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6.0 KiB
6.0 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation |
---|---|---|---|---|---|---|---|---|---|
2 | resnet18 | 57.18 | 42.82 | 80.19 | 19.81 | 11.69 | 224 | 0.875 | bilinear |
3 | gluon_resnet18_v1b | 58.32 | 41.68 | 80.96 | 19.04 | 11.69 | 224 | 0.875 | bicubic |
4 | seresnet18 | 59.81 | 40.19 | 81.68 | 18.32 | 11.78 | 224 | 0.875 | bicubic |
5 | tv_resnet34 | 61.2 | 38.8 | 82.72 | 17.28 | 21.8 | 224 | 0.875 | bilinear |
6 | spnasnet_100 | 61.21 | 38.79 | 82.77 | 17.23 | 4.42 | 224 | 0.875 | bilinear |
7 | mnasnet_100 | 61.91 | 38.09 | 83.71 | 16.29 | 4.38 | 224 | 0.875 | bicubic |
8 | fbnetc_100 | 62.43 | 37.57 | 83.39 | 16.61 | 5.57 | 224 | 0.875 | bilinear |
9 | gluon_resnet34_v1b | 62.56 | 37.44 | 84 | 16 | 21.8 | 224 | 0.875 | bicubic |
10 | resnet34 | 62.82 | 37.18 | 84.12 | 15.88 | 21.8 | 224 | 0.875 | bilinear |
11 | seresnet34 | 62.89 | 37.11 | 84.22 | 15.78 | 21.96 | 224 | 0.875 | bilinear |
12 | densenet121 | 62.94 | 37.06 | 84.26 | 15.74 | 7.98 | 224 | 0.875 | bicubic |
13 | semnasnet_100 | 63.12 | 36.88 | 84.53 | 15.47 | 3.89 | 224 | 0.875 | bicubic |
14 | mobilenetv3_100 | 63.23 | 36.77 | 84.52 | 15.48 | 5.48 | 224 | 0.875 | bicubic |
15 | tv_resnet50 | 63.33 | 36.67 | 84.65 | 15.35 | 25.56 | 224 | 0.875 | bilinear |
16 | mixnet_s | 63.38 | 36.62 | 84.71 | 15.29 | 4.13 | 224 | 0.875 | bicubic |
17 | resnet26 | 63.45 | 36.55 | 84.27 | 15.73 | 16 | 224 | 0.875 | bicubic |
18 | tf_mixnet_s | 63.59 | 36.41 | 84.27 | 15.73 | 4.13 | 224 | 0.875 | bicubic |
19 | dpn68 | 64.22 | 35.78 | 85.18 | 14.82 | 12.61 | 224 | 0.875 | bicubic |
20 | tf_mixnet_m | 64.27 | 35.73 | 85.09 | 14.91 | 5.01 | 224 | 0.875 | bicubic |
21 | tf_efficientnet_b0 | 64.29 | 35.71 | 85.25 | 14.75 | 5.29 | 224 | 0.875 | bicubic |
22 | efficientnet_b0 | 64.58 | 35.42 | 85.89 | 14.11 | 5.29 | 224 | 0.875 | bicubic |
23 | resnet26d | 64.63 | 35.37 | 85.12 | 14.88 | 16.01 | 224 | 0.875 | bicubic |
24 | mixnet_m | 64.69 | 35.31 | 85.47 | 14.53 | 5.01 | 224 | 0.875 | bicubic |
25 | densenet169 | 64.78 | 35.22 | 85.25 | 14.75 | 14.15 | 224 | 0.875 | bicubic |
26 | seresnext26_32x4d | 65.04 | 34.96 | 85.65 | 14.35 | 16.79 | 224 | 0.875 | bicubic |
27 | tf_efficientnet_es | 65.24 | 34.76 | 85.54 | 14.46 | 5.44 | 224 | 0.875 | bicubic |
28 | densenet201 | 65.28 | 34.72 | 85.67 | 14.33 | 20.01 | 224 | 0.875 | bicubic |
29 | dpn68b | 65.6 | 34.4 | 85.94 | 14.06 | 12.61 | 224 | 0.875 | bicubic |
30 | resnet101 | 65.68 | 34.32 | 85.98 | 14.02 | 44.55 | 224 | 0.875 | bilinear |
31 | densenet161 | 65.85 | 34.15 | 86.46 | 13.54 | 28.68 | 224 | 0.875 | bicubic |
32 | gluon_resnet50_v1b | 66.04 | 33.96 | 86.27 | 13.73 | 25.56 | 224 | 0.875 | bicubic |
33 | inception_v3 | 66.12 | 33.88 | 86.34 | 13.66 | 27.16 | 299 | 0.875 | bicubic |
