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18 KiB
18 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation |
---|---|---|---|---|---|---|---|---|---|
2 | tf_efficientnet_l2_ns | 97.770 | 2.230 | 99.890 | 0.110 | 480.31 | 800 | 0.960 | bicubic |
3 | tf_efficientnet_l2_ns_475 | 97.750 | 2.250 | 99.820 | 0.180 | 480.31 | 475 | 0.936 | bicubic |
4 | tf_efficientnet_b7_ns | 97.210 | 2.790 | 99.700 | 0.300 | 66.35 | 600 | 0.949 | bicubic |
5 | tf_efficientnet_b6_ns | 97.030 | 2.970 | 99.710 | 0.290 | 43.04 | 528 | 0.942 | bicubic |
6 | ig_resnext101_32x48d | 96.960 | 3.040 | 99.670 | 0.330 | 828.41 | 224 | 0.875 | bilinear |
7 | resnetv2_152x4_bitm | 96.880 | 3.120 | 99.660 | 0.340 | 936.53 | 480 | 1.000 | bilinear |
8 | tf_efficientnet_b5_ns | 96.880 | 3.120 | 99.640 | 0.360 | 30.39 | 456 | 0.934 | bicubic |
9 | ig_resnext101_32x32d | 96.780 | 3.220 | 99.530 | 0.470 | 468.53 | 224 | 0.875 | bilinear |
10 | tf_efficientnet_b4_ns | 96.710 | 3.290 | 99.640 | 0.360 | 19.34 | 380 | 0.922 | bicubic |
11 | tf_efficientnet_b8 | 96.700 | 3.300 | 99.550 | 0.450 | 87.41 | 672 | 0.954 | bicubic |
12 | tf_efficientnet_b7 | 96.580 | 3.420 | 99.510 | 0.490 | 66.35 | 600 | 0.949 | bicubic |
13 | tf_efficientnet_b8_ap | 96.560 | 3.440 | 99.550 | 0.450 | 87.41 | 672 | 0.954 | bicubic |
14 | resnetv2_152x2_bitm | 96.490 | 3.510 | 99.620 | 0.380 | 236.34 | 480 | 1.000 | bilinear |
15 | vit_base_resnet50_384 | 96.470 | 3.530 | 99.660 | 0.340 | 98.95 | 384 | 1.000 | bicubic |
16 | ig_resnext101_32x16d | 96.430 | 3.570 | 99.540 | 0.460 | 194.03 | 224 | 0.875 | bilinear |
17 | resnetv2_101x3_bitm | 96.380 | 3.620 | 99.600 | 0.400 | 387.93 | 480 | 1.000 | bilinear |
18 | vit_large_patch16_384 | 96.360 | 3.640 | 99.630 | 0.370 | 304.72 | 384 | 1.000 | bicubic |
19 | tf_efficientnet_b6_ap | 96.360 | 3.640 | 99.550 | 0.450 | 43.04 | 528 | 0.942 | bicubic |
20 | tf_efficientnet_b7_ap | 96.350 | 3.650 | 99.600 | 0.400 | 66.35 | 600 | 0.949 | bicubic |
21 | seresnet152d_320 | 96.330 | 3.670 | 99.510 | 0.490 | 66.84 | 320 | 1.000 | bicubic |
22 | tf_efficientnet_b6 | 96.280 | 3.720 | 99.520 | 0.480 | 43.04 | 528 | 0.942 | bicubic |
23 | swsl_resnext101_32x16d | 96.270 | 3.730 | 99.500 | 0.500 | 194.03 | 224 | 0.875 | bilinear |
24 | swsl_resnext101_32x8d | 96.220 | 3.780 | 99.590 | 0.410 | 88.79 | 224 | 0.875 | bilinear |
25 | resnetv2_50x3_bitm | 96.170 | 3.830 | 99.620 | 0.380 | 217.32 | 480 | 1.000 | bilinear |
26 | vit_base_patch16_384 | 96.170 | 3.830 | 99.520 | 0.480 | 86.86 | 384 | 1.000 | bicubic |
27 | resnest269e | 96.120 | 3.880 | 99.520 | 0.480 | 110.93 | 416 | 0.928 | bicubic |
28 | resnet200d_320 | 96.110 | 3.890 | 99.460 | 0.540 | 64.69 | 320 | 1.000 | bicubic |
29 | tf_efficientnet_b3_ns | 96.110 | 3.890 | 99.470 | 0.530 | 12.23 | 300 | 0.904 | bicubic |
30 | resnest200e | 96.080 | 3.920 | 99.470 | 0.530 | 70.20 | 320 | 0.909 | bicubic |
31 | tf_efficientnet_b5_ap | 96.080 | 3.920 | 99.540 | 0.460 | 30.39 | 456 | 0.934 | bicubic |
32 | swsl_resnext101_32x4d | 96.060 | 3.940 | 99.540 | 0.460 | 44.18 | 224 | 0.875 | bilinear |
33 | tf_efficientnet_b5 | 95.980 | 4.020 | 99.450 | 0.550 | 30.39 | 456 | 0.934 | bicubic |
