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17 KiB
17 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation |
---|---|---|---|---|---|---|---|---|---|
2 | tf_efficientnet_l2_ns | 98.550 | 1.450 | 99.820 | 0.180 | 480.31 | 800 | 0.960 | bicubic |
3 | tf_efficientnet_l2_ns_475 | 98.500 | 1.500 | 99.830 | 0.170 | 480.31 | 475 | 0.936 | bicubic |
4 | tf_efficientnet_b7_ns | 97.910 | 2.090 | 99.720 | 0.280 | 66.35 | 600 | 0.949 | bicubic |
5 | tf_efficientnet_b6_ns | 97.630 | 2.370 | 99.580 | 0.420 | 43.04 | 528 | 0.942 | bicubic |
6 | ig_resnext101_32x48d | 97.620 | 2.380 | 99.700 | 0.300 | 828.41 | 224 | 0.875 | bilinear |
7 | tf_efficientnet_b5_ns | 97.500 | 2.500 | 99.630 | 0.370 | 30.39 | 456 | 0.934 | bicubic |
8 | ig_resnext101_32x32d | 97.360 | 2.640 | 99.680 | 0.320 | 468.53 | 224 | 0.875 | bilinear |
9 | swsl_resnext101_32x8d | 97.200 | 2.800 | 99.570 | 0.430 | 88.79 | 224 | 0.875 | bilinear |
10 | tf_efficientnet_b7_ap | 97.200 | 2.800 | 99.540 | 0.460 | 66.35 | 600 | 0.949 | bicubic |
11 | tf_efficientnet_b8 | 97.200 | 2.800 | 99.500 | 0.500 | 87.41 | 672 | 0.954 | bicubic |
12 | tf_efficientnet_b8_ap | 97.110 | 2.890 | 99.660 | 0.340 | 87.41 | 672 | 0.954 | bicubic |
13 | vit_large_patch16_384 | 97.110 | 2.890 | 99.640 | 0.360 | 304.72 | 384 | 1.000 | bicubic |
14 | tf_efficientnet_b6_ap | 97.080 | 2.920 | 99.620 | 0.380 | 43.04 | 528 | 0.942 | bicubic |
15 | tf_efficientnet_b7 | 97.010 | 2.990 | 99.520 | 0.480 | 66.35 | 600 | 0.949 | bicubic |
16 | tf_efficientnet_b4_ns | 96.950 | 3.050 | 99.580 | 0.420 | 19.34 | 380 | 0.922 | bicubic |
17 | ig_resnext101_32x16d | 96.820 | 3.180 | 99.590 | 0.410 | 194.03 | 224 | 0.875 | bilinear |
18 | vit_base_patch16_384 | 96.700 | 3.300 | 99.510 | 0.490 | 86.86 | 384 | 1.000 | bicubic |
19 | tf_efficientnet_b5_ap | 96.680 | 3.320 | 99.460 | 0.540 | 30.39 | 456 | 0.934 | bicubic |
20 | tf_efficientnet_b6 | 96.670 | 3.330 | 99.370 | 0.630 | 43.04 | 528 | 0.942 | bicubic |
21 | resnest200e | 96.610 | 3.390 | 99.350 | 0.650 | 70.20 | 320 | 0.909 | bicubic |
22 | swsl_resnext101_32x16d | 96.600 | 3.400 | 99.520 | 0.480 | 194.03 | 224 | 0.875 | bilinear |
23 | resnest269e | 96.520 | 3.480 | 99.350 | 0.650 | 110.93 | 416 | 0.928 | bicubic |
24 | swsl_resnext101_32x4d | 96.420 | 3.580 | 99.470 | 0.530 | 44.18 | 224 | 0.875 | bilinear |
25 | tf_efficientnet_b3_ns | 96.390 | 3.610 | 99.350 | 0.650 | 12.23 | 300 | 0.904 | bicubic |
26 | tf_efficientnet_b5 | 96.350 | 3.650 | 99.310 | 0.690 | 30.39 | 456 | 0.934 | bicubic |
27 | ig_resnext101_32x8d | 96.320 | 3.680 | 99.430 | 0.570 | 88.79 | 224 | 0.875 | bilinear |
28 | tf_efficientnet_b4_ap | 96.160 | 3.840 | 99.280 | 0.720 | 19.34 | 380 | 0.922 | bicubic |
29 | tresnet_xl_448 | 95.970 | 4.030 | 99.130 | 0.870 | 78.44 | 448 | 0.875 | bilinear |
30 | tf_efficientnet_b4 | 95.900 | 4.100 | 99.170 | 0.830 | 19.34 | 380 | 0.922 | bicubic |
31 | swsl_resnext50_32x4d | 95.870 | 4.130 | 99.250 | 0.750 | 25.03 | 224 | 0.875 | bilinear |
