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5.4 KiB
5.4 KiB
1 | model | top1 | top1_err | top5 | top5_err | param_count | img_size | cropt_pct | interpolation |
---|---|---|---|---|---|---|---|---|---|
2 | resnet18 | 69.758 | 30.242 | 89.078 | 10.922 | 11.69 | 224 | 0.875 | bilinear |
3 | gluon_resnet18_v1b | 70.83 | 29.17 | 89.756 | 10.244 | 11.69 | 224 | 0.875 | bicubic |
4 | seresnet18 | 71.758 | 28.242 | 90.334 | 9.666 | 11.78 | 224 | 0.875 | bicubic |
5 | tv_resnet34 | 73.314 | 26.686 | 91.42 | 8.58 | 21.8 | 224 | 0.875 | bilinear |
6 | spnasnet_100 | 74.08 | 25.92 | 91.832 | 8.168 | 4.42 | 224 | 0.875 | bilinear |
7 | gluon_resnet34_v1b | 74.58 | 25.42 | 91.988 | 8.012 | 21.8 | 224 | 0.875 | bicubic |
8 | mnasnet_100 | 74.656 | 25.344 | 92.126 | 7.874 | 4.38 | 224 | 0.875 | bicubic |
9 | densenet121 | 74.752 | 25.248 | 92.152 | 7.848 | 7.98 | 224 | 0.875 | bicubic |
10 | seresnet34 | 74.808 | 25.192 | 92.126 | 7.874 | 21.96 | 224 | 0.875 | bilinear |
11 | resnet34 | 75.112 | 24.888 | 92.288 | 7.712 | 21.8 | 224 | 0.875 | bilinear |
12 | fbnetc_100 | 75.12 | 24.88 | 92.386 | 7.614 | 5.57 | 224 | 0.875 | bilinear |
13 | resnet26 | 75.292 | 24.708 | 92.57 | 7.43 | 16 | 224 | 0.875 | bicubic |
14 | semnasnet_100 | 75.456 | 24.544 | 92.592 | 7.408 | 3.89 | 224 | 0.875 | bicubic |
15 | mobilenetv3_100 | 75.628 | 24.372 | 92.708 | 7.292 | 5.48 | 224 | 0.875 | bicubic |
16 | densenet169 | 75.912 | 24.088 | 93.024 | 6.976 | 14.15 | 224 | 0.875 | bicubic |
17 | tv_resnet50 | 76.13 | 23.87 | 92.862 | 7.138 | 25.56 | 224 | 0.875 | bilinear |
18 | dpn68 | 76.306 | 23.694 | 92.97 | 7.03 | 12.61 | 224 | 0.875 | bicubic |
19 | tf_efficientnet_b0 | 76.528 | 23.472 | 93.01 | 6.99 | 5.29 | 224 | 0.875 | bicubic |
20 | resnet26d | 76.68 | 23.32 | 93.166 | 6.834 | 16.01 | 224 | 0.875 | bicubic |
21 | efficientnet_b0 | 76.914 | 23.086 | 93.206 | 6.794 | 5.29 | 224 | 0.875 | bicubic |
22 | seresnext26_32x4d | 77.1 | 22.9 | 93.31 | 6.69 | 16.79 | 224 | 0.875 | bicubic |
23 | densenet201 | 77.29 | 22.71 | 93.478 | 6.522 | 20.01 | 224 | 0.875 | bicubic |
24 | densenet161 | 77.348 | 22.652 | 93.648 | 6.352 | 28.68 | 224 | 0.875 | bicubic |
25 | resnet101 | 77.374 | 22.626 | 93.546 | 6.454 | 44.55 | 224 | 0.875 | bilinear |
26 | inception_v3 | 77.434 | 22.566 | 93.478 | 6.522 | 27.16 | 299 | 0.875 | bicubic |
27 | dpn68b | 77.514 | 22.486 | 93.822 | 6.178 | 12.61 | 224 | 0.875 | bicubic |
28 | adv_inception_v3 | 77.576 | 22.424 | 93.724 | 6.276 | 23.83 | 299 | 0.875 | bicubic |