34 | ig_resnext101_32x8d | 95.940 | 4.060 | 99.390 | 0.610 | 88.79 | 224 | 0.875 | bilinear |
35 | seresnet152d | 95.940 | 4.060 | 99.400 | 0.600 | 66.84 | 256 | 0.940 | bicubic |
36 | resnet152d_320 | 95.850 | 4.150 | 99.430 | 0.570 | 60.21 | 320 | 1.000 | bicubic |
37 | resnet101d_320 | 95.750 | 4.250 | 99.440 | 0.560 | 44.57 | 320 | 1.000 | bicubic |
38 | resnet200d | 95.700 | 4.300 | 99.340 | 0.660 | 64.69 | 256 | 0.940 | bicubic |
39 | swsl_resnext50_32x4d | 95.610 | 4.390 | 99.440 | 0.560 | 25.03 | 224 | 0.875 | bilinear |
40 | resnest101e | 95.590 | 4.410 | 99.270 | 0.730 | 48.28 | 256 | 0.875 | bilinear |
41 | tf_efficientnet_b4 | 95.590 | 4.410 | 99.320 | 0.680 | 19.34 | 380 | 0.922 | bicubic |
42 | tf_efficientnet_b2_ns | 95.530 | 4.470 | 99.340 | 0.660 | 9.11 | 260 | 0.890 | bicubic |
43 | tresnet_xl_448 | 95.520 | 4.480 | 99.340 | 0.660 | 78.44 | 448 | 0.875 | bilinear |
44 | resnetv2_101x1_bitm | 95.500 | 4.500 | 99.510 | 0.490 | 44.54 | 480 | 1.000 | bilinear |
45 | tf_efficientnet_b4_ap | 95.500 | 4.500 | 99.390 | 0.610 | 19.34 | 380 | 0.922 | bicubic |
46 | resnet152d | 95.470 | 4.530 | 99.300 | 0.700 | 60.21 | 256 | 0.940 | bicubic |
47 | ssl_resnext101_32x16d | 95.400 | 4.600 | 99.410 | 0.590 | 194.03 | 224 | 0.875 | bilinear |
48 | tresnet_l_448 | 95.400 | 4.600 | 99.280 | 0.720 | 55.99 | 448 | 0.875 | bilinear |
49 | ssl_resnext101_32x8d | 95.330 | 4.670 | 99.320 | 0.680 | 88.79 | 224 | 0.875 | bilinear |
50 | vit_large_patch16_224 | 95.290 | 4.710 | 99.310 | 0.690 | 304.33 | 224 | 0.900 | bicubic |
51 | resnet101d | 95.280 | 4.720 | 99.260 | 0.740 | 44.57 | 256 | 0.940 | bicubic |
52 | vit_base_patch32_384 | 95.250 | 4.750 | 99.180 | 0.820 | 88.30 | 384 | 1.000 | bicubic |
53 | vit_base_patch16_224 | 95.220 | 4.780 | 99.240 | 0.760 | 86.57 | 224 | 0.900 | bicubic |
54 | swsl_resnet50 | 95.220 | 4.780 | 99.400 | 0.600 | 25.56 | 224 | 0.875 | bilinear |
55 | nasnetalarge | 95.170 | 4.830 | 99.130 | 0.870 | 88.75 | 331 | 0.911 | bicubic |
56 | ecaresnet101d | 95.160 | 4.840 | 99.230 | 0.770 | 44.57 | 224 | 0.875 | bicubic |
57 | ssl_resnext101_32x4d | 95.160 | 4.840 | 99.300 | 0.700 | 44.18 | 224 | 0.875 | bilinear |
58 | efficientnet_b3a | 95.150 | 4.850 | 99.210 | 0.790 | 12.23 | 320 | 1.000 | bicubic |
59 | regnety_032 | 95.070 | 4.930 | 99.210 | 0.790 | 19.44 | 224 | 0.875 | bicubic |
60 | tresnet_xl | 95.070 | 4.930 | 99.250 | 0.750 | 78.44 | 224 | 0.875 | bilinear |
61 | efficientnet_b3 | 94.970 | 5.030 | 99.240 | 0.760 | 12.23 | 300 | 0.904 | bicubic |
62 | tf_efficientnet_b3_ap | 94.960 | 5.040 | 99.110 | 0.890 | 12.23 | 300 | 0.904 | bicubic |
63 | tf_efficientnet_b3 | 94.910 | 5.090 | 99.100 | 0.900 | 12.23 | 300 | 0.904 | bicubic |
64 | tresnet_l | 94.900 | 5.100 | 99.030 | 0.970 | 55.99 | 224 | 0.875 | bilinear |
65 | tf_efficientnet_b1_ns | 94.880 | 5.120 | 99.250 | 0.750 | 7.79 | 240 | 0.882 | bicubic |
66 | tf_efficientnet_lite4 | 94.870 | 5.130 | 99.090 | 0.910 | 13.01 | 380 | 0.920 | bilinear |
67 | seresnext50_32x4d | 94.810 | 5.190 | 99.130 | 0.870 | 27.56 | 224 | 0.875 | bicubic |