32 | resnest101e | 95.860 | 4.140 | 99.210 | 0.790 | 48.28 | 256 | 0.875 | bilinear |
33 | tresnet_l_448 | 95.860 | 4.140 | 99.120 | 0.880 | 55.99 | 448 | 0.875 | bilinear |
34 | vit_large_patch32_384 | 95.830 | 4.170 | 99.150 | 0.850 | 306.63 | 384 | 1.000 | bicubic |
35 | vit_base_patch32_384 | 95.810 | 4.190 | 99.150 | 0.850 | 88.30 | 384 | 1.000 | bicubic |
36 | ssl_resnext101_32x16d | 95.800 | 4.200 | 99.180 | 0.820 | 194.03 | 224 | 0.875 | bilinear |
37 | tf_efficientnet_b2_ns | 95.770 | 4.230 | 99.120 | 0.880 | 9.11 | 260 | 0.890 | bicubic |
38 | efficientnet_b3a | 95.710 | 4.290 | 99.040 | 0.960 | 12.23 | 320 | 1.000 | bicubic |
39 | pnasnet5large | 95.710 | 4.290 | 98.920 | 1.080 | 86.06 | 331 | 0.911 | bicubic |
40 | nasnetalarge | 95.680 | 4.320 | 98.930 | 1.070 | 88.75 | 331 | 0.911 | bicubic |
41 | efficientnet_b3 | 95.580 | 4.420 | 99.100 | 0.900 | 12.23 | 300 | 0.904 | bicubic |
42 | ecaresnet101d | 95.530 | 4.470 | 99.130 | 0.870 | 44.57 | 224 | 0.875 | bicubic |
43 | ssl_resnext101_32x8d | 95.470 | 4.530 | 99.110 | 0.890 | 88.79 | 224 | 0.875 | bilinear |
44 | ssl_resnext101_32x4d | 95.440 | 4.560 | 99.130 | 0.870 | 44.18 | 224 | 0.875 | bilinear |
45 | tresnet_xl | 95.440 | 4.560 | 99.050 | 0.950 | 78.44 | 224 | 0.875 | bilinear |
46 | swsl_resnet50 | 95.410 | 4.590 | 99.290 | 0.710 | 25.56 | 224 | 0.875 | bilinear |
47 | regnety_032 | 95.360 | 4.640 | 99.080 | 0.920 | 19.44 | 224 | 0.875 | bicubic |
48 | tf_efficientnet_b3_ap | 95.320 | 4.680 | 98.900 | 1.100 | 12.23 | 300 | 0.904 | bicubic |
49 | tresnet_l | 95.290 | 4.710 | 99.010 | 0.990 | 55.99 | 224 | 0.875 | bilinear |
50 | tf_efficientnet_b1_ns | 95.170 | 4.830 | 99.110 | 0.890 | 7.79 | 240 | 0.882 | bicubic |
51 | wide_resnet50_2 | 95.080 | 4.920 | 98.970 | 1.030 | 68.88 | 224 | 0.875 | bicubic |
52 | ecaresnet101d_pruned | 95.080 | 4.920 | 98.980 | 1.020 | 24.88 | 224 | 0.875 | bicubic |
53 | legacy_senet154 | 95.070 | 4.930 | 98.830 | 1.170 | 115.09 | 224 | 0.875 | bilinear |
54 | gluon_resnet152_v1s | 95.040 | 4.960 | 98.930 | 1.070 | 60.32 | 224 | 0.875 | bicubic |
55 | seresnext50_32x4d | 95.040 | 4.960 | 98.880 | 1.120 | 27.56 | 224 | 0.875 | bicubic |
56 | tf_efficientnet_b3 | 95.010 | 4.990 | 98.910 | 1.090 | 12.23 | 300 | 0.904 | bicubic |
57 | tresnet_m_448 | 94.990 | 5.010 | 98.980 | 1.020 | 31.39 | 448 | 0.875 | bilinear |
58 | resnest50d_4s2x40d | 94.960 | 5.040 | 99.070 | 0.930 | 30.42 | 224 | 0.875 | bicubic |
59 | rexnet_200 | 94.940 | 5.060 | 99.010 | 0.990 | 16.37 | 224 | 0.875 | bicubic |
60 | gluon_seresnext101_64x4d | 94.930 | 5.070 | 98.830 | 1.170 | 88.23 | 224 | 0.875 | bicubic |
61 | gluon_senet154 | 94.920 | 5.080 | 98.760 | 1.240 | 115.09 | 224 | 0.875 | bicubic |
62 | gluon_seresnext101_32x4d | 94.920 | 5.080 | 98.810 | 1.190 | 48.96 | 224 | 0.875 | bicubic |
63 | tf_efficientnet_lite4 | 94.890 | 5.110 | 99.020 | 0.980 | 13.01 | 380 | 0.920 | bilinear |
