diff --git a/chainer_/README.md b/chainer_/README.md index e27f898a..bd71578d 100644 --- a/chainer_/README.md +++ b/chainer_/README.md @@ -142,44 +142,44 @@ Some remarks: - ResNet(D) is a dilated ResNet intended for use as an feature extractor in some segmentation networks. - Models with *-suffix use non-standard preprocessing (see the training log). -| Model | Top1 | Top5 | Params | FLOPs/2 | Remarks | -| --- | ---: | ---: | ---: | ---: | --- | +| Model | Top1 | Top5 | Params | FLOPs/2 | Remarks | +| --- |------:|------:| ---: | ---: | --- | | AlexNet | 38.04 | 16.10 | 62,378,344 | 1,132.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/alexnet-1610-d666015b.npz.log)) | | AlexNet-b | 39.27 | 17.05 | 61,100,840 | 714.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.485/alexnetb-1705-a22a3ab8.npz.log)) | | ZFNet | 39.19 | 16.75 | 62,357,608 | 1,170.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.395/zfnet-1675-0205a9ab.npz.log)) | | ZFNet-b | 35.80 | 14.56 | 107,627,624 | 2,479.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.400/zfnetb-1456-5808c73e.npz.log)) | | VGG-11 | 29.60 | 10.17 | 132,863,336 | 7,615.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.381/vgg11-1017-7934dcf0.npz.log)) | -| VGG-13 | 28.47 | 9.52 | 133,047,848 | 11,317.65M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.388/vgg13-0952-f6af5a26.npz.log)) | -| VGG-16 | 26.63 | 8.33 | 138,357,544 | 15,480.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.401/vgg16-0833-5e08a9ec.npz.log)) | -| VGG-19 | 25.59 | 7.66 | 143,667,240 | 19,642.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.420/vgg19-0766-abf32909.npz.log)) | -| BN-VGG-11 | 28.57 | 9.37 | 132,866,088 | 7,630.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.339/bn_vgg11-0937-8fcdb341.npz.log)) | -| BN-VGG-13 | 27.67 | 8.87 | 133,050,792 | 11,341.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.353/bn_vgg13-0887-1709fd1a.npz.log)) | -| BN-VGG-16 | 25.45 | 7.59 | 138,361,768 | 15,506.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.359/bn_vgg16-0759-8d6a2a82.npz.log)) | -| BN-VGG-19 | 23.89 | 6.88 | 143,672,744 | 19,671.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.360/bn_vgg19-0688-5b6f413c.npz.log)) | -| BN-VGG-11b | 29.29 | 9.78 | 132,868,840 | 7,630.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.407/bn_vgg11b-0978-54b2345e.npz.log)) | -| BN-VGG-13b | 28.24 | 9.16 | 133,053,736 | 11,342.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.488/bn_vgg13b-0916-e0110b44.npz.log)) | -| BN-VGG-16b | 25.78 | 7.75 | 138,365,992 | 15,507.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/bn_vgg16b-0775-03703844.npz.log)) | -| BN-VGG-19b | 24.83 | 7.33 | 143,678,248 | 19,672.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.490/bn_vgg19b-0733-44d38dbe.npz.log)) | -| BN-Inception | 25.11 | 7.52 | 11,295,240 | 2,048.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.405/bninception-0752-44a9e12c.npz.log)) | -| ResNet-10 | 32.58 | 12.55 | 5,418,792 | 894.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/resnet10-1255-bc5960a1.npz.log)) | +| VGG-13 | 28.47 | 9.52 | 133,047,848 | 11,317.65M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.388/vgg13-0952-f6af5a26.npz.log)) | +| VGG-16 | 26.63 | 8.33 | 138,357,544 | 15,480.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.401/vgg16-0833-5e08a9ec.npz.log)) | +| VGG-19 | 25.59 | 7.66 | 143,667,240 | 19,642.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.420/vgg19-0766-abf32909.npz.log)) | +| BN-VGG-11 | 28.57 | 9.37 | 132,866,088 | 7,630.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.339/bn_vgg11-0937-8fcdb341.npz.log)) | +| BN-VGG-13 | 27.67 | 8.87 | 133,050,792 | 11,341.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.353/bn_vgg13-0887-1709fd1a.npz.log)) | +| BN-VGG-16 | 25.45 | 7.59 | 138,361,768 | 15,506.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.359/bn_vgg16-0759-8d6a2a82.npz.log)) | +| BN-VGG-19 | 23.89 | 6.88 | 143,672,744 | 19,671.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.360/bn_vgg19-0688-5b6f413c.npz.log)) | +| BN-VGG-11b | 29.29 | 9.78 | 132,868,840 | 7,630.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.407/bn_vgg11b-0978-54b2345e.npz.log)) | +| BN-VGG-13b | 28.24 | 9.16 | 133,053,736 | 11,342.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.488/bn_vgg13b-0916-e0110b44.npz.log)) | +| BN-VGG-16b | 25.78 | 7.75 | 138,365,992 | 15,507.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/bn_vgg16b-0775-03703844.npz.log)) | +| BN-VGG-19b | 24.83 | 7.33 | 143,678,248 | 19,672.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.490/bn_vgg19b-0733-44d38dbe.npz.log)) | +| BN-Inception | 25.11 | 7.52 | 11,295,240 | 2,048.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.405/bninception-0752-44a9e12c.npz.log)) | +| ResNet-10 | 31.95 | 12.24 | 5,418,792 | 894.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/resnet10-1224-ca201318.npz.log)) | | ResNet-12 | 31.62 | 12.04 | 5,492,776 | 1,126.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.485/resnet12-1204-651ffc1c.npz.log)) | | ResNet-14 | 30.36 | 10.93 | 5,788,200 | 1,357.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.491/resnet14-1093-adafc1c1.npz.log)) | | ResNet-BC-14b | 29.22 | 10.36 | 10,064,936 | 1,479.12M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/resnetbc14b-1036-8c665d1b.npz.log)) | -| ResNet-16 | 28.56 | 9.78 | 6,968,872 | 1,589.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnet16-0978-d2b6300f.npz.log)) | +| ResNet-16 | 28.56 | 9.78 | 6,968,872 | 1,589.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnet16-0978-d2b6300f.npz.log)) | | ResNet-18 x0.25 | 39.32 | 17.45 | 3,937,400 | 270.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.262/resnet18_wd4-1745-79de61de.npz.log)) | | ResNet-18 x0.5 | 33.41 | 12.85 | 5,804,296 | 608.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.263/resnet18_wd2-1285-ae41e11d.npz.log)) | | ResNet-18 x0.75 | 29.98 | 10.67 | 8,476,056 | 1,129.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.266/resnet18_w3d4-1067-4defa49f.npz.log)) | -| ResNet-18 | 26.75 | 8.68 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.478/resnet18-0868-6e670b22.npz.log)) | -| ResNet-26 | 25.98 | 8.24 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnet26-0824-0ae9add4.npz.log)) | -| ResNet-BC-26b | 24.82 | 7.55 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0755-74cf9fe9.npz.log)) | -| ResNet-34 | 24.51 | 7.46 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0746-1856e049.npz.log)) | -| ResNet-BC-38b | 23.47 | 6.75 | 21,925,416 | 3,234.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.328/resnetbc38b-0675-9210464e.npz.log)) | -| ResNet-50 | 22.09 | 6.07 | 25,557,032 | 3,877.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.329/resnet50-0607-f4a16228.npz.log)) | -| ResNet-50b | 22.08 | 6.15 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0615-32bc835e.npz.log)) | -| ResNet-101 | 20.54 | 5.17 | 44,549,160 | 7,597.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/resnet101-0517-88c52266.npz.log)) | -| ResNet-101b | 20.28 | 5.14 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.357/resnet101b-0514-077eb1e2.npz.log)) | -| ResNet-152 | 19.13 | 4.47 | 60,192,808 | 11,321.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.518/resnet152-0447-99b827c4.npz.log)) | -| ResNet-152b | 18.87 | 4.30 | 60,192,808 | 11,554.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.517/resnet152b-0430-c0473952.npz.log)) | +| ResNet-18 | 26.75 | 8.68 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.478/resnet18-0868-6e670b22.npz.log)) | +| ResNet-26 | 25.98 | 8.24 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnet26-0824-0ae9add4.npz.log)) | +| ResNet-BC-26b | 24.82 | 7.55 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0755-74cf9fe9.npz.log)) | +| ResNet-34 | 24.51 | 7.46 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0746-1856e049.npz.log)) | +| ResNet-BC-38b | 23.47 | 6.75 | 21,925,416 | 3,234.