68 | legacy_senet154 | 94.730 | 5.270 | 99.100 | 0.900 | 115.09 | 224 | 0.875 | bilinear |
69 | gluon_senet154 | 94.710 | 5.290 | 98.970 | 1.030 | 115.09 | 224 | 0.875 | bicubic |
70 | resnest50d_4s2x40d | 94.710 | 5.290 | 99.130 | 0.870 | 30.42 | 224 | 0.875 | bicubic |
71 | ssl_resnext50_32x4d | 94.700 | 5.300 | 99.240 | 0.760 | 25.03 | 224 | 0.875 | bilinear |
72 | gluon_resnet152_v1s | 94.700 | 5.300 | 99.050 | 0.950 | 60.32 | 224 | 0.875 | bicubic |
73 | rexnet_200 | 94.670 | 5.330 | 99.090 | 0.910 | 16.37 | 224 | 0.875 | bicubic |
74 | tresnet_m_448 | 94.670 | 5.330 | 99.170 | 0.830 | 31.39 | 448 | 0.875 | bilinear |
75 | wide_resnet50_2 | 94.660 | 5.340 | 99.050 | 0.950 | 68.88 | 224 | 0.875 | bicubic |
76 | gluon_seresnext101_64x4d | 94.630 | 5.370 | 98.970 | 1.030 | 88.23 | 224 | 0.875 | bicubic |
77 | resnest50d | 94.620 | 5.380 | 99.030 | 0.970 | 27.48 | 224 | 0.875 | bilinear |
78 | efficientnet_b3_pruned | 94.580 | 5.420 | 99.070 | 0.930 | 9.86 | 300 | 0.904 | bicubic |
79 | resnetv2_50x1_bitm | 94.530 | 5.470 | 99.240 | 0.760 | 25.55 | 480 | 1.000 | bilinear |
80 | regnety_320 | 94.500 | 5.500 | 99.170 | 0.830 | 145.05 | 224 | 0.875 | bicubic |
81 | tf_efficientnet_el | 94.470 | 5.530 | 99.080 | 0.920 | 10.59 | 300 | 0.904 | bicubic |
82 | gluon_resnet152_v1d | 94.450 | 5.550 | 99.000 | 1.000 | 60.21 | 224 | 0.875 | bicubic |
83 | ecaresnet101d_pruned | 94.440 | 5.560 | 99.100 | 0.900 | 24.88 | 224 | 0.875 | bicubic |
84 | gluon_seresnext101_32x4d | 94.430 | 5.570 | 99.090 | 0.910 | 48.96 | 224 | 0.875 | bicubic |
85 | resnest50d_1s4x24d | 94.390 | 5.610 | 99.060 | 0.940 | 25.68 | 224 | 0.875 | bicubic |
86 | efficientnet_b2a | 94.370 | 5.630 | 99.050 | 0.950 | 9.11 | 288 | 1.000 | bicubic |
87 | efficientnet_b2 | 94.340 | 5.660 | 99.100 | 0.900 | 9.11 | 260 | 0.875 | bicubic |
88 | gluon_resnext101_64x4d | 94.330 | 5.670 | 98.880 | 1.120 | 83.46 | 224 | 0.875 | bicubic |
89 | ssl_resnet50 | 94.320 | 5.680 | 99.160 | 0.840 | 25.56 | 224 | 0.875 | bilinear |
90 | regnetx_120 | 94.300 | 5.700 | 99.200 | 0.800 | 46.11 | 224 | 0.875 | bicubic |
91 | rexnet_150 | 94.280 | 5.720 | 99.090 | 0.910 | 9.73 | 224 | 0.875 | bicubic |
92 | tf_efficientnet_b2_ap | 94.270 | 5.730 | 98.950 | 1.050 | 9.11 | 260 | 0.890 | bicubic |
93 | mixnet_xl | 94.220 | 5.780 | 98.820 | 1.180 | 11.90 | 224 | 0.875 | bicubic |
94 | dpn92 | 94.200 | 5.800 | 98.930 | 1.070 | 37.67 | 224 | 0.875 | bicubic |
95 | ecaresnet50d | 94.200 | 5.800 | 99.020 | 0.980 | 25.58 | 224 | 0.875 | bicubic |
96 | regnetx_320 | 94.200 | 5.800 | 99.050 | 0.950 | 107.81 | 224 | 0.875 | bicubic |
97 | tf_efficientnet_b2 | 94.200 | 5.800 | 99.030 | 0.970 | 9.11 | 260 | 0.890 | bicubic |
98 | gluon_seresnext50_32x4d | 94.180 | 5.820 | 98.910 | 1.090 | 27.56 | 224 | 0.875 | bicubic |
99 | gluon_resnet101_v1s | 94.180 | 5.820 | 99.020 | 0.980 | 44.67 | 224 | 0.875 | bicubic |
100 | legacy_seresnext101_32x4d | 94.170 | 5.830 | 98.970 | 1.030 | 48.96 | 224 | 0.875 | bilinear |
101 | gluon_resnet101_v1d | 94.160 | 5.840 | 98.950 | 1.050 | 44.57 | 224 | 0.875 | bicubic |
102 | ecaresnetlight | 94.140 | 5.860 | 98.950 | 1.050 | 30.16 | 224 | 0.875 | bicubic |