64 | ssl_resnext50_32x4d | 94.870 | 5.130 | 98.880 | 1.120 | 25.03 | 224 | 0.875 | bilinear |
65 | resnest50d | 94.830 | 5.170 | 98.880 | 1.120 | 27.48 | 224 | 0.875 | bilinear |
66 | ecaresnetlight | 94.770 | 5.230 | 98.800 | 1.200 | 30.16 | 224 | 0.875 | bicubic |
67 | resnest50d_1s4x24d | 94.750 | 5.250 | 98.980 | 1.020 | 25.68 | 224 | 0.875 | bicubic |
68 | gluon_resnet152_v1d | 94.740 | 5.260 | 98.740 | 1.260 | 60.21 | 224 | 0.875 | bicubic |
69 | gluon_resnet101_v1s | 94.720 | 5.280 | 98.820 | 1.180 | 44.67 | 224 | 0.875 | bicubic |
70 | efficientnet_b2 | 94.700 | 5.300 | 98.670 | 1.330 | 9.11 | 260 | 0.875 | bicubic |
71 | gluon_resnext101_64x4d | 94.670 | 5.330 | 98.650 | 1.350 | 83.46 | 224 | 0.875 | bicubic |
72 | cspdarknet53 | 94.660 | 5.340 | 98.800 | 1.200 | 27.64 | 256 | 0.887 | bilinear |
73 | ecaresnet50d | 94.630 | 5.370 | 98.890 | 1.110 | 25.58 | 224 | 0.875 | bicubic |
74 | efficientnet_b3_pruned | 94.630 | 5.370 | 98.760 | 1.240 | 9.86 | 300 | 0.904 | bicubic |
75 | tresnet_m | 94.620 | 5.380 | 98.550 | 1.450 | 31.39 | 224 | 0.875 | bilinear |
76 | efficientnet_b2a | 94.610 | 5.390 | 98.710 | 1.290 | 9.11 | 288 | 1.000 | bicubic |
77 | tf_efficientnet_el | 94.590 | 5.410 | 98.750 | 1.250 | 10.59 | 300 | 0.904 | bicubic |
78 | seresnet50 | 94.550 | 5.450 | 98.750 | 1.250 | 28.09 | 224 | 0.875 | bicubic |
79 | inception_resnet_v2 | 94.540 | 5.460 | 98.790 | 1.210 | 55.84 | 299 | 0.897 | bicubic |
80 | regnety_320 | 94.540 | 5.460 | 98.850 | 1.150 | 145.05 | 224 | 0.875 | bicubic |
81 | gluon_resnext101_32x4d | 94.530 | 5.470 | 98.630 | 1.370 | 44.18 | 224 | 0.875 | bicubic |
82 | tf_efficientnet_b2_ap | 94.490 | 5.510 | 98.620 | 1.380 | 9.11 | 260 | 0.890 | bicubic |
83 | rexnet_150 | 94.480 | 5.520 | 98.790 | 1.210 | 9.73 | 224 | 0.875 | bicubic |
84 | regnety_120 | 94.480 | 5.520 | 98.810 | 1.190 | 51.82 | 224 | 0.875 | bicubic |
85 | cspresnext50 | 94.480 | 5.520 | 98.680 | 1.320 | 20.57 | 224 | 0.875 | bilinear |
86 | regnetx_320 | 94.460 | 5.540 | 98.740 | 1.260 | 107.81 | 224 | 0.875 | bicubic |
87 | ssl_resnet50 | 94.450 | 5.550 | 98.920 | 1.080 | 25.56 | 224 | 0.875 | bilinear |
88 | inception_v4 | 94.380 | 5.620 | 98.580 | 1.420 | 42.68 | 299 | 0.875 | bicubic |
89 | legacy_seresnext101_32x4d | 94.370 | 5.630 | 98.650 | 1.350 | 48.96 | 224 | 0.875 | bilinear |
90 | tf_efficientnet_b2 | 94.360 | 5.640 | 98.610 | 1.390 | 9.11 | 260 | 0.890 | bicubic |
91 | regnety_160 | 94.340 | 5.660 | 98.850 | 1.150 | 83.59 | 224 | 0.875 | bicubic |
92 | gluon_seresnext50_32x4d | 94.340 | 5.660 | 98.610 | 1.390 | 27.56 | 224 | 0.875 | bicubic |
93 | dpn107 | 94.310 | 5.690 | 98.480 | 1.520 | 86.92 | 224 | 0.875 | bicubic |
94 | xception71 | 94.280 | 5.720 | 98.640 | 1.360 | 42.34 | 299 | 0.903 | bicubic |
95 | gluon_xception65 | 94.260 | 5.740 | 98.570 | 1.430 | 39.92 | 299 | 0.903 | bicubic |
96 | resnet50d | 94.260 | 5.740 | 98.720 | 1.280 | 25.58 | 224 | 0.875 | bicubic |
97 | skresnext50_32x4d | 94.260 | 5.740 | 98.460 | 1.540 | 27.48 | 224 | 0.875 | bicubic |