29 | gluon_resnet50_v1b | 77.578 | 22.422 | 93.718 | 6.282 | 25.56 | 224 | 0.875 | bicubic |
30 | tv_resnext50_32x4d | 77.618 | 22.382 | 93.698 | 6.302 | 25.03 | 224 | 0.875 | bilinear |
31 | seresnet50 | 77.636 | 22.364 | 93.752 | 6.248 | 28.09 | 224 | 0.875 | bilinear |
32 | tf_inception_v3 | 77.856 | 22.144 | 93.644 | 6.356 | 23.83 | 299 | 0.875 | bicubic |
33 | gluon_resnet50_v1c | 78.012 | 21.988 | 93.988 | 6.012 | 25.58 | 224 | 0.875 | bicubic |
34 | resnet152 | 78.312 | 21.688 | 94.046 | 5.954 | 60.19 | 224 | 0.875 | bilinear |
35 | seresnet101 | 78.396 | 21.604 | 94.258 | 5.742 | 49.33 | 224 | 0.875 | bilinear |
36 | wide_resnet50_2 | 78.468 | 21.532 | 94.086 | 5.914 | 68.88 | 224 | 0.875 | bilinear |
37 | resnet50 | 78.47 | 21.53 | 94.266 | 5.734 | 25.56 | 224 | 0.875 | bicubic |
38 | resnext50_32x4d | 78.51 | 21.49 | 94.054 | 5.946 | 25.03 | 224 | 0.875 | bicubic |
39 | tf_efficientnet_b1 | 78.554 | 21.446 | 94.098 | 5.902 | 7.79 | 240 | 0.882 | bicubic |
40 | seresnet152 | 78.658 | 21.342 | 94.374 | 5.626 | 66.82 | 224 | 0.875 | bilinear |
41 | efficientnet_b1 | 78.692 | 21.308 | 94.086 | 5.914 | 7.79 | 240 | 0.882 | bicubic |
42 | gluon_resnet50_v1s | 78.712 | 21.288 | 94.242 | 5.758 | 25.68 | 224 | 0.875 | bicubic |
43 | gluon_inception_v3 | 78.804 | 21.196 | 94.38 | 5.62 | 23.83 | 299 | 0.875 | bicubic |
44 | wide_resnet101_2 | 78.846 | 21.154 | 94.284 | 5.716 | 126.89 | 224 | 0.875 | bilinear |
45 | xception | 79.048 | 20.952 | 94.392 | 5.608 | 22.86 | 299 | 0.8975 | bicubic |
46 | gluon_resnet50_v1d | 79.074 | 20.926 | 94.476 | 5.524 | 25.58 | 224 | 0.875 | bicubic |
47 | seresnext50_32x4d | 79.076 | 20.924 | 94.434 | 5.566 | 27.56 | 224 | 0.875 | bilinear |
48 | gluon_resnet101_v1b | 79.304 | 20.696 | 94.524 | 5.476 | 44.55 | 224 | 0.875 | bicubic |
49 | resnext101_32x8d | 79.312 | 20.688 | 94.526 | 5.474 | 88.79 | 224 | 0.875 | bilinear |
50 | gluon_resnext50_32x4d | 79.356 | 20.644 | 94.424 | 5.576 | 25.03 | 224 | 0.875 | bicubic |
51 | gluon_resnet101_v1c | 79.544 | 20.456 | 94.586 | 5.414 | 44.57 | 224 | 0.875 | bicubic |
52 | tf_efficientnet_b2 | 79.606 | 20.394 | 94.712 | 5.288 | 9.11 | 260 | 0.89 | bicubic |
53 | dpn98 | 79.636 | 20.364 | 94.594 | 5.406 | 61.57 | 224 | 0.875 | bicubic |
54 | resnext50d_32x4d | 79.674 | 20.326 | 94.868 | 5.132 | 25.05 | 224 | 0.875 | bicubic |
55 | gluon_resnet152_v1b | 79.692 | 20.308 | 94.738 | 5.262 | 60.19 | 224 | 0.875 | bicubic |
56 | efficientnet_b2 | 79.752 | 20.248 | 94.71 | 5.29 | 9.11 | 260 | 0.89 | bicubic |
