Add result csv with summary of all pretrained models

pull/19/head
Ross Wightman 6 years ago
parent edb425ea48
commit 2a1d09b4c0

@ -0,0 +1,83 @@
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
resnet18,69.758,30.242,89.078,10.922,11.69,224,0.875,bilinear
gluon_resnet18_v1b,70.83,29.17,89.756,10.244,11.69,224,0.875,bicubic
seresnet18,71.758,28.242,90.334,9.666,11.78,224,0.875,bicubic
tflite_mnasnet_100,72.4,27.6,90.936,9.064,4.36,224,0.875,bicubic
tflite_semnasnet_100,73.078,26.922,91.334,8.666,3.87,224,0.875,bicubic
tv_resnet34,73.314,26.686,91.42,8.58,21.8,224,0.875,bilinear
spnasnet_100,74.08,25.92,91.832,8.168,4.42,224,0.875,bilinear
gluon_resnet34_v1b,74.58,25.42,91.988,8.012,21.8,224,0.875,bicubic
mnasnet_100,74.656,25.344,92.126,7.874,4.38,224,0.875,bicubic
densenet121,74.752,25.248,92.152,7.848,7.98,224,0.875,bicubic
seresnet34,74.808,25.192,92.126,7.874,21.96,224,0.875,bilinear
resnet34,75.112,24.888,92.288,7.712,21.8,224,0.875,bilinear
fbnetc_100,75.12,24.88,92.386,7.614,5.57,224,0.875,bilinear
semnasnet_100,75.456,24.544,92.592,7.408,3.89,224,0.875,bicubic
mobilenetv3_100,75.628,24.372,92.708,7.292,5.48,224,0.875,bicubic
densenet169,75.912,24.088,93.024,6.976,14.15,224,0.875,bicubic
tv_resnet50,76.13,23.87,92.862,7.138,25.56,224,0.875,bilinear
dpn68,76.306,23.694,92.97,7.03,12.61,224,0.875,bicubic
tf_efficientnet_b0,76.528,23.472,93.01,6.99,5.29,224,0.875,bicubic
efficientnet_b0,76.914,23.086,93.206,6.794,5.29,224,0.875,bicubic
seresnext26_32x4d,77.1,22.9,93.31,6.69,16.79,224,0.875,bicubic
densenet201,77.29,22.71,93.478,6.522,20.01,224,0.875,bicubic
densenet161,77.348,22.652,93.648,6.352,28.68,224,0.875,bicubic
resnet101,77.374,22.626,93.546,6.454,44.55,224,0.875,bilinear
inception_v3,77.434,22.566,93.478,6.522,27.16,299,0.875,bicubic
dpn68b,77.514,22.486,93.822,6.178,12.61,224,0.875,bicubic
adv_inception_v3,77.576,22.424,93.724,6.276,23.83,299,0.875,bicubic
gluon_resnet50_v1b,77.578,22.422,93.718,6.282,25.56,224,0.875,bicubic
tv_resnext50_32x4d,77.618,22.382,93.698,6.302,25.03,224,0.875,bilinear
seresnet50,77.636,22.364,93.752,6.248,28.09,224,0.875,bilinear
tf_inception_v3,77.856,22.144,93.644,6.356,23.83,299,0.875,bicubic
gluon_resnet50_v1c,78.01,21.99,93.988,6.012,25.58,224,0.875,bicubic
resnet152,78.312,21.688,94.046,5.954,60.19,224,0.875,bilinear
seresnet101,78.396,21.604,94.258,5.742,49.33,224,0.875,bilinear
wide_resnet50_2,78.468,21.532,94.086,5.914,68.88,224,0.875,bilinear
resnet50,78.47,21.53,94.266,5.734,25.56,224,0.875,bicubic
resnext50_32x4d,78.51,21.49,94.054,5.946,25.03,224,0.875,bicubic
tf_efficientnet_b1,78.554,21.446,94.098,5.902,7.79,240,0.882,bicubic
seresnet152,78.658,21.342,94.374,5.626,66.82,224,0.875,bilinear
efficientnet_b1,78.692,21.308,94.086,5.914,7.79,240,0.882,bicubic
gluon_resnet50_v1s,78.712,21.288,94.242,5.758,25.68,224,0.875,bicubic
gluon_inception_v3,78.804,21.196,94.38,5.62,23.83,299,0.875,bicubic
wide_resnet101_2,78.846,21.154,94.284,5.716,126.89,224,0.875,bilinear
xception,79.048,20.952,94.392,5.608,22.86,299,0.8975,bicubic