98 | regnetx_120 | 94.240 | 5.760 | 98.650 | 1.350 | 46.11 | 224 | 0.875 | bicubic |
99 | dpn92 | 94.230 | 5.770 | 98.730 | 1.270 | 37.67 | 224 | 0.875 | bicubic |
100 | gluon_resnet101_v1d | 94.220 | 5.780 | 98.550 | 1.450 | 44.57 | 224 | 0.875 | bicubic |
101 | ecaresnet50d_pruned | 94.220 | 5.780 | 98.730 | 1.270 | 19.94 | 224 | 0.875 | bicubic |
102 | tf_efficientnet_lite3 | 94.200 | 5.800 | 98.640 | 1.360 | 8.20 | 300 | 0.904 | bilinear |
103 | mixnet_xl | 94.190 | 5.810 | 98.340 | 1.660 | 11.90 | 224 | 0.875 | bicubic |
104 | resnext50d_32x4d | 94.180 | 5.820 | 98.570 | 1.430 | 25.05 | 224 | 0.875 | bicubic |
105 | regnety_080 | 94.170 | 5.830 | 98.680 | 1.320 | 39.18 | 224 | 0.875 | bicubic |
106 | ens_adv_inception_resnet_v2 | 94.160 | 5.840 | 98.600 | 1.400 | 55.84 | 299 | 0.897 | bicubic |
107 | gluon_resnet152_v1c | 94.160 | 5.840 | 98.640 | 1.360 | 60.21 | 224 | 0.875 | bicubic |
108 | regnety_064 | 94.150 | 5.850 | 98.730 | 1.270 | 30.58 | 224 | 0.875 | bicubic |
109 | efficientnet_b2_pruned | 94.140 | 5.860 | 98.530 | 1.470 | 8.31 | 260 | 0.890 | bicubic |
110 | dpn98 | 94.130 | 5.870 | 98.570 | 1.430 | 61.57 | 224 | 0.875 | bicubic |
111 | regnetx_160 | 94.120 | 5.880 | 98.750 | 1.250 | 54.28 | 224 | 0.875 | bicubic |
112 | resnext50_32x4d | 94.100 | 5.900 | 98.350 | 1.650 | 25.03 | 224 | 0.875 | bicubic |
113 | ese_vovnet39b | 94.090 | 5.910 | 98.660 | 1.340 | 24.57 | 224 | 0.875 | bicubic |
114 | gluon_resnet152_v1b | 94.080 | 5.920 | 98.450 | 1.550 | 60.19 | 224 | 0.875 | bicubic |
115 | dpn131 | 94.010 | 5.990 | 98.720 | 1.280 | 79.25 | 224 | 0.875 | bicubic |
116 | hrnet_w64 | 94.010 | 5.990 | 98.610 | 1.390 | 128.06 | 224 | 0.875 | bilinear |
117 | resnetblur50 | 93.960 | 6.040 | 98.590 | 1.410 | 25.56 | 224 | 0.875 | bicubic |
118 | dla102x2 | 93.950 | 6.050 | 98.490 | 1.510 | 41.28 | 224 | 0.875 | bilinear |
119 | hrnet_w48 | 93.920 | 6.080 | 98.610 | 1.390 | 77.47 | 224 | 0.875 | bilinear |
120 | rexnet_130 | 93.900 | 6.100 | 98.400 | 1.600 | 7.56 | 224 | 0.875 | bicubic |
121 | tf_efficientnet_cc_b1_8e | 93.900 | 6.100 | 98.260 | 1.740 | 39.72 | 240 | 0.882 | bicubic |
122 | regnetx_064 | 93.890 | 6.110 | 98.630 | 1.370 | 26.21 | 224 | 0.875 | bicubic |
123 | regnetx_080 | 93.870 | 6.130 | 98.520 | 1.480 | 39.57 | 224 | 0.875 | bicubic |
124 | regnety_040 | 93.860 | 6.140 | 98.650 | 1.350 | 20.65 | 224 | 0.875 | bicubic |
125 | efficientnet_em | 93.840 | 6.160 | 98.810 | 1.190 | 6.90 | 240 | 0.882 | bicubic |
126 | resnext101_32x8d | 93.830 | 6.170 | 98.580 | 1.420 | 88.79 | 224 | 0.875 | bilinear |
127 | gluon_resnext50_32x4d | 93.810 | 6.190 | 98.410 | 1.590 | 25.03 | 224 | 0.875 | bicubic |
128 | resnet50 | 93.810 | 6.190 | 98.390 | 1.610 | 25.56 | 224 | 0.875 | bicubic |
129 | vit_base_patch16_224 | 93.800 | 6.200 | 98.470 | 1.530 | 86.54 | 224 | 0.900 | bicubic |
130 | gluon_resnet50_v1d | 93.770 | 6.230 | 98.390 | 1.610 | 25.58 | 224 | 0.875 | bicubic |