57 | dpn131 | 79.828 | 20.172 | 94.704 | 5.296 | 79.25 | 224 | 0.875 | bicubic |
58 | gluon_seresnext50_32x4d | 79.912 | 20.088 | 94.818 | 5.182 | 27.56 | 224 | 0.875 | bicubic |
59 | gluon_resnet152_v1c | 79.916 | 20.084 | 94.842 | 5.158 | 60.21 | 224 | 0.875 | bicubic |
60 | ens_adv_inception_resnet_v2 | 79.976 | 20.024 | 94.946 | 5.054 | 55.84 | 299 | 0.8975 | bicubic |
61 | dpn92 | 80.016 | 19.984 | 94.838 | 5.162 | 37.67 | 224 | 0.875 | bicubic |
62 | inception_v4 | 80.156 | 19.844 | 94.974 | 5.026 | 42.68 | 299 | 0.875 | bicubic |
63 | dpn107 | 80.164 | 19.836 | 94.912 | 5.088 | 86.92 | 224 | 0.875 | bicubic |
64 | seresnext101_32x4d | 80.236 | 19.764 | 95.028 | 4.972 | 48.96 | 224 | 0.875 | bilinear |
65 | gluon_resnet101_v1s | 80.3 | 19.7 | 95.15 | 4.85 | 44.67 | 224 | 0.875 | bicubic |
66 | gluon_resnext101_32x4d | 80.334 | 19.666 | 94.926 | 5.074 | 44.18 | 224 | 0.875 | bicubic |
67 | gluon_resnet101_v1d | 80.424 | 19.576 | 95.02 | 4.98 | 44.57 | 224 | 0.875 | bicubic |
68 | inception_resnet_v2 | 80.46 | 19.54 | 95.31 | 4.69 | 55.84 | 299 | 0.8975 | bicubic |
69 | gluon_resnet152_v1d | 80.47 | 19.53 | 95.206 | 4.794 | 60.21 | 224 | 0.875 | bicubic |
70 | gluon_resnext101_64x4d | 80.602 | 19.398 | 94.994 | 5.006 | 83.46 | 224 | 0.875 | bicubic |
71 | tf_efficientnet_b3 | 80.874 | 19.126 | 95.302 | 4.698 | 12.23 | 300 | 0.904 | bicubic |
72 | gluon_seresnext101_64x4d | 80.89 | 19.11 | 95.304 | 4.696 | 88.23 | 224 | 0.875 | bicubic |
73 | gluon_seresnext101_32x4d | 80.902 | 19.098 | 95.294 | 4.706 | 48.96 | 224 | 0.875 | bicubic |
74 | gluon_resnet152_v1s | 81.012 | 18.988 | 95.416 | 4.584 | 60.32 | 224 | 0.875 | bicubic |
75 | gluon_senet154 | 81.224 | 18.776 | 95.356 | 4.644 | 115.09 | 224 | 0.875 | bicubic |
76 | senet154 | 81.304 | 18.696 | 95.498 | 4.502 | 115.09 | 224 | 0.875 | bilinear |
77 | nasnetalarge | 82.558 | 17.442 | 96.036 | 3.964 | 88.75 | 331 | 0.875 | bicubic |
78 | tf_efficientnet_b4 | 82.604 | 17.396 | 96.128 | 3.872 | 19.34 | 380 | 0.922 | bicubic |
79 | ig_resnext101_32x8d | 82.688 | 17.312 | 96.632 | 3.368 | 88.79 | 224 | 0.875 | bilinear |
80 | pnasnet5large | 82.74 | 17.26 | 96.04 | 3.96 | 86.06 | 331 | 0.875 | bicubic |
81 | tf_efficientnet_b5 | 83.176 | 16.824 | 96.536 | 3.464 | 30.39 | 456 | 0.934 | bicubic |
82 | ig_resnext101_32x16d | 84.176 | 15.824 | 97.196 | 2.804 | 194.03 | 224 | 0.875 | bilinear |
83 | ig_resnext101_32x32d | 85.092 | 14.908 | 97.436 | 2.564 | 468.53 | 224 | 0.875 | bilinear |
84 | ig_resnext101_32x48d | 85.442 | 14.558 | 97.572 | 2.428 | 828.41 | 224 | 0.875 | bilinear |