gluon_resnet50_v1d,79.074,20.926,94.476,5.524,25.58,224,0.875,bicubic
seresnext50_32x4d,79.076,20.924,94.434,5.566,27.56,224,0.875,bilinear
gluon_resnet101_v1b,79.304,20.696,94.524,5.476,44.55,224,0.875,bicubic
resnext101_32x8d,79.312,20.688,94.526,5.474,88.79,224,0.875,bilinear
gluon_resnext50_32x4d,79.356,20.644,94.424,5.576,25.03,224,0.875,bicubic
gluon_resnet101_v1c,79.544,20.456,94.586,5.414,44.57,224,0.875,bicubic
tf_efficientnet_b2,79.606,20.394,94.712,5.288,9.11,260,0.89,bicubic
dpn98,79.636,20.364,94.594,5.406,61.57,224,0.875,bicubic
gluon_resnet152_v1b,79.692,20.308,94.738,5.262,60.19,224,0.875,bicubic
efficientnet_b2,79.752,20.248,94.71,5.29,9.11,260,0.89,bicubic
dpn131,79.828,20.172,94.704,5.296,79.25,224,0.875,bicubic
gluon_seresnext50_32x4d,79.912,20.088,94.818,5.182,27.56,224,0.875,bicubic
gluon_resnet152_v1c,79.916,20.084,94.842,5.158,60.21,224,0.875,bicubic
ens_adv_inception_resnet_v2,79.976,20.024,94.946,5.054,55.84,299,0.8975,bicubic
dpn92,80.016,19.984,94.838,5.162,37.67,224,0.875,bicubic
inception_v4,80.156,19.844,94.974,5.026,42.68,299,0.875,bicubic
dpn107,80.164,19.836,94.912,5.088,86.92,224,0.875,bicubic
seresnext101_32x4d,80.236,19.764,95.028,4.972,48.96,224,0.875,bilinear
gluon_resnet101_v1s,80.3,19.7,95.15,4.85,44.67,224,0.875,bicubic
gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic
gluon_resnet101_v1d,80.424,19.576,95.02,4.98,44.57,224,0.875,bicubic
inception_resnet_v2,80.46,19.54,95.31,4.69,55.84,299,0.8975,bicubic
gluon_resnet152_v1d,80.47,19.53,95.206,4.794,60.21,224,0.875,bicubic
gluon_resnext101_64x4d,80.602,19.398,94.994,5.006,83.46,224,0.875,bicubic
tf_efficientnet_b3,80.874,19.126,95.302,4.698,12.23,300,0.904,bicubic
gluon_seresnext101_64x4d,80.89,19.11,95.304,4.696,88.23,224,0.875,bicubic
gluon_seresnext101_32x4d,80.902,19.098,95.294,4.706,48.96,224,0.875,bicubic
gluon_resnet152_v1s,81.012,18.988,95.416,4.584,60.32,224,0.875,bicubic
gluon_senet154,81.224,18.776,95.356,4.644,115.09,224,0.875,bicubic
senet154,81.304,18.696,95.498,4.502,115.09,224,0.875,bilinear
nasnetalarge,82.558,17.442,96.036,3.964,88.75,331,0.875,bicubic
tf_efficientnet_b4,82.604,17.396,96.128,3.872,19.34,380,0.922,bicubic
ig_resnext101_32x8d,82.688,17.312,96.632,3.368,88.79,224,0.875,bilinear
pnasnet5large,82.74,17.26,96.04,3.96,86.06,331,0.875,bicubic
tf_efficientnet_b5,83.176,16.824,96.536,3.464,30.39,456,0.934,bicubic
ig_resnext101_32x16d,84.176,15.824,97.196,2.804,194.03,224,0.875,bilinear
ig_resnext101_32x32d,85.092,14.908,97.436,2.564,468.53,224,0.875,bilinear
ig_resnext101_32x48d,85.442,14.558,97.572,2.428,828.41,224,0.875,bilinear
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 tflite_mnasnet_100 72.4 27.6 90.936 9.064 4.36 224 0.875 bicubic
6 tflite_semnasnet_100 73.078 26.922 91.334 8.666 3.87 224 0.875 bicubic
7 tv_resnet34 73.314 26.686 91.42 8.58 21.8 224 0.875 bilinear
8 spnasnet_100 74.08 25.92 91.832 8.168 4.42 224 0.875 bilinear
9 gluon_resnet34_v1b 74.58 25.42 91.988 8.012 21.8 224 0.875 bicubic