131 | xception65 | 93.760 | 6.240 | 98.370 | 1.630 | 39.92 | 299 | 0.903 | bicubic |
132 | res2net101_26w_4s | 93.750 | 6.250 | 98.310 | 1.690 | 45.21 | 224 | 0.875 | bilinear |
133 | gluon_resnet101_v1b | 93.750 | 6.250 | 98.380 | 1.620 | 44.55 | 224 | 0.875 | bicubic |
134 | cspresnet50 | 93.740 | 6.260 | 98.640 | 1.360 | 21.62 | 256 | 0.887 | bilinear |
135 | legacy_seresnext50_32x4d | 93.730 | 6.270 | 98.580 | 1.420 | 27.56 | 224 | 0.875 | bilinear |
136 | wide_resnet101_2 | 93.720 | 6.280 | 98.540 | 1.460 | 126.89 | 224 | 0.875 | bilinear |
137 | dpn68b | 93.690 | 6.310 | 98.510 | 1.490 | 12.61 | 224 | 0.875 | bicubic |
138 | tf_efficientnet_b1_ap | 93.690 | 6.310 | 98.360 | 1.640 | 7.79 | 240 | 0.882 | bicubic |
139 | gluon_resnet101_v1c | 93.670 | 6.330 | 98.420 | 1.580 | 44.57 | 224 | 0.875 | bicubic |
140 | tf_efficientnet_b0_ns | 93.630 | 6.370 | 98.640 | 1.360 | 5.29 | 224 | 0.875 | bicubic |
141 | gluon_resnet50_v1s | 93.620 | 6.380 | 98.460 | 1.540 | 25.68 | 224 | 0.875 | bicubic |
142 | regnetx_040 | 93.560 | 6.440 | 98.540 | 1.460 | 22.12 | 224 | 0.875 | bicubic |
143 | hrnet_w44 | 93.550 | 6.450 | 98.700 | 1.300 | 67.06 | 224 | 0.875 | bilinear |
144 | res2net50_26w_8s | 93.540 | 6.460 | 98.260 | 1.740 | 48.40 | 224 | 0.875 | bilinear |
145 | hrnet_w32 | 93.530 | 6.470 | 98.450 | 1.550 | 41.23 | 224 | 0.875 | bilinear |
146 | dla102x | 93.520 | 6.480 | 98.510 | 1.490 | 26.31 | 224 | 0.875 | bilinear |
147 | tf_efficientnet_b1 | 93.500 | 6.500 | 98.360 | 1.640 | 7.79 | 240 | 0.882 | bicubic |
148 | hrnet_w40 | 93.490 | 6.510 | 98.580 | 1.420 | 57.56 | 224 | 0.875 | bilinear |
149 | tf_efficientnet_em | 93.480 | 6.520 | 98.440 | 1.560 | 6.90 | 240 | 0.882 | bicubic |
150 | xception | 93.460 | 6.540 | 98.530 | 1.470 | 22.86 | 299 | 0.897 | bicubic |
151 | gluon_inception_v3 | 93.460 | 6.540 | 98.570 | 1.430 | 23.83 | 299 | 0.875 | bicubic |
152 | mixnet_l | 93.450 | 6.550 | 98.220 | 1.780 | 7.33 | 224 | 0.875 | bicubic |
153 | xception41 | 93.430 | 6.570 | 98.430 | 1.570 | 26.97 | 299 | 0.903 | bicubic |
154 | res2net50_26w_6s | 93.410 | 6.590 | 98.280 | 1.720 | 37.05 | 224 | 0.875 | bilinear |
155 | legacy_seresnet152 | 93.400 | 6.600 | 98.350 | 1.650 | 66.82 | 224 | 0.875 | bilinear |
156 | dla169 | 93.340 | 6.660 | 98.600 | 1.400 | 53.39 | 224 | 0.875 | bilinear |
157 | resnest26d | 93.330 | 6.670 | 98.630 | 1.370 | 17.07 | 224 | 0.875 | bilinear |
158 | tf_inception_v3 | 93.320 | 6.680 | 98.030 | 1.970 | 23.83 | 299 | 0.875 | bicubic |
159 | tf_mixnet_l | 93.310 | 6.690 | 98.030 | 1.970 | 7.33 | 224 | 0.875 | bicubic |
160 | selecsls60b | 93.300 | 6.700 | 98.280 | 1.720 | 32.77 | 224 | 0.875 | bicubic |
161 | tv_resnet152 | 93.300 | 6.700 | 98.390 | 1.610 | 60.19 | 224 | 0.875 | bilinear |
162 | legacy_seresnet101 | 93.280 | 6.720 | 98.510 | 1.490 | 49.33 | 224 | 0.875 | bilinear |
163 | efficientnet_b1 | 93.260 | 6.740 | 98.170 | 1.830 | 7.79 | 240 | 0.875 | bicubic |