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.328/resnetbc38b-0675-9210464e.npz.log)) | +| ResNet-50 | 22.09 | 6.07 | 25,557,032 | 3,877.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.329/resnet50-0607-f4a16228.npz.log)) | +| ResNet-50b | 22.08 | 6.15 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0615-32bc835e.npz.log)) | +| ResNet-101 | 20.54 | 5.17 | 44,549,160 | 7,597.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/resnet101-0517-88c52266.npz.log)) | +| ResNet-101b | 20.28 | 5.14 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.357/resnet101b-0514-077eb1e2.npz.log)) | +| ResNet-152 | 19.13 | 4.47 | 60,192,808 | 11,321.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.518/resnet152-0447-99b827c4.npz.log)) | +| ResNet-152b | 18.87 | 4.30 | 60,192,808 | 11,554.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.517/resnet152b-0430-c0473952.npz.log)) | | PreResNet-10 | 34.70 | 14.02 | 5,417,128 | 894.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.249/preresnet10-1402-94e8fc28.npz.log)) | | PreResNet-12 | 33.62 | 13.18 | 5,491,112 | 1,126.40M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.257/preresnet12-1318-fea1c8c5.npz.log)) | | PreResNet-14 | 32.28 | 12.24 | 5,786,536 | 1,358.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.260/preresnet14-1224-f9973f4f.npz.log)) | @@ -188,138 +188,138 @@ Some remarks: | PreResNet-18 x0.25 | 39.58 | 17.78 | 3,935,960 | 270.93M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.272/preresnet18_wd4-1778-1cf8aa48.npz.log)) | | PreResNet-18 x0.5 | 33.64 | 13.12 | 5,802,440 | 608.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.273/preresnet18_wd2-1312-fa4ce56a.npz.log)) | | PreResNet-18 x0.75 | 29.95 | 10.69 | 8,473,784 | 1,129.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.274/preresnet18_w3d4-1069-25ddcd56.npz.log)) | -| PreResNet-18 | 28.17 | 9.54 | 11,687,848 | 1,820.56M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.140/preresnet18-0954-21e4811a.npz.log)) | -| PreResNet-26 | 25.99 | 8.38 | 17,958,568 | 2,746.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.316/preresnet26-0838-8cbc7638.npz.log)) | -| PreResNet-BC-26b | 25.20 | 7.86 | 15,987,624 | 2,354.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.325/preresnetbc26b-0786-4c1e6a24.npz.log)) | -| PreResNet-34 | 24.58 | 7.55 | 21,796,008 | 3,672.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.300/preresnet34-0755-b664c649.npz.log)) | -| PreResNet-BC-38b | 22.70 | 6.36 | 21,917,864 | 3,231.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.348/preresnetbc38b-0636-3105fbe8.npz.log)) | -| PreResNet-50 | 22.21 | 6.24 | 25,549,480 | 3,875.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.330/preresnet50-0624-a2bba5b6.npz.log)) | -| PreResNet-50b | 22.31 | 6.34 | 25,549,480 | 4,107.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.307/preresnet50b-0634-605b0eec.npz.log)) | -| PreResNet-101 | 20.58 | 5.34 | 44,541,608 | 7,595.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.504/preresnet101-0534-b4e33e60.npz.log)) | -| PreResNet-101b | 20.87 | 5.38 | 44,541,608 | 7,827.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.351/preresnet101b-0538-b502bf25.npz.log)) | -| PreResNet-152 | 19.16 | 4.47 | 60,185,256 | 11,319.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.510/preresnet152-0447-f62a6bc8.npz.log)) | -| PreResNet-152b | 19.00 | 4.38 | 60,185,256 | 11,551.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.523/preresnet152b-0438-50121ca1.npz.log)) | -| PreResNet-200b | 18.96 | 4.46 | 64,666,280 | 15,068.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/preresnet200b-0446-f44d47e8.npz.log)) | -| PreResNet-269b | 20.17 | 5.04 | 102,065,832 | 20,101.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/preresnet269b-0504-c9363468.npz.log)) | +| PreResNet-18 | 28.17 | 9.54 | 11,687,848 | 1,820.56M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.140/preresnet18-0954-21e4811a.npz.log)) | +| PreResNet-26 | 25.99 | 8.38 | 17,958,568 | 2,746.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.316/preresnet26-0838-8cbc7638.npz.log)) | +| PreResNet-BC-26b | 25.20 | 7.86 | 15,987,624 | 2,354.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.325/preresnetbc26b-0786-4c1e6a24.npz.log)) | +| PreResNet-34 | 24.58 | 7.55 | 21,796,008 | 3,672.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.300/preresnet34-0755-b664c649.npz.log)) | +| PreResNet-BC-38b | 22.70 | 6.36 | 21,917,864 | 3,231.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.348/preresnetbc38b-0636-3105fbe8.npz.log)) | +| PreResNet-50 | 22.21 | 6.24 | 25,549,480 | 3,875.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.330/preresnet50-0624-a2bba5b6.npz.log)) | +| PreResNet-50b | 22.31 | 6.34 | 25,549,480 | 4,107.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.307/preresnet50b-0634-605b0eec.npz.log)) | +| PreResNet-101 | 20.58 | 5.34 | 44,541,608 | 7,595.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.504/preresnet101-0534-b4e33e60.npz.log)) | +| PreResNet-101b | 20.87 | 5.38 | 44,541,608 | 7,827.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.351/preresnet101b-0538-b502bf25.npz.log)) | +| PreResNet-152 | 19.16 | 4.47 | 60,185,256 | 11,319.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.510/preresnet152-0447-f62a6bc8.npz.log)) | +| PreResNet-152b | 19.00 | 4.38 | 60,185,256 | 11,551.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.523/preresnet152b-0438-50121ca1.npz.log)) | +| PreResNet-200b | 18.96 | 4.46 | 64,666,280 | 15,068.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/preresnet200b-0446-f44d47e8.npz.log)) | +| PreResNet-269b | 20.17 | 5.04 | 102,065,832 | 20,101.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/preresnet269b-0504-c9363468.npz.log)) | | ResNeXt-14 (16x4d) | 31.63 | 12.26 | 7,127,336 | 1,045.77M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.370/resnext14_16x4d-1226-80d9a331.npz.log)) | | ResNeXt-14 (32x2d) | 32.13 | 12.49 | 7,029,416 | 1,031.32M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.371/resnext14_32x2d-1249-892f96a4.npz.log)) | | ResNeXt-14 (32x4d) | 30.01 | 11.15 | 9,411,880 | 1,603.46M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.327/resnext14_32x4d-1115-fa0e7f7f.npz.log)) | -| ResNeXt-26 (32x2d) | 26.32 | 8.49 | 9,924,136 | 1,461.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.373/resnext26_32x2d-0849-58d86996.npz.log)) | -| ResNeXt-26 (32x4d) | 23.91 | 7.19 | 15,389,480 | 2,488.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.332/resnext26_32x4d-0719-62ca5090.npz.log)) | -| ResNeXt-50 (32x4d) | 20.84 | 5.46 | 25,028,904 | 4,255.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/resnext50_32x4d-0546-d1e20cc5.npz.log)) | -| ResNeXt-101 (32x4d) | 18.51 | 4.16 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.530/resnext101_32x4d-0416-ec66f27f.npz.log)) | -| ResNeXt-101 (64x4d) | 18.82 | 4.38 | 83,455,272 | 15,500.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/resnext101_64x4d-0438-06bfc635.npz.log)) | +| ResNeXt-26 (32x2d) | 26.32 | 8.49 | 9,924,136 | 1,461.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.373/resnext26_32x2d-0849-58d86996.npz.log)) | +| ResNeXt-26 (32x4d) | 23.91 | 7.19 | 15,389,480 | 2,488.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.332/resnext26_32x4d-0719-62ca5090.npz.log)) | +| ResNeXt-50 (32x4d) | 20.84 | 5.46 | 25,028,904 | 4,255.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/resnext50_32x4d-0546-d1e20cc5.npz.log)) | +| ResNeXt-101 (32x4d) | 18.51 | 4.16 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.530/resnext101_32x4d-0416-ec66f27f.npz.log)) | +| ResNeXt-101 (64x4d) | 18.82 | 4.38 | 83,455,272 | 15,500.