103 | regnety_064 | 94.140 | 5.860 | 99.030 | 0.970 | 30.58 | 224 | 0.875 | bicubic |
104 | gluon_resnext101_32x4d | 94.120 | 5.880 | 98.930 | 1.070 | 44.18 | 224 | 0.875 | bicubic |
105 | tf_efficientnet_lite3 | 94.120 | 5.880 | 98.960 | 1.040 | 8.20 | 300 | 0.904 | bilinear |
106 | regnety_160 | 94.110 | 5.890 | 99.010 | 0.990 | 83.59 | 224 | 0.875 | bicubic |
107 | cspdarknet53 | 94.100 | 5.900 | 98.980 | 1.020 | 27.64 | 256 | 0.887 | bilinear |
108 | seresnet50 | 94.080 | 5.920 | 98.970 | 1.030 | 28.09 | 224 | 0.875 | bicubic |
109 | tresnet_m | 94.080 | 5.920 | 98.830 | 1.170 | 31.39 | 224 | 0.875 | bilinear |
110 | resnet50d | 94.070 | 5.930 | 98.920 | 1.080 | 25.58 | 224 | 0.875 | bicubic |
111 | regnety_120 | 94.060 | 5.940 | 99.020 | 0.980 | 51.82 | 224 | 0.875 | bicubic |
112 | gluon_xception65 | 94.030 | 5.970 | 99.030 | 0.970 | 39.92 | 299 | 0.903 | bicubic |
113 | hrnet_w48 | 94.030 | 5.970 | 99.030 | 0.970 | 77.47 | 224 | 0.875 | bilinear |
114 | gluon_resnet152_v1b | 94.020 | 5.980 | 98.740 | 1.260 | 60.19 | 224 | 0.875 | bicubic |
115 | dla102x2 | 94.020 | 5.980 | 99.030 | 0.970 | 41.28 | 224 | 0.875 | bilinear |
116 | dpn107 | 93.960 | 6.040 | 98.850 | 1.150 | 86.92 | 224 | 0.875 | bicubic |
117 | dpn98 | 93.950 | 6.050 | 98.920 | 1.080 | 61.57 | 224 | 0.875 | bicubic |
118 | skresnext50_32x4d | 93.950 | 6.050 | 98.820 | 1.180 | 27.48 | 224 | 0.875 | bicubic |
119 | regnety_080 | 93.900 | 6.100 | 98.990 | 1.010 | 39.18 | 224 | 0.875 | bicubic |
120 | xception71 | 93.900 | 6.100 | 98.950 | 1.050 | 42.34 | 299 | 0.903 | bicubic |
121 | regnetx_160 | 93.890 | 6.110 | 99.080 | 0.920 | 54.28 | 224 | 0.875 | bicubic |
122 | gluon_resnet152_v1c | 93.870 | 6.130 | 98.800 | 1.200 | 60.21 | 224 | 0.875 | bicubic |
123 | ese_vovnet39b | 93.850 | 6.150 | 98.900 | 1.100 | 24.57 | 224 | 0.875 | bicubic |
124 | cspresnet50 | 93.850 | 6.150 | 98.880 | 1.120 | 21.62 | 256 | 0.887 | bilinear |
125 | hrnet_w64 | 93.850 | 6.150 | 98.920 | 1.080 | 128.06 | 224 | 0.875 | bilinear |
126 | resnext50_32x4d | 93.850 | 6.150 | 98.830 | 1.170 | 25.03 | 224 | 0.875 | bicubic |
127 | ecaresnet50d_pruned | 93.820 | 6.180 | 99.000 | 1.000 | 19.94 | 224 | 0.875 | bicubic |
128 | resnext50d_32x4d | 93.800 | 6.200 | 98.720 | 1.280 | 25.05 | 224 | 0.875 | bicubic |
129 | efficientnet_b2_pruned | 93.800 | 6.200 | 98.910 | 1.090 | 8.31 | 260 | 0.890 | bicubic |
130 | regnetx_080 | 93.790 | 6.210 | 98.910 | 1.090 | 39.57 | 224 | 0.875 | bicubic |
131 | dla169 | 93.780 | 6.220 | 98.840 | 1.160 | 53.39 | 224 | 0.875 | bilinear |
132 | gluon_resnet101_v1b | 93.770 | 6.230 | 98.710 | 1.290 | 44.55 | 224 | 0.875 | bicubic |
133 | resnext101_32x8d | 93.770 | 6.230 | 98.950 | 1.050 | 88.79 | 224 | 0.875 | bilinear |
134 | dpn131 | 93.760 | 6.240 | 98.810 | 1.190 | 79.25 | 224 | 0.875 | bicubic |
135 | tf_efficientnet_b0_ns | 93.760 | 6.240 | 98.980 | 1.020 | 5.29 | 224 | 0.875 | bicubic |
136 | cspresnext50 | 93.750 | 6.250 | 98.840 | 1.160 | 20.57 | 224 | 0.875 | bilinear |
137 | efficientnet_em | 93.750 | 6.250 | 98.920 | 1.080 | 6.90 | 240 | 0.882 | bicubic |
138 | xception65 | 93.750 | 6.250 | 98.870 | 1.130 | 39.92 | 299 | 0.903 | bicubic |