164 | hrnet_w30 | 93.200 | 6.800 | 98.410 | 1.590 | 37.71 | 224 | 0.875 | bilinear |
165 | dla60_res2next | 93.180 | 6.820 | 98.410 | 1.590 | 17.03 | 224 | 0.875 | bilinear |
166 | dla60_res2net | 93.180 | 6.820 | 98.420 | 1.580 | 20.85 | 224 | 0.875 | bilinear |
167 | efficientnet_es | 93.140 | 6.860 | 98.420 | 1.580 | 5.44 | 224 | 0.875 | bicubic |
168 | dla60x | 93.120 | 6.880 | 98.510 | 1.490 | 17.35 | 224 | 0.875 | bilinear |
169 | regnetx_032 | 93.120 | 6.880 | 98.390 | 1.610 | 15.30 | 224 | 0.875 | bicubic |
170 | seresnext26t_32x4d | 93.070 | 6.930 | 98.110 | 1.890 | 16.82 | 224 | 0.875 | bicubic |
171 | dla102 | 93.060 | 6.940 | 98.540 | 1.460 | 33.27 | 224 | 0.875 | bilinear |
172 | gluon_resnet50_v1c | 93.030 | 6.970 | 98.390 | 1.610 | 25.58 | 224 | 0.875 | bicubic |
173 | regnety_016 | 93.030 | 6.970 | 98.360 | 1.640 | 11.20 | 224 | 0.875 | bicubic |
174 | rexnet_100 | 93.030 | 6.970 | 98.190 | 1.810 | 4.80 | 224 | 0.875 | bicubic |
175 | selecsls60 | 93.030 | 6.970 | 98.300 | 1.700 | 30.67 | 224 | 0.875 | bicubic |
176 | legacy_seresnet50 | 92.960 | 7.040 | 98.190 | 1.810 | 28.09 | 224 | 0.875 | bilinear |
177 | adv_inception_v3 | 92.880 | 7.120 | 98.140 | 1.860 | 23.83 | 299 | 0.875 | bicubic |
178 | res2next50 | 92.840 | 7.160 | 98.180 | 1.820 | 24.67 | 224 | 0.875 | bilinear |
179 | tf_efficientnet_cc_b0_8e | 92.830 | 7.170 | 98.180 | 1.820 | 24.01 | 224 | 0.875 | bicubic |
180 | seresnext26tn_32x4d | 92.820 | 7.180 | 98.370 | 1.630 | 16.81 | 224 | 0.875 | bicubic |
181 | tv_resnet101 | 92.810 | 7.190 | 98.250 | 1.750 | 44.55 | 224 | 0.875 | bilinear |
182 | efficientnet_b1_pruned | 92.770 | 7.230 | 98.040 | 1.960 | 6.33 | 240 | 0.882 | bicubic |
183 | vit_small_patch16_224 | 92.760 | 7.240 | 97.930 | 2.070 | 48.75 | 224 | 0.900 | bicubic |
184 | densenet201 | 92.750 | 7.250 | 98.230 | 1.770 | 20.01 | 224 | 0.875 | bicubic |
185 | res2net50_14w_8s | 92.740 | 7.260 | 98.180 | 1.820 | 25.06 | 224 | 0.875 | bilinear |
186 | tv_resnext50_32x4d | 92.740 | 7.260 | 98.270 | 1.730 | 25.03 | 224 | 0.875 | bilinear |
187 | inception_v3 | 92.720 | 7.280 | 97.970 | 2.030 | 23.83 | 299 | 0.875 | bicubic |
188 | seresnext26d_32x4d | 92.700 | 7.300 | 98.150 | 1.850 | 16.81 | 224 | 0.875 | bicubic |
189 | efficientnet_b0 | 92.690 | 7.310 | 98.070 | 1.930 | 5.29 | 224 | 0.875 | bicubic |
190 | resnet34d | 92.680 | 7.320 | 98.310 | 1.690 | 21.82 | 224 | 0.875 | bicubic |
191 | tf_efficientnet_lite2 | 92.650 | 7.350 | 98.230 | 1.770 | 6.09 | 260 | 0.890 | bicubic |
192 | legacy_seresnext26_32x4d | 92.640 | 7.360 | 98.130 | 1.870 | 16.79 | 224 | 0.875 | bicubic |
193 | tf_efficientnet_lite1 | 92.620 | 7.380 | 98.080 | 1.920 | 5.42 | 240 | 0.882 | bicubic |
194 | tf_efficientnet_cc_b0_4e | 92.590 | 7.410 | 98.080 | 1.920 | 13.31 | 224 | 0.875 | bicubic |
195 | res2net50_48w_2s | 92.550 | 7.450 | 98.080 | 1.920 | 25.29 | 224 | 0.875 | bilinear |
196 | tf_efficientnet_es | 92.550 | 7.450 | 98.280 | 1.720 | 5.44 | 224 | 0.875 | bicubic |