10 mnasnet_100 74.656 25.344 92.126 7.874 4.38 224 0.875 bicubic
11 densenet121 74.752 25.248 92.152 7.848 7.98 224 0.875 bicubic
12 seresnet34 74.808 25.192 92.126 7.874 21.96 224 0.875 bilinear
13 resnet34 75.112 24.888 92.288 7.712 21.8 224 0.875 bilinear
14 fbnetc_100 75.12 24.88 92.386 7.614 5.57 224 0.875 bilinear
15 semnasnet_100 75.456 24.544 92.592 7.408 3.89 224 0.875 bicubic
16 mobilenetv3_100 75.628 24.372 92.708 7.292 5.48 224 0.875 bicubic
17 densenet169 75.912 24.088 93.024 6.976 14.15 224 0.875 bicubic
18 tv_resnet50 76.13 23.87 92.862 7.138 25.56 224 0.875 bilinear
19 dpn68 76.306 23.694 92.97 7.03 12.61 224 0.875 bicubic
20 tf_efficientnet_b0 76.528 23.472 93.01 6.99 5.29 224 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 78.01 21.99 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 gluon_resnet152_v1b 79.692 20.308 94.738 5.262 60.19 224 0.875 bicubic
55 efficientnet_b2 79.752 20.248 94.71 5.29 9.11 260 0.89 bicubic
56 dpn131 79.828 20.172 94.704 5.296 79.25 224 0.875 bicubic
57 gluon_seresnext50_32x4d 79.912 20.088 94.818 5.182 27.56 224 0.875 bicubic
58 gluon_resnet152_v1c 79.916 20.084 94.842 5.158 60.21 224 0.875 bicubic
59 ens_adv_inception_resnet_v2 79.976 20.024 94.946 5.054 55.84 299 0.8975 bicubic
60 dpn92 80.016 19.984 94.838 5.162 37.67 224 0.875 bicubic
61 inception_v4 80.156 19.844 94.974 5.026 42.68 299 0.875 bicubic
62 dpn107 80.164 19.836 94.912 5.088 86.92 224 0.875 bicubic
63 seresnext101_32x4d 80.236 19.764 95.028 4.972 48.96 224 0.875 bilinear
64 gluon_resnet101_v1s 80.3 19.7 95.15 4.85 44.67 224 0.875 bicubic
65 gluon_resnext101_32x4d 80.334 19.666 94.926 5.074 44.18 224 0.875 bicubic
66 gluon_resnet101_v1d 80.424 19.576 95.02 4.98 44.57 224 0.875 bicubic
67 inception_resnet_v2 80.46 19.54 95.31 4.69 55.84 299 0.8975 bicubic
68 gluon_resnet152_v1d 80.47 19.53 95.206 4.794 60.21 224 0.875 bicubic
69 gluon_resnext101_64x4d 80.602 19.398 94.994 5.006 83.46 224 0.875 bicubic
70 tf_efficientnet_b3 80.874 19.126 95.302 4.698 12.23 300 0.904 bicubic
71 gluon_seresnext101_64x4d 80.89 19.11 95.304 4.696 88.23 224 0.875 bicubic
72 gluon_seresnext101_32x4d 80.902 19.098 95.294 4.706 48.96 224 0.875 bicubic
73 gluon_resnet152_v1s 81.012 18.988 95.416 4.584 60.32 224 0.875 bicubic
74 gluon_senet154 81.224 18.776 95.356 4.644 115.09 224 0.875 bicubic
75 senet154 81.304 18.696 95.498 4.502 115.09 224 0.875 bilinear
76 nasnetalarge 82.558 17.442 96.036 3.964 88.75 331 0.875 bicubic
77 tf_efficientnet_b4 82.604 17.396 96.128 3.872 19.34 380 0.922 bicubic
78 ig_resnext101_32x8d 82.688 17.312 96.632 3.368 88.79 224 0.875 bilinear
79 pnasnet5large 82.74 17.26 96.04 3.96 86.06 331 0.875 bicubic
80 tf_efficientnet_b5 83.176 16.824 96.536 3.464 30.39 456 0.934 bicubic
81 ig_resnext101_32x16d 84.176 15.824 97.196 2.804 194.03 224 0.875 bilinear
82 ig_resnext101_32x32d 85.092 14.908 97.436 2.564 468.53 224 0.875 bilinear
83 ig_resnext101_32x48d 85.442 14.558 97.572 2.428 828.41 224 0.875 bilinear
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