139 | wide_resnet101_2 | 93.730 | 6.270 | 98.810 | 1.190 | 126.89 | 224 | 0.875 | bilinear |
140 | tf_efficientnet_b1 | 93.710 | 6.290 | 98.800 | 1.200 | 7.79 | 240 | 0.882 | bicubic |
141 | hrnet_w40 | 93.710 | 6.290 | 98.800 | 1.200 | 57.56 | 224 | 0.875 | bilinear |
142 | resnetblur50 | 93.710 | 6.290 | 98.800 | 1.200 | 25.56 | 224 | 0.875 | bicubic |
143 | rexnet_130 | 93.680 | 6.320 | 98.720 | 1.280 | 7.56 | 224 | 0.875 | bicubic |
144 | regnetx_040 | 93.680 | 6.320 | 98.950 | 1.050 | 22.12 | 224 | 0.875 | bicubic |
145 | gluon_resnext50_32x4d | 93.670 | 6.330 | 98.700 | 1.300 | 25.03 | 224 | 0.875 | bicubic |
146 | gluon_resnet101_v1c | 93.660 | 6.340 | 98.760 | 1.240 | 44.57 | 224 | 0.875 | bicubic |
147 | regnetx_064 | 93.650 | 6.350 | 99.050 | 0.950 | 26.21 | 224 | 0.875 | bicubic |
148 | xception | 93.650 | 6.350 | 98.790 | 1.210 | 22.86 | 299 | 0.897 | bicubic |
149 | tf_efficientnet_b1_ap | 93.640 | 6.360 | 98.780 | 1.220 | 7.79 | 240 | 0.882 | bicubic |
150 | hrnet_w44 | 93.630 | 6.370 | 98.950 | 1.050 | 67.06 | 224 | 0.875 | bilinear |
151 | regnety_040 | 93.610 | 6.390 | 98.960 | 1.040 | 20.65 | 224 | 0.875 | bicubic |
152 | dpn68b | 93.600 | 6.400 | 98.710 | 1.290 | 12.61 | 224 | 0.875 | bicubic |
153 | gluon_inception_v3 | 93.590 | 6.410 | 98.840 | 1.160 | 23.83 | 299 | 0.875 | bicubic |
154 | gluon_resnet50_v1s | 93.590 | 6.410 | 98.830 | 1.170 | 25.68 | 224 | 0.875 | bicubic |
155 | tf_efficientnet_cc_b1_8e | 93.580 | 6.420 | 98.690 | 1.310 | 39.72 | 240 | 0.882 | bicubic |
156 | res2net50_26w_6s | 93.570 | 6.430 | 98.750 | 1.250 | 37.05 | 224 | 0.875 | bilinear |
157 | dla60_res2next | 93.560 | 6.440 | 98.800 | 1.200 | 17.03 | 224 | 0.875 | bilinear |
158 | gluon_resnet50_v1d | 93.550 | 6.450 | 98.710 | 1.290 | 25.58 | 224 | 0.875 | bicubic |
159 | res2net101_26w_4s | 93.520 | 6.480 | 98.630 | 1.370 | 45.21 | 224 | 0.875 | bilinear |
160 | dla102x | 93.510 | 6.490 | 98.850 | 1.150 | 26.31 | 224 | 0.875 | bilinear |
161 | xception41 | 93.480 | 6.520 | 98.760 | 1.240 | 26.97 | 299 | 0.903 | bicubic |
162 | selecsls60b | 93.480 | 6.520 | 98.840 | 1.160 | 32.77 | 224 | 0.875 | bicubic |
163 | resnet50 | 93.480 | 6.520 | 98.590 | 1.410 | 25.56 | 224 | 0.875 | bicubic |
164 | tf_efficientnet_em | 93.470 | 6.530 | 98.750 | 1.250 | 6.90 | 240 | 0.882 | bicubic |
165 | legacy_seresnet152 | 93.460 | 6.540 | 98.850 | 1.150 | 66.82 | 224 | 0.875 | bilinear |
166 | res2net50_26w_8s | 93.450 | 6.550 | 98.710 | 1.290 | 48.40 | 224 | 0.875 | bilinear |
167 | legacy_seresnext50_32x4d | 93.400 | 6.600 | 98.800 | 1.200 | 27.56 | 224 | 0.875 | bilinear |
168 | dla60_res2net | 93.390 | 6.610 | 98.840 | 1.160 | 20.85 | 224 | 0.875 | bilinear |
169 | hrnet_w30 | 93.390 | 6.610 | 98.830 | 1.170 | 37.71 | 224 | 0.875 | bilinear |
170 | dla102 | 93.300 | 6.700 | 98.780 | 1.220 | 33.27 | 224 | 0.875 | bilinear |
171 | legacy_seresnet101 | 93.280 | 6.720 | 98.750 | 1.250 | 49.33 | 224 | 0.875 | bilinear |
172 | mixnet_l | 93.280 | 6.720 | 98.710 | 1.290 | 7.33 | 224 | 0.875 | bicubic |
173 | regnetx_032 | 93.270 | 6.730 | 98.740 | 1.260 | 15.30 | 224 | 0.875 | bicubic |