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/resnext101_64x4d-0438-06bfc635.npz.log)) | | SE-ResNet-10 | 31.41 | 11.70 | 5,463,332 | 894.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/seresnet10-1170-2b3424cb.npz.log)) | | SE-ResNet-12 | 31.64 | 11.76 | 5,537,896 | 1,126.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/seresnet12-1176-0095f8bd.npz.log)) | | SE-ResNet-14 | 30.39 | 11.00 | 5,835,504 | 1,358.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet14-1100-fb477b24.npz.log)) | -| SE-ResNet-16 | 28.33 | 9.71 | 7,024,640 | 1,589.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet16-0971-c15d615a.npz.log)) | -| SE-ResNet-18 | 27.96 | 9.23 | 11,778,592 | 1,820.88M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.355/seresnet18-0923-b0931abe.npz.log)) | -| SE-ResNet-26 | 25.40 | 8.06 | 18,093,852 | 2,747.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.363/seresnet26-0806-00032d5b.npz.log)) | -| SE-ResNet-BC-26b | 23.42 | 6.84 | 17,395,976 | 2,359.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.366/seresnetbc26b-0684-884c0e6b.npz.log)) | -| SE-ResNet-BC-38b | 21.40 | 5.79 | 24,026,616 | 3,238.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.374/seresnetbc38b-0579-7f103cd0.npz.log)) | -| SE-ResNet-50 | 21.11 | 5.59 | 28,088,024 | 3,883.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.441/seresnet50-0559-6c5585d5.npz.log)) | -| SE-ResNet-50b | 20.56 | 5.30 | 28,088,024 | 4,115.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.387/seresnet50b-0530-1ac3bf50.npz.log)) | -| SE-ResNet-101 | 19.02 | 4.41 | 49,326,872 | 7,602.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.533/seresnet101-0441-c70e5190.npz.log)) | -| SE-ResNet-101b | 19.48 | 4.63 | 49,326,872 | 7,839.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.460/seresnet101b-0463-97cc55c3.npz.log)) | -| SE-ResNet-152 | 18.61 | 4.30 | 66,821,848 | 11,328.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.538/seresnet152-0430-0f5f3035.npz.log)) | +| SE-ResNet-16 | 28.33 | 9.71 | 7,024,640 | 1,589.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet16-0971-c15d615a.npz.log)) | +| SE-ResNet-18 | 27.96 | 9.23 | 11,778,592 | 1,820.88M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.355/seresnet18-0923-b0931abe.npz.log)) | +| SE-ResNet-26 | 25.40 | 8.06 | 18,093,852 | 2,747.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.363/seresnet26-0806-00032d5b.npz.log)) | +| SE-ResNet-BC-26b | 23.42 | 6.84 | 17,395,976 | 2,359.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.366/seresnetbc26b-0684-884c0e6b.npz.log)) | +| SE-ResNet-BC-38b | 21.40 | 5.79 | 24,026,616 | 3,238.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.374/seresnetbc38b-0579-7f103cd0.npz.log)) | +| SE-ResNet-50 | 21.11 | 5.59 | 28,088,024 | 3,883.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.441/seresnet50-0559-6c5585d5.npz.log)) | +| SE-ResNet-50b | 20.56 | 5.30 | 28,088,024 | 4,115.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.387/seresnet50b-0530-1ac3bf50.npz.log)) | +| SE-ResNet-101 | 19.02 | 4.41 | 49,326,872 | 7,602.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.533/seresnet101-0441-c70e5190.npz.log)) | +| SE-ResNet-101b | 19.48 | 4.63 | 49,326,872 | 7,839.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.460/seresnet101b-0463-97cc55c3.npz.log)) | +| SE-ResNet-152 | 18.61 | 4.30 | 66,821,848 | 11,328.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.538/seresnet152-0430-0f5f3035.npz.log)) | | SE-PreResNet-10 | 32.35 | 12.20 | 5,461,668 | 894.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/sepreresnet10-1220-1bdbe9ae.npz.log)) | | SE-PreResNet-12 | 31.65 | 11.80 | 5,536,232 | 1,126.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet12-1180-f41eb368.npz.log)) | -| SE-PreResNet-16 | 28.40 | 9.55 | 7,022,976 | 1,589.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet16-0955-904e014f.npz.log)) | -| SE-PreResNet-18 | 27.11 | 8.83 | 11,776,928 | 1,821.03M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet18-0883-356877c7.npz.log)) | -| SE-PreResNet-26 | 25.98 | 8.05 | 18,092,188 | 2,747.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet26-0805-e7e6cc56.npz.log)) | -| SE-PreResNet-BC-26b | 22.93 | 6.38 | 17,388,424 | 2,357.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.399/sepreresnetbc26b-0638-e8393574.npz.log)) | -| SE-PreResNet-BC-38b | 21.46 | 5.66 | 24,019,064 | 3,236.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.409/sepreresnetbc38b-0566-4b9ce096.npz.log)) | -| SE-PreResNet-50b | 20.75 | 5.31 | 28,080,472 | 4,113.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.461/sepreresnet50b-0531-fde03b26.npz.log)) | -| SE-ResNeXt-50 (32x4d) | 18.73 | 4.35 | 27,559,896 | 4,261.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/seresnext50_32x4d-0435-52a11b61.npz.log)) | -| SE-ResNeXt-101 (32x4d) | 19.06 | 4.45 | 48,955,416 | 8,012.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/seresnext101_32x4d-0445-fd8f34d6.npz.log)) | -| SE-ResNeXt-101 (64x4d) | 18.46 | 4.07 | 88,232,984 | 15,509.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/seresnext101_64x4d-0407-5c3b4e4b.npz.log)) | -| SENet-16 | 25.39 | 8.07 | 31,366,168 | 5,081.30M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.341/senet16-0807-f45aa3ff.npz.log)) | -| SENet-28 | 21.65 | 5.91 | 36,453,768 | 5,732.71M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.356/senet28-0591-7e7bf250.npz.log)) | -| SENet-154 | 18.85 | 4.42 | 115,088,984 | 20,745.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/senet154-0442-9f7f0ae3.npz.log)) | -| ResNeSt(A)-BC-14 | 22.28 | 6.33 | 10,611,688 | 2,767.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnestabc14-0633-a76f3b83.npz.log)) | -| ResNeSt(A)-18 | 23.43 | 6.94 | 12,763,784 | 2,587.50M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnesta18-0694-4ecaf0b7.npz.log)) | -| ResNeSt(A)-BC-26 | 19.59 | 4.69 | 17,069,448 | 3,646.57M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/resnestabc26-0469-14cb6ca5.npz.log)) | -| ResNeSt(A)-50 | 18.94 | 4.38 | 27,483,240 | 5,403.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.531/resnesta50-0438-84192ed0.npz.log)) | -| ResNeSt(A)-101 | 17.73 | 4.00 | 48,275,016 | 10,247.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta101-0400-bd2efb42.npz.log)) | -| ResNeSt(A)-152 | 18.71 | 4.52 | 65,316,040 | 13,976.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/resnesta152-0452-70e32d11.npz.log)) | -| ResNeSt(A)-200 | 16.81 | 3.39 | 70,201,544 | 22,857.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0339-b521427b.npz.log)) | -| ResNeSt(A)-269 | 16.40 | 3.36 | 110,929,480 | 46,012.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0336-933dbe64.npz.log)) | -| AirNet50-1x64d (r=2) | 20.46 | 5.28 | 27,425,864 | 4,772.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/airnet50_1x64d_r2-0528-650960af.npz.log)) | -| AirNet50-1x64d (r=16) | 21.11 | 5.47 | 25,714,952 | 4,399.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.519/airnet50_1x64d_r16-0547-6d3d6db4.npz.log)) | -| AirNeXt50-32x4d (r=2) | 19.81 | 5.03 | 27,604,296 | 5,339.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.521/airnext50_32x4d_r2-0503-2bb8e4fc.npz.log)) | -| BAM-ResNet-50 | 20.58 | 5.35 | 25,915,099 | 4,196.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/bam_resnet50-0535-e2069bb5.npz.log)) | -| CBAM-ResNet-50 | 19.95 | 4.88 | 28,089,624 | 4,116.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.537/cbam_resnet50-0488-8a05bbda.npz.log)) | -| SCNet-50 | 21.03 | 5.35 | 25,564,584 | 3,951.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/scnet50-0535-f0ef9a4c.npz.log)) | -| SCNet-101 | 19.68 | 4.64 | 44,565,416 | 7,204.