34 | tv_resnext50_32x4d | 66.18 | 33.82 | 86.04 | 13.96 | 25.03 | 224 | 0.875 | bilinear |
35 | seresnet50 | 66.24 | 33.76 | 86.33 | 13.67 | 28.09 | 224 | 0.875 | bilinear |
36 | tf_inception_v3 | 66.41 | 33.59 | 86.68 | 13.32 | 23.83 | 299 | 0.875 | bicubic |
37 | gluon_resnet50_v1c | 66.54 | 33.46 | 86.16 | 13.84 | 25.58 | 224 | 0.875 | bicubic |
38 | adv_inception_v3 | 66.6 | 33.4 | 86.56 | 13.44 | 23.83 | 299 | 0.875 | bicubic |
39 | wide_resnet50_2 | 66.65 | 33.35 | 86.81 | 13.19 | 68.88 | 224 | 0.875 | bilinear |
40 | wide_resnet101_2 | 66.68 | 33.32 | 87.04 | 12.96 | 126.89 | 224 | 0.875 | bilinear |
41 | tf_mixnet_l | 66.78 | 33.22 | 86.46 | 13.54 | 7.33 | 224 | 0.875 | bicubic |
42 | resnet50 | 66.81 | 33.19 | 87 | 13 | 25.56 | 224 | 0.875 | bicubic |
43 | tf_efficientnet_em | 66.87 | 33.13 | 86.98 | 13.02 | 6.9 | 240 | 0.882 | bicubic |
44 | resnext50_32x4d | 66.88 | 33.12 | 86.36 | 13.64 | 25.03 | 224 | 0.875 | bicubic |
45 | tf_efficientnet_b1 | 66.89 | 33.11 | 87.04 | 12.96 | 7.79 | 240 | 0.882 | bicubic |
46 | mixnet_l | 66.97 | 33.03 | 86.94 | 13.06 | 7.33 | 224 | 0.875 | bicubic |
47 | resnet152 | 67.02 | 32.98 | 87.57 | 12.43 | 60.19 | 224 | 0.875 | bilinear |
48 | gluon_resnet50_v1s | 67.1 | 32.9 | 86.86 | 13.14 | 25.68 | 224 | 0.875 | bicubic |
49 | seresnet101 | 67.15 | 32.85 | 87.05 | 12.95 | 49.33 | 224 | 0.875 | bilinear |
50 | gluon_resnet101_v1b | 67.45 | 32.55 | 87.23 | 12.77 | 44.55 | 224 | 0.875 | bicubic |
51 | efficientnet_b1 | 67.55 | 32.45 | 87.29 | 12.71 | 7.79 | 240 | 0.882 | bicubic |
52 | seresnet152 | 67.55 | 32.45 | 87.39 | 12.61 | 66.82 | 224 | 0.875 | bilinear |
53 | gluon_resnet101_v1c | 67.56 | 32.44 | 87.16 | 12.84 | 44.57 | 224 | 0.875 | bicubic |
54 | gluon_inception_v3 | 67.59 | 32.41 | 87.46 | 12.54 | 23.83 | 299 | 0.875 | bicubic |
55 | xception | 67.67 | 32.33 | 87.57 | 12.43 | 22.86 | 299 | 0.8975 | bicubic |
56 | efficientnet_b2 | 67.8 | 32.2 | 88.2 | 11.8 | 9.11 | 260 | 0.89 | bicubic |
57 | resnext101_32x8d | 67.85 | 32.15 | 87.48 | 12.52 | 88.79 | 224 | 0.875 | bilinear |
58 | seresnext50_32x4d | 67.87 | 32.13 | 87.62 | 12.38 | 27.56 | 224 | 0.875 | bilinear |
59 | gluon_resnet50_v1d | 67.91 | 32.09 | 87.12 | 12.88 | 25.58 | 224 | 0.875 | bicubic |
60 | dpn92 | 68.01 | 31.99 | 87.59 | 12.41 | 37.67 | 224 | 0.875 | bicubic |
61 | tf_efficientnet_el | 68.18 | 31.82 | 88.35 | 11.65 | 10.59 | 300 | 0.904 | bicubic |
62 | gluon_resnext50_32x4d | 68.28 | 31.72 | 87.32 | 12.68 | 25.03 | 224 | 0.875 | bicubic |
63 | dpn98 | 68.58 | 31.42 | 87.66 | 12.34 | 61.57 | 224 | 0.875 | bicubic |
64 | gluon_seresnext50_32x4d | 68.67 | 31.33 | 88.32 | 11.68 | 27.56 | 224 | 0.875 | bicubic |
65 | dpn107 | 68.71 | 31.29 | 88.13 | 11.87 | 86.92 | 224 | 0.875 | bicubic |