174 | resnest26d | 93.260 | 6.740 | 98.840 | 1.160 | 17.07 | 224 | 0.875 | bilinear |
175 | tv_resnet152 | 93.250 | 6.750 | 98.750 | 1.250 | 60.19 | 224 | 0.875 | bilinear |
176 | tf_inception_v3 | 93.210 | 6.790 | 98.480 | 1.520 | 23.83 | 299 | 0.875 | bicubic |
177 | dla60x | 93.210 | 6.790 | 98.720 | 1.280 | 17.35 | 224 | 0.875 | bilinear |
178 | res2net50_26w_4s | 93.180 | 6.820 | 98.670 | 1.330 | 25.70 | 224 | 0.875 | bilinear |
179 | res2next50 | 93.130 | 6.870 | 98.660 | 1.340 | 24.67 | 224 | 0.875 | bilinear |
180 | efficientnet_b1 | 93.060 | 6.940 | 98.530 | 1.470 | 7.79 | 240 | 0.875 | bicubic |
181 | tf_mixnet_l | 93.050 | 6.950 | 98.540 | 1.460 | 7.33 | 224 | 0.875 | bicubic |
182 | regnety_016 | 93.030 | 6.970 | 98.690 | 1.310 | 11.20 | 224 | 0.875 | bicubic |
183 | res2net50_14w_8s | 93.010 | 6.990 | 98.700 | 1.300 | 25.06 | 224 | 0.875 | bilinear |
184 | selecsls60 | 93.010 | 6.990 | 98.830 | 1.170 | 30.67 | 224 | 0.875 | bicubic |
185 | adv_inception_v3 | 92.990 | 7.010 | 98.480 | 1.520 | 23.83 | 299 | 0.875 | bicubic |
186 | seresnext26t_32x4d | 92.980 | 7.020 | 98.480 | 1.520 | 16.82 | 224 | 0.875 | bicubic |
187 | efficientnet_b1_pruned | 92.970 | 7.030 | 98.520 | 1.480 | 6.33 | 240 | 0.882 | bicubic |
188 | hrnet_w32 | 92.950 | 7.050 | 98.840 | 1.160 | 41.23 | 224 | 0.875 | bilinear |
189 | efficientnet_es | 92.930 | 7.070 | 98.680 | 1.320 | 5.44 | 224 | 0.875 | bicubic |
190 | gluon_resnet50_v1c | 92.910 | 7.090 | 98.710 | 1.290 | 25.58 | 224 | 0.875 | bicubic |
191 | tv_resnext50_32x4d | 92.910 | 7.090 | 98.730 | 1.270 | 25.03 | 224 | 0.875 | bilinear |
192 | inception_v3 | 92.900 | 7.100 | 98.320 | 1.680 | 23.83 | 299 | 0.875 | bicubic |
193 | tv_resnet101 | 92.880 | 7.120 | 98.660 | 1.340 | 44.55 | 224 | 0.875 | bilinear |
194 | densenet161 | 92.880 | 7.120 | 98.810 | 1.190 | 28.68 | 224 | 0.875 | bicubic |
195 | tf_efficientnet_cc_b0_8e | 92.860 | 7.140 | 98.460 | 1.540 | 24.01 | 224 | 0.875 | bicubic |
196 | rexnet_100 | 92.850 | 7.150 | 98.620 | 1.380 | 4.80 | 224 | 0.875 | bicubic |
197 | tf_efficientnet_cc_b0_4e | 92.840 | 7.160 | 98.440 | 1.560 | 13.31 | 224 | 0.875 | bicubic |
198 | res2net50_48w_2s | 92.800 | 7.200 | 98.460 | 1.540 | 25.29 | 224 | 0.875 | bilinear |
199 | seresnext26tn_32x4d | 92.770 | 7.230 | 98.550 | 1.450 | 16.81 | 224 | 0.875 | bicubic |
200 | hrnet_w18 | 92.760 | 7.240 | 98.650 | 1.350 | 21.30 | 224 | 0.875 | bilinear |
201 | dla60 | 92.690 | 7.310 | 98.630 | 1.370 | 22.04 | 224 | 0.875 | bilinear |
202 | densenet201 | 92.690 | 7.310 | 98.660 | 1.340 | 20.01 | 224 | 0.875 | bicubic |
203 | legacy_seresnet50 | 92.670 | 7.330 | 98.660 | 1.340 | 28.09 | 224 | 0.875 | bilinear |
204 | resnet34d | 92.640 | 7.360 | 98.440 | 1.560 | 21.82 | 224 | 0.875 | bicubic |
205 | mobilenetv2_120d | 92.610 | 7.390 | 98.520 | 1.480 | 5.83 | 224 | 0.875 | bicubic |
206 | vit_small_patch16_224 | 92.610 | 7.390 | 98.390 | 1.610 | 48.75 | 224 | 0.900 | bicubic |
207 | tf_efficientnet_b0_ap | 92.600 | 7.400 | 98.370 | 1.630 | 5.29 | 224 | 0.875 | bicubic |
208 | legacy_seresnext26_32x4d | 92.580 | 7.420 | 98.430 | 1.570 | 16.79 | 224 | 0.875 | bicubic |