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/scnet101-0464-7b157441.npz.log)) | -| SCNet(A)-50 | 19.64 | 4.66 | 25,583,816 | 4,715.84M | From [MCG-NKU/SCNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.472/scneta50-0466-e90cf3c5.npz.log)) | +| SE-PreResNet-16 | 28.40 | 9.55 | 7,022,976 | 1,589.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet16-0955-904e014f.npz.log)) | +| SE-PreResNet-18 | 27.11 | 8.83 | 11,776,928 | 1,821.03M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet18-0883-356877c7.npz.log)) | +| SE-PreResNet-26 | 25.98 | 8.05 | 18,092,188 | 2,747.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet26-0805-e7e6cc56.npz.log)) | +| SE-PreResNet-BC-26b | 22.93 | 6.38 | 17,388,424 | 2,357.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.399/sepreresnetbc26b-0638-e8393574.npz.log)) | +| SE-PreResNet-BC-38b | 21.46 | 5.66 | 24,019,064 | 3,236.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.409/sepreresnetbc38b-0566-4b9ce096.npz.log)) | +| SE-PreResNet-50b | 20.75 | 5.31 | 28,080,472 | 4,113.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.461/sepreresnet50b-0531-fde03b26.npz.log)) | +| SE-ResNeXt-50 (32x4d) | 18.73 | 4.35 | 27,559,896 | 4,261.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/seresnext50_32x4d-0435-52a11b61.npz.log)) | +| SE-ResNeXt-101 (32x4d) | 19.06 | 4.45 | 48,955,416 | 8,012.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/seresnext101_32x4d-0445-fd8f34d6.npz.log)) | +| SE-ResNeXt-101 (64x4d) | 18.46 | 4.07 | 88,232,984 | 15,509.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/seresnext101_64x4d-0407-5c3b4e4b.npz.log)) | +| SENet-16 | 25.39 | 8.07 | 31,366,168 | 5,081.30M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.341/senet16-0807-f45aa3ff.npz.log)) | +| SENet-28 | 21.65 | 5.91 | 36,453,768 | 5,732.71M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.356/senet28-0591-7e7bf250.npz.log)) | +| SENet-154 | 18.85 | 4.42 | 115,088,984 | 20,745.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/senet154-0442-9f7f0ae3.npz.log)) | +| ResNeSt(A)-BC-14 | 22.28 | 6.33 | 10,611,688 | 2,767.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnestabc14-0633-a76f3b83.npz.log)) | +| ResNeSt(A)-18 | 23.43 | 6.94 | 12,763,784 | 2,587.50M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnesta18-0694-4ecaf0b7.npz.log)) | +| ResNeSt(A)-BC-26 | 19.59 | 4.69 | 17,069,448 | 3,646.57M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/resnestabc26-0469-14cb6ca5.npz.log)) | +| ResNeSt(A)-50 | 18.94 | 4.38 | 27,483,240 | 5,403.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.531/resnesta50-0438-84192ed0.npz.log)) | +| ResNeSt(A)-101 | 17.73 | 4.00 | 48,275,016 | 10,247.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta101-0400-bd2efb42.npz.log)) | +| ResNeSt(A)-152 | 18.71 | 4.52 | 65,316,040 | 13,976.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/resnesta152-0452-70e32d11.npz.log)) | +| ResNeSt(A)-200 | 16.81 | 3.39 | 70,201,544 | 22,857.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0339-b521427b.npz.log)) | +| ResNeSt(A)-269 | 16.40 | 3.36 | 110,929,480 | 46,012.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0336-933dbe64.npz.log)) | +| AirNet50-1x64d (r=2) | 20.46 | 5.28 | 27,425,864 | 4,772.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/airnet50_1x64d_r2-0528-650960af.npz.log)) | +| AirNet50-1x64d (r=16) | 21.11 | 5.47 | 25,714,952 | 4,399.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.519/airnet50_1x64d_r16-0547-6d3d6db4.npz.log)) | +| AirNeXt50-32x4d (r=2) | 19.81 | 5.03 | 27,604,296 | 5,339.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.521/airnext50_32x4d_r2-0503-2bb8e4fc.npz.log)) | +| BAM-ResNet-50 | 20.58 | 5.35 | 25,915,099 | 4,196.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/bam_resnet50-0535-e2069bb5.npz.log)) | +| CBAM-ResNet-50 | 19.95 | 4.88 | 28,089,624 | 4,116.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.537/cbam_resnet50-0488-8a05bbda.npz.log)) | +| SCNet-50 | 21.03 | 5.35 | 25,564,584 | 3,951.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/scnet50-0535-f0ef9a4c.npz.log)) | +| SCNet-101 | 19.68 | 4.64 | 44,565,416 | 7,204.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/scnet101-0464-7b157441.npz.log)) | +| SCNet(A)-50 | 19.64 | 4.66 | 25,583,816 | 4,715.84M | From [MCG-NKU/SCNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.472/scneta50-0466-e90cf3c5.npz.log)) | | RegNetX-200MF | 29.93 | 10.38 | 2,684,792 | 203.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.475/regnetx002-1136-2c208b54.npz.log)) | -| RegNetX-400MF | 26.26 | 8.55 | 5,157,512 | 403.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.479/regnetx004-0855-ecd22778.npz.log)) | -| RegNetX-600MF | 24.67 | 7.60 | 6,196,040 | 608.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx006-0760-fadb78d4.npz.log)) | -| RegNetX-800MF | 24.12 | 7.23 | 7,259,656 | 809.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx008-0723-5fff6491.npz.log)) | -| RegNetX-1.6GF | 22.16 | 6.13 | 9,190,136 | 1,618.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnetx016-0613-5092bfd9.npz.log)) | -| RegNetX-3.2GF | 21.27 | 5.69 | 15,296,552 | 3,199.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/regnetx032-0569-c3625268.npz.log)) | -| RegNetX-4.0GF | 19.53 | 4.71 | 22,118,248 | 3,986.29M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/regnetx040-0471-362a2ce3.npz.log)) | -| RegNetX-6.4GF | 19.23 | 4.55 | 26,209,256 | 6,491.01M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.535/regnetx064-0455-3bdbfa0d.npz.log)) | -| RegNetX-8.0GF | 19.62 | 4.67 | 39,572,648 | 8,017.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/regnetx080-0467-3618e40b.npz.log)) | -| RegNetX-12GF | 19.96 | 5.19 | 46,106,056 | 12,124.22M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/regnetx120-0519-68699007.npz.log)) | -| RegNetX-16GF | 19.14 | 4.58 | 54,278,536 | 15,986.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.532/regnetx160-0458-99da1e86.npz.log)) | -| RegNetX-32GF | 17.84 | 3.94 | 107,811,560 | 31,790.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.548/regnetx320-0394-22a74cba.npz.log)) | -| RegNetY-200MF | 28.50 | 9.55 | 3,162,996 | 203.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.476/regnety002-0955-5ba3e62c.npz.log)) | -| RegNetY-400MF | 24.84 | 7.52 | 4,344,144 | 410.35M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/regnety004-0752-e30b7c27.npz.log)) | -| RegNetY-600MF | 23.57 | 7.00 | 6,055,160 | 610.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety006-0700-0917e50c.npz.log)) | -| RegNetY-800MF | 22.56 | 6.45 | 6,263,168 | 808.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety008-0645-aa4c6104.npz.log)) | -| RegNetY-1.6GF | 21.24 | 5.71 | 11,202,430 | 1,629.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnety016-0571-962bc21c.npz.log)) | -| RegNetY-3.2GF | 18.31 | 4.11 | 19,436,338 | 3,199.15M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.473/regnety032-0411-7097f659.npz.log)) | -| RegNetY-4.0GF | 19.52 | 4.66 | 20,646,656 | 3,999.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/regnety040-0466-c84f52df.npz.log)) | -| RegNetY-6.4GF | 18.91 | 4.46 | 30,583,252 | 6,388.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.513/regnety064-0446-22d3ab05.npz.log)) | -| RegNetY-8.0GF | 18.78 | 4.37 | 39,180,068 | 7,996.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.516/regnety080-0437-f324b046.npz.log)) | -| RegNetY-12GF | 18.49 | 4.30 | 51,822,544 | 12,132.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.526/regnety120-0430-fa03425a.npz.log)) | -| RegNetY-16GF | 18.69 | 4.29 | 83,590,140 | 15,944.53M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/regnety160-0429-0a034eb9.npz.log)) | -| RegNetY-32GF | 17.77 | 3.72 | 145,046,770 | 32,317.66M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.550/regnety320-0372-7bc53739.npz.log)) | -| PyramidNet-101 (a=360) | 20.43 | 5.20 | 42,455,070 | 8,743.