197 | gluon_resnet50_v1b | 92.540 | 7.460 | 98.170 | 1.830 | 25.56 | 224 | 0.875 | bicubic |
198 | res2net50_26w_4s | 92.500 | 7.500 | 98.060 | 1.940 | 25.70 | 224 | 0.875 | bilinear |
199 | densenet161 | 92.500 | 7.500 | 98.290 | 1.710 | 28.68 | 224 | 0.875 | bicubic |
200 | mixnet_m | 92.430 | 7.570 | 97.870 | 2.130 | 5.01 | 224 | 0.875 | bicubic |
201 | mobilenetv2_120d | 92.400 | 7.600 | 98.050 | 1.950 | 5.83 | 224 | 0.875 | bicubic |
202 | skresnet34 | 92.390 | 7.610 | 98.150 | 1.850 | 22.28 | 224 | 0.875 | bicubic |
203 | tf_mixnet_m | 92.330 | 7.670 | 97.890 | 2.110 | 5.01 | 224 | 0.875 | bicubic |
204 | hrnet_w18 | 92.320 | 7.680 | 98.240 | 1.760 | 21.30 | 224 | 0.875 | bilinear |
205 | ese_vovnet19b_dw | 92.290 | 7.710 | 98.090 | 1.910 | 6.54 | 224 | 0.875 | bicubic |
206 | selecsls42b | 92.280 | 7.720 | 98.150 | 1.850 | 32.46 | 224 | 0.875 | bicubic |
207 | tf_efficientnet_b0 | 92.250 | 7.750 | 98.000 | 2.000 | 5.29 | 224 | 0.875 | bicubic |
208 | dla60 | 92.230 | 7.770 | 98.110 | 1.890 | 22.04 | 224 | 0.875 | bilinear |
209 | tf_efficientnet_b0_ap | 92.200 | 7.800 | 98.020 | 1.980 | 5.29 | 224 | 0.875 | bicubic |
210 | regnetx_016 | 92.170 | 7.830 | 98.210 | 1.790 | 9.19 | 224 | 0.875 | bicubic |
211 | resnet26d | 92.070 | 7.930 | 97.960 | 2.040 | 16.01 | 224 | 0.875 | bicubic |
212 | dpn68 | 92.010 | 7.990 | 98.050 | 1.950 | 12.61 | 224 | 0.875 | bicubic |
213 | densenet169 | 91.930 | 8.070 | 98.100 | 1.900 | 14.15 | 224 | 0.875 | bicubic |
214 | densenetblur121d | 91.910 | 8.090 | 98.070 | 1.930 | 8.00 | 224 | 0.875 | bicubic |
215 | tv_resnet50 | 91.880 | 8.120 | 98.040 | 1.960 | 25.56 | 224 | 0.875 | bilinear |
216 | mobilenetv2_140 | 91.830 | 8.170 | 97.860 | 2.140 | 6.11 | 224 | 0.875 | bicubic |
217 | mixnet_s | 91.830 | 8.170 | 97.690 | 2.310 | 4.13 | 224 | 0.875 | bicubic |
218 | regnety_008 | 91.750 | 8.250 | 98.180 | 1.820 | 6.26 | 224 | 0.875 | bicubic |
219 | resnest14d | 91.720 | 8.280 | 97.870 | 2.130 | 10.61 | 224 | 0.875 | bilinear |
220 | densenet121 | 91.570 | 8.430 | 98.030 | 1.970 | 7.98 | 224 | 0.875 | bicubic |
221 | tf_mixnet_s | 91.510 | 8.490 | 97.620 | 2.380 | 4.13 | 224 | 0.875 | bicubic |
222 | regnety_006 | 91.370 | 8.630 | 97.710 | 2.290 | 6.06 | 224 | 0.875 | bicubic |
223 | mobilenetv3_large_100 | 91.320 | 8.680 | 97.710 | 2.290 | 5.48 | 224 | 0.875 | bicubic |
224 | semnasnet_100 | 91.280 | 8.720 | 97.560 | 2.440 | 3.89 | 224 | 0.875 | bicubic |
225 | tf_mobilenetv3_large_100 | 91.240 | 8.760 | 97.660 | 2.340 | 5.48 | 224 | 0.875 | bilinear |
226 | mobilenetv3_rw | 91.210 | 8.790 | 97.660 | 2.340 | 5.48 | 224 | 0.875 | bicubic |
227 | hrnet_w18_small_v2 | 91.190 | 8.810 | 97.900 | 2.100 | 15.60 | 224 | 0.875 | bilinear |
228 | efficientnet_lite0 | 91.140 | 8.860 | 97.630 | 2.370 | 4.65 | 224 | 0.875 | bicubic |
229 | resnet34 | 91.130 | 8.870 | 97.620 | 2.380 | 21.80 | 224 | 0.875 | bilinear |
230 | resnet26 | 91.110 | 8.890 | 97.740 | 2.260 | 16.00 | 224 | 0.875 | bicubic |