209 | tf_efficientnet_lite2 | 92.580 | 7.420 | 98.550 | 1.450 | 6.09 | 260 | 0.890 | bicubic |
210 | skresnet34 | 92.560 | 7.440 | 98.510 | 1.490 | 22.28 | 224 | 0.875 | bicubic |
211 | regnetx_016 | 92.560 | 7.440 | 98.550 | 1.450 | 9.19 | 224 | 0.875 | bicubic |
212 | gluon_resnet50_v1b | 92.550 | 7.450 | 98.550 | 1.450 | 25.56 | 224 | 0.875 | bicubic |
213 | tf_efficientnet_es | 92.540 | 7.460 | 98.510 | 1.490 | 5.44 | 224 | 0.875 | bicubic |
214 | selecsls42b | 92.480 | 7.520 | 98.440 | 1.560 | 32.46 | 224 | 0.875 | bicubic |
215 | efficientnet_b0 | 92.470 | 7.530 | 98.680 | 1.320 | 5.29 | 224 | 0.875 | bicubic |
216 | seresnext26d_32x4d | 92.440 | 7.560 | 98.540 | 1.460 | 16.81 | 224 | 0.875 | bicubic |
217 | densenetblur121d | 92.400 | 7.600 | 98.420 | 1.580 | 8.00 | 224 | 0.875 | bicubic |
218 | tf_efficientnet_b0 | 92.400 | 7.600 | 98.470 | 1.530 | 5.29 | 224 | 0.875 | bicubic |
219 | tf_efficientnet_lite1 | 92.320 | 7.680 | 98.490 | 1.510 | 5.42 | 240 | 0.882 | bicubic |
220 | densenet169 | 92.300 | 7.700 | 98.590 | 1.410 | 14.15 | 224 | 0.875 | bicubic |
221 | mixnet_m | 92.260 | 7.740 | 98.370 | 1.630 | 5.01 | 224 | 0.875 | bicubic |
222 | dpn68 | 92.250 | 7.750 | 98.600 | 1.400 | 12.61 | 224 | 0.875 | bicubic |
223 | resnet26d | 92.230 | 7.770 | 98.470 | 1.530 | 16.01 | 224 | 0.875 | bicubic |
224 | tf_mixnet_m | 92.170 | 7.830 | 98.420 | 1.580 | 5.01 | 224 | 0.875 | bicubic |
225 | tv_resnet50 | 92.130 | 7.870 | 98.420 | 1.580 | 25.56 | 224 | 0.875 | bilinear |
226 | mobilenetv2_140 | 92.040 | 7.960 | 98.250 | 1.750 | 6.11 | 224 | 0.875 | bicubic |
227 | ese_vovnet19b_dw | 92.020 | 7.980 | 98.520 | 1.480 | 6.54 | 224 | 0.875 | bicubic |
228 | densenet121 | 91.940 | 8.060 | 98.280 | 1.720 | 7.98 | 224 | 0.875 | bicubic |
229 | regnety_008 | 91.890 | 8.110 | 98.420 | 1.580 | 6.26 | 224 | 0.875 | bicubic |
230 | mixnet_s | 91.780 | 8.220 | 98.300 | 1.700 | 4.13 | 224 | 0.875 | bicubic |
231 | tf_mixnet_s | 91.690 | 8.310 | 98.240 | 1.760 | 4.13 | 224 | 0.875 | bicubic |
232 | semnasnet_100 | 91.660 | 8.340 | 98.260 | 1.740 | 3.89 | 224 | 0.875 | bicubic |
233 | regnety_006 | 91.590 | 8.410 | 98.430 | 1.570 | 6.06 | 224 | 0.875 | bicubic |
234 | mobilenetv3_rw | 91.560 | 8.440 | 98.270 | 1.730 | 5.48 | 224 | 0.875 | bicubic |
235 | mobilenetv3_large_100 | 91.480 | 8.520 | 98.330 | 1.670 | 5.48 | 224 | 0.875 | bicubic |
236 | legacy_seresnet34 | 91.470 | 8.530 | 98.200 | 1.800 | 21.96 | 224 | 0.875 | bilinear |
237 | resnet26 | 91.450 | 8.550 | 98.280 | 1.720 | 16.00 | 224 | 0.875 | bicubic |
238 | tf_mobilenetv3_large_100 | 91.410 | 8.590 | 98.250 | 1.750 | 5.48 | 224 | 0.875 | bilinear |
239 | tv_densenet121 | 91.390 | 8.610 | 98.250 | 1.750 | 7.98 | 224 | 0.875 | bicubic |
240 | mobilenetv2_110d | 91.330 | 8.670 | 98.190 | 1.810 | 4.52 | 224 | 0.875 | bicubic |
241 | tf_efficientnet_lite0 | 91.280 | 8.720 | 98.090 | 1.910 | 4.65 | 224 | 0.875 | bicubic |
242 | dla34 | 91.260 | 8.740 | 98.180 | 1.820 | 15.74 | 224 | 0.875 | bilinear |
243 | efficientnet_lite0 | 91.260 | 8.740 | 98.250 | 1.750 | 4.65 | 224 | 0.875 | bicubic |