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/pyramidnet101_a360-0520-e37960c4.npz.log)) | +| RegNetX-400MF | 26.26 | 8.55 | 5,157,512 | 403.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.479/regnetx004-0855-ecd22778.npz.log)) | +| RegNetX-600MF | 24.67 | 7.60 | 6,196,040 | 608.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx006-0760-fadb78d4.npz.log)) | +| RegNetX-800MF | 24.12 | 7.23 | 7,259,656 | 809.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx008-0723-5fff6491.npz.log)) | +| RegNetX-1.6GF | 22.16 | 6.13 | 9,190,136 | 1,618.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnetx016-0613-5092bfd9.npz.log)) | +| RegNetX-3.2GF | 21.27 | 5.69 | 15,296,552 | 3,199.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/regnetx032-0569-c3625268.npz.log)) | +| RegNetX-4.0GF | 19.53 | 4.71 | 22,118,248 | 3,986.29M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/regnetx040-0471-362a2ce3.npz.log)) | +| RegNetX-6.4GF | 19.23 | 4.55 | 26,209,256 | 6,491.01M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.535/regnetx064-0455-3bdbfa0d.npz.log)) | +| RegNetX-8.0GF | 19.62 | 4.67 | 39,572,648 | 8,017.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/regnetx080-0467-3618e40b.npz.log)) | +| RegNetX-12GF | 19.96 | 5.19 | 46,106,056 | 12,124.22M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/regnetx120-0519-68699007.npz.log)) | +| RegNetX-16GF | 19.14 | 4.58 | 54,278,536 | 15,986.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.532/regnetx160-0458-99da1e86.npz.log)) | +| RegNetX-32GF | 17.84 | 3.94 | 107,811,560 | 31,790.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.548/regnetx320-0394-22a74cba.npz.log)) | +| RegNetY-200MF | 28.50 | 9.55 | 3,162,996 | 203.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.476/regnety002-0955-5ba3e62c.npz.log)) | +| RegNetY-400MF | 24.84 | 7.52 | 4,344,144 | 410.35M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/regnety004-0752-e30b7c27.npz.log)) | +| RegNetY-600MF | 23.57 | 7.00 | 6,055,160 | 610.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety006-0700-0917e50c.npz.log)) | +| RegNetY-800MF | 22.56 | 6.45 | 6,263,168 | 808.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety008-0645-aa4c6104.npz.log)) | +| RegNetY-1.6GF | 21.24 | 5.71 | 11,202,430 | 1,629.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnety016-0571-962bc21c.npz.log)) | +| RegNetY-3.2GF | 18.31 | 4.11 | 19,436,338 | 3,199.15M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.473/regnety032-0411-7097f659.npz.log)) | +| RegNetY-4.0GF | 19.52 | 4.66 | 20,646,656 | 3,999.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/regnety040-0466-c84f52df.npz.log)) | +| RegNetY-6.4GF | 18.91 | 4.46 | 30,583,252 | 6,388.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.513/regnety064-0446-22d3ab05.npz.log)) | +| RegNetY-8.0GF | 18.78 | 4.37 | 39,180,068 | 7,996.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.516/regnety080-0437-f324b046.npz.log)) | +| RegNetY-12GF | 18.49 | 4.30 | 51,822,544 | 12,132.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.526/regnety120-0430-fa03425a.npz.log)) | +| RegNetY-16GF | 18.69 | 4.29 | 83,590,140 | 15,944.53M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/regnety160-0429-0a034eb9.npz.log)) | +| RegNetY-32GF | 17.77 | 3.72 | 145,046,770 | 32,317.66M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.550/regnety320-0372-7bc53739.npz.log)) | +| PyramidNet-101 (a=360) | 20.43 | 5.20 | 42,455,070 | 8,743.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/pyramidnet101_a360-0520-e37960c4.npz.log)) | | DiracNetV2-18 | 30.60 | 11.13 | 11,511,784 | 1,796.62M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet18v2-1113-b85b43d1.npz.log)) | -| DiracNetV2-34 | 27.90 | 9.48 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0948-0245163a.npz.log)) | -| DenseNet-121 | 23.24 | 6.83 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0683-4caa2458.npz.log)) | -| DenseNet-161 | 21.79 | 5.90 | 28,681,000 | 7,793.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.432/densenet161-0590-a514f930.npz.log)) | -| DenseNet-169 | 22.11 | 6.09 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.406/densenet169-0609-99c9bddf.npz.log)) | -| DenseNet-201 | 21.56 | 5.90 | 20,013,928 | 4,347.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.426/densenet201-0590-f50cfbb1.npz.log)) | -| CondenseNet-74 (C=G=4) | 26.81 | 8.61 | 4,773,944 | 546.06M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.36/condensenet74_c4_g4-0861-ef6077ec.npz.log)) | +| DiracNetV2-34 | 27.90 | 9.48 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0948-0245163a.npz.log)) | +| DenseNet-121 | 23.24 | 6.83 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0683-4caa2458.npz.log)) | +| DenseNet-161 | 21.79 | 5.90 | 28,681,000 | 7,793.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.432/densenet161-0590-a514f930.npz.log)) | +| DenseNet-169 | 22.11 | 6.09 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.406/densenet169-0609-99c9bddf.npz.log)) | +| DenseNet-201 | 21.56 | 5.90 | 20,013,928 | 4,347.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.426/densenet201-0590-f50cfbb1.npz.log)) | +| CondenseNet-74 (C=G=4) | 26.81 | 8.61 | 4,773,944 | 546.06M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.36/condensenet74_c4_g4-0861-ef6077ec.npz.log)) | | CondenseNet-74 (C=G=8) | 29.74 | 10.43 | 2,935,416 | 291.52M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.36/condensenet74_c8_g8-1043-277fbfb8.npz.log)) | -| PeleeNet | 29.38 | 9.84 | 2,802,248 | 514.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.496/peleenet-0984-32d512c0.npz.log)) | -| WRN-50-2 | 22.07 | 6.07 | 68,849,128 | 11,405.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.520/wrn50_2-0607-c5976365.npz.log)) | -| DRN-C-26 | 24.34 | 7.10 | 21,126,584 | 16,993.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/drnc26-0710-16a6251b.npz.log)) | -| DRN-C-42 | 22.31 | 6.14 | 31,234,744 | 25,093.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.556/drnc42-0614-6b2099e0.npz.log)) | -| DRN-C-58 | 20.47 | 5.17 | 40,542,008 | 32,489.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.559/drnc58-0517-a333394a.npz.log)) | -| DRN-D-22 | 24.73 | 7.47 | 16,393,752 | 13,051.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0747-e4c5cf73.npz.log)) | -| DRN-D-38 | 22.83 | 6.24 | 26,501,912 | 21,151.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0624-1a1a7b99.npz.log)) | -| DRN-D-54 | 20.31 | 5.00 | 35,809,176 | 28,547.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.554/drnd54-0500-b679707c.npz.log)) | -| DRN-D-105 | 19.76 | 4.89 | 54,801,304 | 43,442.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/drnd105-0489-49cba09d.npz.log)) | -| DPN-68 | 22.93 | 6.56 | 12,611,602 | 2,351.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0656-bf9b72e9.npz.log)) | -| DPN-98 | 18.31 | 4.26 | 61,570,728 | 11,716.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/dpn98-0426-2ab67669.npz.log)) | -| DPN-131 | 19.38 | 4.79 | 79,254,504 | 16,076.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.534/dpn131-0479-eb5a4bc2.npz.log)) | +| PeleeNet | 29.38 | 9.84 | 2,802,248 | 514.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.496/peleenet-0984-32d512c0.npz.log)) | +| WRN-50-2 | 22.07 | 6.07 | 68,849,128 | 11,405.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.520/wrn50_2-0607-c5976365.npz.log)) | +| DRN-C-26 | 24.34 | 7.10 | 21,126,584 | 16,993.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/drnc26-0710-16a6251b.npz.log)) | +| DRN-C-42 | 22.31 | 6.14 | 31,234,744 | 25,093.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.556/drnc42-0614-6b2099e0.npz.log)) | +| DRN-C-58 | 20.47 | 5.17 | 40,542,008 | 32,489.