.875 | bilinear |
306 | vgg11 | 86.560 | 13.440 | 96.220 | 3.780 | 132.86 | 224 | 0.875 | bilinear |
307 | dla60x_c | 86.260 | 13.740 | 96.100 | 3.900 | 1.32 | 224 | 0.875 | bilinear |
308 | regnetx_002 | 86.150 | 13.850 | 96.020 | 3.980 | 2.68 | 224 | 0.875 | bicubic |
309 | tf_mobilenetv3_small_100 | 85.350 | 14.650 | 95.640 | 4.360 | 2.54 | 224 | 0.875 | bilinear |
310 | dla46x_c | 84.430 | 15.570 | 95.340 | 4.660 | 1.07 | 224 | 0.875 | bilinear |
311 | dla46_c | 83.560 | 16.440 | 94.890 | 5.110 | 1.30 | 224 | 0.875 | bilinear |
312 | tf_mobilenetv3_small_075 | 83.470 | 16.530 | 94.700 | 5.300 | 2.04 | 224 | 0.875 | bilinear |
313 | tf_mobilenetv3_small_minimal_100 | 81.550 | 18.450 | 93.710 | 6.290 | 2.04 | 224 | 0.875 | bilinear |