231 | regnetx_008 | 91.050 | 8.950 | 97.710 | 2.290 | 7.26 | 224 | 0.875 | bicubic |
232 | tf_efficientnet_lite0 | 91.040 | 8.960 | 97.590 | 2.410 | 4.65 | 224 | 0.875 | bicubic |
233 | gluon_resnet34_v1b | 90.960 | 9.040 | 97.630 | 2.370 | 21.80 | 224 | 0.875 | bicubic |
234 | mobilenetv2_110d | 90.950 | 9.050 | 97.550 | 2.450 | 4.52 | 224 | 0.875 | bicubic |
235 | legacy_seresnet34 | 90.890 | 9.110 | 97.580 | 2.420 | 21.96 | 224 | 0.875 | bilinear |
236 | tv_densenet121 | 90.890 | 9.110 | 97.710 | 2.290 | 7.98 | 224 | 0.875 | bicubic |
237 | dla34 | 90.760 | 9.240 | 97.660 | 2.340 | 15.74 | 224 | 0.875 | bilinear |
238 | fbnetc_100 | 90.700 | 9.300 | 97.210 | 2.790 | 5.57 | 224 | 0.875 | bilinear |
239 | swsl_resnet18 | 90.690 | 9.310 | 97.700 | 2.300 | 11.69 | 224 | 0.875 | bilinear |
240 | mnasnet_100 | 90.510 | 9.490 | 97.470 | 2.530 | 4.38 | 224 | 0.875 | bicubic |
241 | regnety_004 | 90.500 | 9.500 | 97.540 | 2.460 | 4.34 | 224 | 0.875 | bicubic |
242 | regnetx_006 | 90.350 | 9.650 | 97.430 | 2.570 | 6.20 | 224 | 0.875 | bicubic |
243 | spnasnet_100 | 90.350 | 9.650 | 97.190 | 2.810 | 4.42 | 224 | 0.875 | bilinear |
244 | ssl_resnet18 | 90.220 | 9.780 | 97.550 | 2.450 | 11.69 | 224 | 0.875 | bilinear |
245 | tv_resnet34 | 89.940 | 10.060 | 97.340 | 2.660 | 21.80 | 224 | 0.875 | bilinear |
246 | tf_mobilenetv3_large_075 | 89.680 | 10.320 | 97.210 | 2.790 | 3.99 | 224 | 0.875 | bilinear |
247 | skresnet18 | 89.660 | 10.340 | 97.230 | 2.770 | 11.96 | 224 | 0.875 | bicubic |
248 | mobilenetv2_100 | 89.600 | 10.400 | 97.140 | 2.860 | 3.50 | 224 | 0.875 | bicubic |
249 | resnet18d | 89.280 | 10.720 | 97.150 | 2.850 | 11.71 | 224 | 0.875 | bicubic |
250 | hrnet_w18_small | 89.050 | 10.950 | 97.110 | 2.890 | 13.19 | 224 | 0.875 | bilinear |
251 | tf_mobilenetv3_large_minimal_100 | 88.970 | 11.030 | 96.860 | 3.140 | 3.92 | 224 | 0.875 | bilinear |
252 | regnetx_004 | 88.900 | 11.100 | 97.120 | 2.880 | 5.16 | 224 | 0.875 | bicubic |
253 | legacy_seresnet18 | 88.880 | 11.120 | 96.980 | 3.020 | 11.78 | 224 | 0.875 | bicubic |
254 | gluon_resnet18_v1b | 88.400 | 11.600 | 96.680 | 3.320 | 11.69 | 224 | 0.875 | bicubic |
255 | resnet18 | 87.390 | 12.610 | 96.290 | 3.710 | 11.69 | 224 | 0.875 | bilinear |
256 | regnety_002 | 87.380 | 12.620 | 96.590 | 3.410 | 3.16 | 224 | 0.875 | bicubic |
257 | dla60x_c | 86.290 | 13.710 | 96.160 | 3.840 | 1.32 | 224 | 0.875 | bilinear |
258 | regnetx_002 | 86.190 | 13.810 | 95.980 | 4.020 | 2.68 | 224 | 0.875 | bicubic |
259 | tf_mobilenetv3_small_100 | 85.190 | 14.810 | 95.770 | 4.230 | 2.54 | 224 | 0.875 | bilinear |
260 | dla46x_c | 84.250 | 15.750 | 95.270 | 4.730 | 1.07 | 224 | 0.875 | bilinear |
261 | dla46_c | 83.650 | 16.350 | 94.920 | 5.080 | 1.30 | 224 | 0.875 | bilinear |
262 | tf_mobilenetv3_small_075 | 83.520 | 16.480 | 94.790 | 5.210 | 2.04 | 224 | 0.875 | bilinear |
263 | tf_mobilenetv3_small_minimal_100 | 81.380 | 18.620 | 93.670 | 6.330 | 2.04 | 224 | 0.875 | bilinear |