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.559/drnc58-0517-a333394a.npz.log)) | +| DRN-D-22 | 24.73 | 7.47 | 16,393,752 | 13,051.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0747-e4c5cf73.npz.log)) | +| DRN-D-38 | 22.83 | 6.24 | 26,501,912 | 21,151.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0624-1a1a7b99.npz.log)) | +| DRN-D-54 | 20.31 | 5.00 | 35,809,176 | 28,547.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.554/drnd54-0500-b679707c.npz.log)) | +| DRN-D-105 | 19.76 | 4.89 | 54,801,304 | 43,442.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/drnd105-0489-49cba09d.npz.log)) | +| DPN-68 | 22.93 | 6.56 | 12,611,602 | 2,351.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0656-bf9b72e9.npz.log)) | +| DPN-98 | 18.31 | 4.26 | 61,570,728 | 11,716.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/dpn98-0426-2ab67669.npz.log)) | +| DPN-131 | 19.38 | 4.79 | 79,254,504 | 16,076.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.534/dpn131-0479-eb5a4bc2.npz.log)) | | DarkNet Tiny | 40.33 | 17.46 | 1,042,104 | 500.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.69/darknet_tiny-1746-b04fa463.npz.log)) | | DarkNet Ref | 38.09 | 16.71 | 7,319,416 | 367.59M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.64/darknet_ref-1671-b2d5721f.npz.log)) | -| DarkNet-53 | 21.27 | 5.52 | 41,609,928 | 7,133.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.501/darknet53-0552-3e6f4076.npz.log)) | -| i-RevNet-301 | 24.27 | 7.38 | 125,120,356 | 14,453.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/irevnet301-0738-cc2ac933.npz.log)) | +| DarkNet-53 | 21.27 | 5.52 | 41,609,928 | 7,133.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.501/darknet53-0552-3e6f4076.npz.log)) | +| i-RevNet-301 | 24.27 | 7.38 | 125,120,356 | 14,453.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/irevnet301-0738-cc2ac933.npz.log)) | | BagNet-9 | 48.78 | 25.44 | 15,688,744 | 16,049.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/bagnet9-2544-346ee143.npz.log)) | | BagNet-17 | 36.51 | 15.23 | 16,213,032 | 15,768.77M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.558/bagnet17-1523-ccc69ea4.npz.log)) | | BagNet-33 | 29.45 | 10.44 | 18,310,184 | 16,371.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/bagnet33-1044-17d82bc6.npz.log)) | -| DLA-34 | 24.39 | 7.06 | 15,742,104 | 3,071.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/dla34-0706-576dd492.npz.log)) | +| DLA-34 | 24.39 | 7.06 | 15,742,104 | 3,071.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/dla34-0706-576dd492.npz.log)) | | DLA-46-C | 33.85 | 12.92 | 1,301,400 | 585.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.282/dla46c-1292-98e3efd5.npz.log)) | | DLA-X-46-C | 32.90 | 12.28 | 1,068,440 | 546.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.293/dla46xc-1228-c2dc61bc.npz.log)) | -| DLA-60 | 21.26 | 5.54 | 22,036,632 | 4,255.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/dla60-0554-740881ca.npz.log)) | -| DLA-X-60 | 20.70 | 5.54 | 17,352,344 | 3,543.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/dla60x-0554-4d757562.npz.log)) | +| DLA-60 | 21.26 | 5.54 | 22,036,632 | 4,255.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/dla60-0554-740881ca.npz.log)) | +| DLA-X-60 | 20.70 | 5.54 | 17,352,344 | 3,543.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/dla60x-0554-4d757562.npz.log)) | | DLA-X-60-C | 30.70 | 10.76 | 1,319,832 | 596.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.289/dla60xc-1076-4c418399.npz.log)) | -| DLA-102 | 20.54 | 5.18 | 33,268,888 | 7,190.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/dla102-0518-ebbfedd7.npz.log)) | -| DLA-X-102 | 19.56 | 4.74 | 26,309,272 | 5,884.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.528/dla102x-0474-39bad3b5.npz.log)) | -| DLA-X2-102 | 18.68 | 4.25 | 41,282,200 | 9,340.61M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/dla102x2-0425-4ffec225.npz.log)) | -| DLA-169 | 19.27 | 4.61 | 53,389,720 | 11,593.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.539/dla169-0461-f47952e2.npz.log)) | -| FishNet-150 | 19.14 | 4.65 | 24,959,400 | 6,435.05M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.502/fishnet150-0465-724e74fc.npz.log)) | +| DLA-102 | 20.54 | 5.18 | 33,268,888 | 7,190.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/dla102-0518-ebbfedd7.npz.log)) | +| DLA-X-102 | 19.56 | 4.74 | 26,309,272 | 5,884.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.528/dla102x-0474-39bad3b5.npz.log)) | +| DLA-X2-102 | 18.68 | 4.25 | 41,282,200 | 9,340.61M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/dla102x2-0425-4ffec225.npz.log)) | +| DLA-169 | 19.27 | 4.61 | 53,389,720 | 11,593.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.539/dla169-0461-f47952e2.npz.log)) | +| FishNet-150 | 19.14 | 4.65 | 24,959,400 | 6,435.05M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.502/fishnet150-0465-724e74fc.npz.log)) | | ESPNetv2 x0.5 | 42.16 | 19.69 | 1,241,332 | 35.36M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.567/espnetv2_wd2-1969-a245c12a.npz.log)) | -| ESPNetv2 x1.0 | 35.28 | 14.21 | 1,670,072 | 98.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.568/espnetv2_w1-1421-e9989f46.npz.log)) | +| ESPNetv2 x1.0 | 34.62 | 13.80 | 1,670,072 | 98.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/espnetv2_w1-1380-551b5bab.npz.log)) | | ESPNetv2 x1.25 | 32.24 | 12.24 | 1,965,440 | 138.18M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/espnetv2_w5d4-1224-68e58dc6.npz.log)) | | ESPNetv2 x1.5 | 29.95 | 10.83 | 2,314,856 | 185.77M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.566/espnetv2_w3d2-1083-8e56a2e5.npz.log)) | -| ESPNetv2 x2.0 | 27.93 | 9.44 | 3,498,136 | 306.93M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.566/espnetv2_w2-0944-5ec4ed95.npz.log)) | +| ESPNetv2 x2.0 | 27.93 | 9.44 | 3,498,136 | 306.93M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.566/espnetv2_w2-0944-5ec4ed95.npz.log)) | | DiCENet x0.2 | 54.93 | 30.55 | 1,130,704 | 18.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.563/dicenet_wd5-3055-708911b8.npz.log)) | | DiCENet x0.5 | 47.19 | 23.09 | 1,214,120 | 30.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/dicenet_wd2-2309-b383f3a6.npz.log)) | | DiCENet x0.75 | 37.57 | 16.23 | 1,495,676 | 55.80M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.567/dicenet_w3d4-1623-16a253d0.npz.log)) | @@ -327,7 +327,7 @@ Some remarks: | DiCENet x1.25 | 33.08 | 12.55 | 2,162,888 | 111.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/dicenet_w5d4-1255-f4914cf7.npz.log)) | | DiCENet x1.5 | 30.95 | 11.44 | 2,652,200 | 151.81M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/dicenet_w3d2-1144-a6b89c5e.npz.log)) | | DiCENet x1.75 | 30.14 | 10.80 | 3,264,932 | 201.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/dicenet_w7d8-1080-f2a3e6ae.npz.log)) | -| DiCENet x2.0 | 29.92 | 10.63 | 3,979,044 | 257.95M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_w2-1063-224f4153.npz.log)) | +| DiCENet x2.0 | 27.61 | 9.18 | 3,979,044 | 257.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/dicenet_w2-0918-a5ba3293.npz.log)) | | HRNet-W18 Small V1 | 26.24 | 8.73 | 13,187,464 | 1,615.00M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/hrnet_w18_small_v1-0873-96476e4b.npz.log)) | | HRNet-W18 Small V2 | 21.73 | 6.03 | 15,597,464 | 2,618.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/hrnet_w18_small_v2-0603-87be5731.npz.log)) | | HRNetV2-W18 | 20.12 | 5.04 | 21,299,004 | 4,323.