244 | fbnetc_100 | 91.260 | 8.740 | 97.820 | 2.180 | 5.57 | 224 | 0.875 | bilinear |
245 | regnetx_008 | 91.210 | 8.790 | 98.370 | 1.630 | 7.26 | 224 | 0.875 | bicubic |
246 | mnasnet_100 | 91.200 | 8.800 | 98.040 | 1.960 | 4.38 | 224 | 0.875 | bicubic |
247 | resnet34 | 91.190 | 8.810 | 98.230 | 1.770 | 21.80 | 224 | 0.875 | bilinear |
248 | hrnet_w18_small_v2 | 91.170 | 8.830 | 98.360 | 1.640 | 15.60 | 224 | 0.875 | bilinear |
249 | resnest14d | 91.140 | 8.860 | 98.350 | 1.650 | 10.61 | 224 | 0.875 | bilinear |
250 | gluon_resnet34_v1b | 91.090 | 8.910 | 98.180 | 1.820 | 21.80 | 224 | 0.875 | bicubic |
251 | swsl_resnet18 | 91.090 | 8.910 | 98.210 | 1.790 | 11.69 | 224 | 0.875 | bilinear |
252 | regnety_004 | 90.760 | 9.240 | 98.080 | 1.920 | 4.34 | 224 | 0.875 | bicubic |
253 | regnetx_006 | 90.750 | 9.250 | 98.100 | 1.900 | 6.20 | 224 | 0.875 | bicubic |
254 | ssl_resnet18 | 90.700 | 9.300 | 98.030 | 1.970 | 11.69 | 224 | 0.875 | bilinear |
255 | spnasnet_100 | 90.620 | 9.380 | 97.950 | 2.050 | 4.42 | 224 | 0.875 | bilinear |
256 | tf_mobilenetv3_large_075 | 90.310 | 9.690 | 97.880 | 2.120 | 3.99 | 224 | 0.875 | bilinear |
257 | tv_resnet34 | 90.310 | 9.690 | 97.970 | 2.030 | 21.80 | 224 | 0.875 | bilinear |
258 | skresnet18 | 90.160 | 9.840 | 97.780 | 2.220 | 11.96 | 224 | 0.875 | bicubic |
259 | resnet18d | 90.000 | 10.000 | 97.840 | 2.160 | 11.71 | 224 | 0.875 | bicubic |
260 | hrnet_w18_small | 89.900 | 10.100 | 97.900 | 2.100 | 13.19 | 224 | 0.875 | bilinear |
261 | mobilenetv2_100 | 89.840 | 10.160 | 97.840 | 2.160 | 3.50 | 224 | 0.875 | bicubic |
262 | regnetx_004 | 89.450 | 10.550 | 97.780 | 2.220 | 5.16 | 224 | 0.875 | bicubic |
263 | legacy_seresnet18 | 89.260 | 10.740 | 97.690 | 2.310 | 11.78 | 224 | 0.875 | bicubic |
264 | tf_mobilenetv3_large_minimal_100 | 89.160 | 10.840 | 97.320 | 2.680 | 3.92 | 224 | 0.875 | bilinear |
265 | gluon_resnet18_v1b | 88.670 | 11.330 | 97.110 | 2.890 | 11.69 | 224 | 0.875 | bicubic |
266 | regnety_002 | 88.220 | 11.780 | 97.430 | 2.570 | 3.16 | 224 | 0.875 | bicubic |
267 | resnet18 | 88.170 | 11.830 | 97.120 | 2.880 | 11.69 | 224 | 0.875 | bilinear |
268 | regnetx_002 | 87.370 | 12.630 | 96.990 | 3.010 | 2.68 | 224 | 0.875 | bicubic |
269 | dla60x_c | 87.080 | 12.920 | 97.140 | 2.860 | 1.32 | 224 | 0.875 | bilinear |
270 | tf_mobilenetv3_small_100 | 85.980 | 14.020 | 96.400 | 3.600 | 2.54 | 224 | 0.875 | bilinear |
271 | dla46x_c | 85.470 | 14.530 | 96.450 | 3.550 | 1.07 | 224 | 0.875 | bilinear |
272 | dla46_c | 84.710 | 15.290 | 96.210 | 3.790 | 1.30 | 224 | 0.875 | bilinear |
273 | tf_mobilenetv3_small_075 | 84.530 | 15.470 | 95.880 | 4.120 | 2.04 | 224 | 0.875 | bilinear |
274 | tf_mobilenetv3_small_minimal_100 | 82.670 | 17.330 | 95.000 | 5.000 | 2.04 | 224 | 0.875 | bilinear |
275 | pnasnet5large | 17.870 | 82.130 | 42.120 | 57.880 | 86.06 | 331 | 0.911 | bicubic |
276 | inception_resnet_v2 | 16.790 | 83.210 | 38.850 | 61.150 | 55.85 | 299 | 0.897 | bicubic |
277 | inception_v4 | 16.540 | 83.460 | 37.380 | 62.620 | 42.68 | 299 | 0.875 | bicubic |
278 | ens_adv_inception_resnet_v2 | 16.240 | 83.760 | 40.390 | 59.610 | 55.85 | 299 | 0.897 | bicubic |