66 | gluon_resnet101_v1s | 68.72 | 31.28 | 87.9 | 12.1 | 44.67 | 224 | 0.875 | bicubic |
67 | resnext50d_32x4d | 68.75 | 31.25 | 88.31 | 11.69 | 25.05 | 224 | 0.875 | bicubic |
68 | tf_efficientnet_b2 | 68.75 | 31.25 | 87.95 | 12.05 | 9.11 | 260 | 0.89 | bicubic |
69 | dpn131 | 68.76 | 31.24 | 87.48 | 12.52 | 79.25 | 224 | 0.875 | bicubic |
70 | gluon_resnet152_v1b | 68.81 | 31.19 | 87.71 | 12.29 | 60.19 | 224 | 0.875 | bicubic |
71 | gluon_resnext101_32x4d | 68.96 | 31.04 | 88.34 | 11.66 | 44.18 | 224 | 0.875 | bicubic |
72 | gluon_xception65 | 68.98 | 31.02 | 88.32 | 11.68 | 39.92 | 299 | 0.875 | bicubic |
73 | gluon_resnet101_v1d | 68.99 | 31.01 | 88.08 | 11.92 | 44.57 | 224 | 0.875 | bicubic |
74 | mixnet_xl | 69 | 31 | 88.19 | 11.81 | 11.9 | 224 | 0.875 | bicubic |
75 | gluon_resnet152_v1c | 69.13 | 30.87 | 87.89 | 12.11 | 60.21 | 224 | 0.875 | bicubic |
76 | seresnext101_32x4d | 69.34 | 30.66 | 88.05 | 11.95 | 48.96 | 224 | 0.875 | bilinear |
77 | inception_v4 | 69.35 | 30.65 | 88.78 | 11.22 | 42.68 | 299 | 0.875 | bicubic |
78 | ens_adv_inception_resnet_v2 | 69.52 | 30.48 | 88.5 | 11.5 | 55.84 | 299 | 0.8975 | bicubic |
79 | gluon_resnext101_64x4d | 69.69 | 30.31 | 88.26 | 11.74 | 83.46 | 224 | 0.875 | bicubic |
80 | gluon_resnet152_v1d | 69.95 | 30.05 | 88.47 | 11.53 | 60.21 | 224 | 0.875 | bicubic |
81 | gluon_seresnext101_32x4d | 70.01 | 29.99 | 88.91 | 11.09 | 48.96 | 224 | 0.875 | bicubic |
82 | inception_resnet_v2 | 70.12 | 29.88 | 88.68 | 11.32 | 55.84 | 299 | 0.8975 | bicubic |
83 | gluon_resnet152_v1s | 70.32 | 29.68 | 88.87 | 11.13 | 60.32 | 224 | 0.875 | bicubic |
84 | gluon_seresnext101_64x4d | 70.44 | 29.56 | 89.35 | 10.65 | 88.23 | 224 | 0.875 | bicubic |
85 | senet154 | 70.48 | 29.52 | 88.99 | 11.01 | 115.09 | 224 | 0.875 | bilinear |
86 | gluon_senet154 | 70.6 | 29.4 | 88.92 | 11.08 | 115.09 | 224 | 0.875 | bicubic |
87 | tf_efficientnet_b3 | 70.62 | 29.38 | 89.44 | 10.56 | 12.23 | 300 | 0.904 | bicubic |
88 | tf_efficientnet_b4 | 72.28 | 27.72 | 90.6 | 9.4 | 19.34 | 380 | 0.922 | bicubic |
89 | nasnetalarge | 72.31 | 27.69 | 90.51 | 9.49 | 88.75 | 331 | 0.875 | bicubic |
90 | pnasnet5large | 72.37 | 27.63 | 90.26 | 9.74 | 86.06 | 331 | 0.875 | bicubic |
91 | tf_efficientnet_b5 | 73.37 | 26.63 | 91.21 | 8.79 | 30.39 | 456 | 0.934 | bicubic |
92 | ig_resnext101_32x8d | 73.66 | 26.34 | 92.15 | 7.85 | 88.79 | 224 | 0.875 | bilinear |
93 | tf_efficientnet_b6 | 73.9 | 26.1 | 91.75 | 8.25 | 43.04 | 528 | 0.942 | bicubic |
94 | tf_efficientnet_b7 | 74.04 | 25.96 | 91.86 | 8.14 | 66.35 | 600 | 0.949 | bicubic |
95 | ig_resnext101_32x16d | 75.71 | 24.29 | 92.9 | 7.1 | 194.03 | 224 | 0.875 | bilinear |
96 | ig_resnext101_32x32d | 76.84 | 23.16 | 93.19 | 6.81 | 468.53 | 224 | 0.875 | bilinear |
97 | ig_resnext101_32x48d | 76.87 | 23.13 | 93.32 | 6.68 | 828.41 | 224 | 0.875 | bilinear |