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/hrnetv2_w18-0504-27b854bf.npz.log)) | diff --git a/chainer_/chainercv2/models/model_store.py b/chainer_/chainercv2/models/model_store.py index fc6d53c3..c4b501d8 100644 --- a/chainer_/chainercv2/models/model_store.py +++ b/chainer_/chainercv2/models/model_store.py @@ -27,7 +27,7 @@ ('bn_vgg16b', '0775', '037038446bcc72f2f42d042003e2e2a8cf4dc923', 'v0.0.489'), ('bn_vgg19b', '0733', '44d38dbe3b7134da21af424e743a284aadcb37bc', 'v0.0.490'), ('bninception', '0752', '44a9e12ccd43a521ea09b021214f2951725d0826', 'v0.0.405'), - ('resnet10', '1255', 'bc5960a1638783d2f671823893705007f8f749b0', 'v0.0.483'), + ('resnet10', '1224', 'ca2013186ce5b9c21d12cc5d2b570a79a3b3f575', 'v0.0.569'), ('resnet12', '1204', '651ffc1c04d51d6268e816bef89508f44b3a8ea4', 'v0.0.485'), ('resnet14', '1093', 'adafc1c18a43d882da3af341d4a0ff36db49b924', 'v0.0.491'), ('resnetbc14b', '1036', '8c665d1b9c0ade0a6707c9586fbb00a85aaf1f7a', 'v0.0.481'), @@ -182,7 +182,7 @@ ('dla169', '0461', 'f47952e20e67ac6b526ae9946f673d3a5c57e4da', 'v0.0.539'), ('fishnet150', '0465', '724e74fc0471c81dd75a97c1928f46d06d10815b', 'v0.0.502'), ('espnetv2_wd2', '1969', 'a245c12af84f0444b12e9f8b37df1e8e43b7bb9c', 'v0.0.567'), - ('espnetv2_w1', '1421', 'e9989f464116a77c54589b5ef8baac2960e3a768', 'v0.0.568'), + ('espnetv2_w1', '1380', '551b5babcfeb978c9517558b3128fd70ff73d41a', 'v0.0.569'), ('espnetv2_w5d4', '1224', '68e58dc622831639abaa3eca0788050309fa71da', 'v0.0.564'), ('espnetv2_w3d2', '1083', '8e56a2e5ad5f3aee5e329aa4d98d77f8e77d738c', 'v0.0.566'), ('espnetv2_w2', '0944', '5ec4ed9507d1654035da89337fb7a376802e6abe', 'v0.0.566'), @@ -193,7 +193,7 @@ ('dicenet_w5d4', '1255', 'f4914cf7100caf8d768c15518caba45185a03f64', 'v0.0.515'), ('dicenet_w3d2', '1144', 'a6b89c5e819e032f30a729170871a7f2c13b11d6', 'v0.0.522'), ('dicenet_w7d8', '1080', 'f2a3e6aeb1041a7d97afb3b21e1bd659cf1527c9', 'v0.0.527'), - ('dicenet_w2', '1063', '224f41530a18a994311af3e8e3e0d92e3451ef4d', 'v0.0.497'), + ('dicenet_w2', '0918', 'a5ba3293b088ad8183bca596a391a017c2357680', 'v0.0.569'), ('hrnet_w18_small_v1', '0873', '96476e4b15451b62abf443101a5152e34be552e2', 'v0.0.492'), ('hrnet_w18_small_v2', '0603', '87be573162d6f21af4c816a7b389a93ef9f7af85', 'v0.0.499'), ('hrnetv2_w18', '0504', '27b854bf5ec915e735ef9deb7b28049db3f32e14', 'v0.0.508'), diff --git a/gluon/README.md b/gluon/README.md index 2baf23a4..9142b4fc 100644 --- a/gluon/README.md +++ b/gluon/README.md @@ -157,44 +157,44 @@ bottleneck block. Respectively a network without b-suffix has the stride in the - ResNet(D) is a dilated ResNet intended for use as an feature extractor in some segmentation networks. - Models with *-suffix use non-standard preprocessing (see the training log). -| Model | Top1 | Top5 | Params | FLOPs/2 | Remarks | -| --- | ---: | ---: | ---: | ---: | --- | +| Model | Top1 | Top5 | Params | FLOPs/2 | Remarks | +| --- |------:|------:| ---: | ---: | --- | | AlexNet | 38.07 | 16.10 | 62,378,344 | 1,132.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/alexnet-1610-4dd7cfb6.params.log)) | | AlexNet-b | 39.30 | 17.05 | 61,100,840 | 714.83M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.485/alexnetb-1705-0181007a.params.log)) | | ZFNet | 39.21 | 16.78 | 62,357,608 | 1,170.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.395/zfnet-1678-3299fdce.params.log)) | | ZFNet-b | 35.81 | 14.59 | 107,627,624 | 2,479.13M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.400/zfnetb-1459-7a654810.params.log)) | | VGG-11 | 29.59 | 10.16 | 132,863,336 | 7,615.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.381/vgg11-1016-3d78e0ec.params.log)) | -| VGG-13 | 28.37 | 9.50 | 133,047,848 | 11,317.65M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.388/vgg13-0950-d2bcaaf3.params.log)) | -| VGG-16 | 26.61 | 8.32 | 138,357,544 | 15,480.10M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.401/vgg16-0832-22fe503a.params.log)) | -| VGG-19 | 25.58 | 7.67 | 143,667,240 | 19,642.55M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.420/vgg19-0767-e198aa1f.params.log)) | -| BN-VGG-11 | 28.56 | 9.34 | 132,866,088 | 7,630.21M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.339/bn_vgg11-0934-3f79cab1.params.log)) | -| BN-VGG-13 | 27.68 | 8.87 | 133,050,792 | 11,341.62M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.353/bn_vgg13-0887-540243b0.params.log)) | -| BN-VGG-16 | 25.50 | 7.57 | 138,361,768 | 15,506.38M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.359/bn_vgg16-0757-90441925.params.log)) | -| BN-VGG-19 | 23.91 | 6.89 | 143,672,744 | 19,671.15M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.360/bn_vgg19-0689-cd8f4229.params.log)) | -| BN-VGG-11b | 29.24 | 9.75 | 132,868,840 | 7,630.72M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.407/bn_vgg11b-0975-685ae89d.params.log)) | -| BN-VGG-13b | 28.23 | 9.12 | 133,053,736 | 11,342.14M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.488/bn_vgg13b-0912-fc678318.params.log)) | -| BN-VGG-16b | 25.83 | 7.75 | 138,365,992 | 15,507.20M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/bn_vgg16b-0775-77dad99b.params.log)) | -| BN-VGG-19b | 24.79 | 7.35 | 143,678,248 | 19,672.26M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.490/bn_vgg19b-0735-8d9a132b.params.log)) | -| BN-Inception | 25.12 | 7.54 | 11,295,240 | 2,048.06M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.405/bninception-0754-75225419.params.log)) | -| ResNet-10 | 32.54 | 12.53 | 5,418,792 | 894.04M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/resnet10-1253-651853ca.params.log)) | +| VGG-13 | 28.37 | 9.50 | 133,047,848 | 11,317.65M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.388/vgg13-0950-d2bcaaf3.params.log)) | +| VGG-16 | 26.61 | 8.32 | 138,357,544 | 15,480.10M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.401/vgg16-0832-22fe503a.params.log)) | +| VGG-19 | 25.58 | 7.67 | 143,667,240 | 19,642.55M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.420/vgg19-0767-e198aa1f.params.log)) | +| BN-VGG-11 | 28.56 | 9.34 | 132,866,088 | 7,630.21M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.339/bn_vgg11-0934-3f79cab1.params.log)) | +| BN-VGG-13 | 27.68 | 8.87 | 133,050,792 | 11,341.62M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.353/bn_vgg13-0887-540243b0.params.log)) | +| BN-VGG-16 | 25.50 | 7.57 | 138,361,768 | 15,506.38M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.359/bn_vgg16-0757-90441925.params.log)) | +| BN-VGG-19 | 23.91 | 6.89 | 143,672,744 | 19,671.15M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.360/bn_vgg19-0689-cd8f4229.params.log)) | +| BN-VGG-11b | 29.24 | 9.75 | 132,868,840 | 7,630.72M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.407/bn_vgg11b-0975-685ae89d.params.log)) | +| BN-VGG-13b | 28.23 | 9.12 | 133,053,736 | 11,342.14M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.488/bn_vgg13b-0912-fc678318.params.log)) | +| BN-VGG-16b | 25.83 | 7.75 | 138,365,992 | 15,507.20M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/bn_vgg16b-0775-77dad99b.params.log)) | +| BN-VGG-19b | 24.79 | 7.35 | 143,678,248 | 19,672.26M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.490/bn_vgg19b-0735-8d9a132b.params.log)) | +| BN-Inception | 25.12 | 7.54 | 11,295,240 | 2,048.06M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.405/bninception-0754-75225419.params.log)) | +| ResNet-10 | 31.90 | 12.20 | 5,418,792 | 894.04M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/resnet10-1220-83ebb093.params.log)) | | ResNet-12 | 31.68 | 12.03 | 5,492,776 | 1,126.25M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.485/resnet12-1203-a4194854.params.log)) | | ResNet-14 | 30.38 | 10.86 | 5,788,200 | 1,357.94M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.491/resnet14-1086-5d9f22a7.params.log)) | | ResNet-BC-14b | 29.22 | 10.33 | 10,064,936 | 1,479.12M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/resnetbc14b-1033-4ff348be.params.log)) | -| ResNet-16 | 28.53 | 9.78 | 6,968,872 | 1,589.34M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnet16-0978-2c28373c.params.log)) | +| ResNet-16 | 28.53 | 9.78 | 6,968,872 | 1,589.34M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnet16-0978-2c28373c.params.log)) | | ResNet-18 x0.25 | 39.31 | 17.40 | 3,937,400 | 270.94M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.262/resnet18_wd4-1740-a74ea15d.params.log)) | | ResNet-18 x0.5 | 33.41 | 12.84 | 5,804,296 | 608.70M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.263/resnet18_wd2-1284-9a515406.params.log)) | | ResNet-18 x0.75 | 30.00 | 10.66 | 8,476,056 | 1,129.45M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.266/resnet18_w3d4-1066-1a574a41.params.log)) | -| ResNet-18 | 26.79 | 8.67 | 11,689,512 | 1,820.41M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.478/resnet18-0867-711ed8ab.params.log)) | -| ResNet-26 | 25.96 | 8.23 | 17,960,232 | 2,746.79M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnet26-0823-a2746eb2.params.log)) | -| ResNet-BC-26b | 24.86 | 7.58 | 15,995,176 | 2,356.67M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0758-2b5e8d08.params.log)) | -| ResNet-34 | 24.53 | 7.43 | 21,797,672 | 3,672.68M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0743-5cdeeccd.params.log)) | -| ResNet-BC-38b | 23.50 | 6.72 | 21,925,416 | 3,234.21M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.328/resnetbc38b-0672-82094464.params.log)) | -| ResNet-50 | 22.15 | 6.04 | 25,557,032 | 3,877.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.329/resnet50-0604-a71d1d2a.params.log)) | -| ResNet-50b | 22.06 | 6.11 | 25,557,032 | 4,110.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0611-ca12f8d8.params.log)) | -| ResNet-101 | 20.52 | 5.16 | 44,549,160 | 7,597.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/resnet101-0516-75a3105c.params.log)) | -| ResNet-101b | 20.26 | 5.12 | 44,549,160 | 7,830.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.357/resnet101b-0512-af5c4233.params.log)) | -| ResNet-152 | 19.20 | 4.44 | 60,192,808 | 11,321.85M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.518/resnet152-0444-15f2dd80.params.log)) | -| ResNet-152b | 18.84 | 4.29 | 60,192,808 | 11,554.38M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.517/resnet152b-0429-45a3ad0f.params.log)) | +| ResNet-18 | 26.79 | 8.67 | 11,689,512 | 1,820.41M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.478/resnet18-0867-711ed8ab.params.log)) | +| ResNet-26 | 25.96 | 8.23 | 17,960,232 | 2,746.79M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnet26-0823-a2746eb2.params.log)) | +| ResNet-BC-26b | 24.86 | 7.58 | 15,995,176 | 2,356.67M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0758-2b5e8d08.params.log)) | +| ResNet-34 | 24.53 | 7.43 | 21,797,672 | 3,672.68M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0743-5cdeeccd.params.log)) | +| ResNet-BC-38b | 23.50 | 6.72 | 21,925,416 | 3,234.21M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.328/resnetbc38b-0672-82094464.params.log)) | +| ResNet-50 | 22.15 | 6.04 | 25,557,032 | 3,877.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.329/resnet50-0604-a71d1d2a.params.log)) | +| ResNet-50b | 22.06 | 6.11 | 25,557,032 | 4,110.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0611-ca12f8d8.params.log)) | +| ResNet-101 | 20.52 | 5.16 | 44,549,160 | 7,597.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/resnet101-0516-75a3105c.params.log)) | +| ResNet-101b | 20.26 | 5.12 | 44,549,160 | 7,830.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.357/resnet101b-0512-af5c4233.params.log)) | +| ResNet-152 | 19.20 | 4.44 | 60,192,808 | 11,321.85M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.518/resnet152-0444-15f2dd80.params.log)) | +| ResNet-152b | 18.84 | 4.29 | 60,192,808 | 11,554.38M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.517/resnet152b-0429-45a3ad0f.params.log)) | | PreResNet-10 | 34.65 | 14.01 | 5,417,128 | 894.19M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.249/preresnet10-1401-2b96c081.params.log)) | | PreResNet-12 | 33.57 | 13.21 | 5,491,112 | 1,126.40M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.257/preresnet12-1321-b628efb5.params.log)) | | PreResNet-14 | 32.29 | 12.18 | 5,786,536 | 1,358.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.260/preresnet14-1218-d65fa628.params.log)) | @@ -203,145 +203,145 @@ bottleneck block. Respectively a network without b-suffix has the stride in the | PreResNet-18 x0.25 | 39.62 | 17.78 | 3,935,960 | 270.93M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.272/preresnet18_wd4-1778-3d949d1a.params.log)) | | PreResNet-18 x0.5 | 33.67 | 13.19 | 5,802,440 | 608.73M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.273/preresnet18_wd2-1319-63e55c24.params.log)) | | PreResNet-18 x0.75 | 29.96 | 10.68 | 8,473,784 | 1,129.51M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.274/preresnet18_w3d4-1068-eb569861.params.log)) | -| PreResNet-18 | 28.16 | 9.51 | 11,687,848 | 1,820.56M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.140/preresnet18-0951-71279a0b.params.log)) | -| PreResNet-26 | 26.03 | 8.34 | 17,958,568 | 2,746.94M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.316/preresnet26-0834-c2ecba09.params.log)) | -| PreResNet-BC-26b | 25.21 | 7.86 | 15,987,624 | 2,354.16M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.325/preresnetbc26b-0786-265f591f.params.log)) | -| PreResNet-34 | 24.55 | 7.51 | 21,796,008 | 3,672.83M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.300/preresnet34-0751-ba9c829e.params.log)) | -| PreResNet-BC-38b | 22.67 | 6.33 | 21,917,864 | 3,231.70M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.348/preresnetbc38b-0633-809d2def.params.log)) | -| PreResNet-50 | 22.27 | 6.20 | 25,549,480 | 3,875.44M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.330/preresnet50-0620-50f13b2d.params.log)) | -| PreResNet-50b | 22.36 | 6.32 | 25,549,480 | 4,107.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.307/preresnet50b-0632-951de2dc.params.log)) | -| PreResNet-101 | 20.60 | 5.34 | 44,541,608 | 7,595.44M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.504/preresnet101-0534-ea9a1724.params.log)) | -| PreResNet-101b | 20.85 | 5.40 | 44,541,608 | 7,827.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.351/preresnet101b-0540-3839a473.params.log)) | -| PreResNet-152 | 19.17 | 4.46 | 60,185,256 | 11,319.34M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.510/preresnet152-0446-3b41bd93.params.log)) | -| PreResNet-152b | 19.01 | 4.38 | 60,185,256 | 11,551.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.523/preresnet152b-0438-ebf71d02.params.log)) | -| PreResNet-200b | 18.96 | 4.46 | 64,666,280 | 15,068.63M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/preresnet200b-0446-70135e66.params.log)) | -| PreResNet-269b | 20.17 | 5.01 | 102,065,832 | 20,101.11M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/preresnet269b-0501-6e56119d.params.log)) | +| PreResNet-18 | 28.16 | 9.51 | 11,687,848 | 1,820.56M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.140/preresnet18-0951-71279a0b.params.log)) | +| PreResNet-26 | 26.03 | 8.34 | 17,958,568 | 2,746.94M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.316/preresnet26-0834-c2ecba09.params.log)) | +| PreResNet-BC-26b | 25.21 | 7.86 | 15,987,624 | 2,354.16M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.325/preresnetbc26b-0786-265f591f.params.log)) | +| PreResNet-34 | 24.55 | 7.51 | 21,796,008 | 3,672.83M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.300/preresnet34-0751-ba9c829e.params.log)) | +| PreResNet-BC-38b | 22.67 | 6.33 | 21,917,864 | 3,231.70M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.348/preresnetbc38b-0633-809d2def.params.log)) | +| PreResNet-50 | 22.27 | 6.20 | 25,549,480 | 3,875.44M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.330/preresnet50-0620-50f13b2d.params.log)) | +| PreResNet-50b | 22.36 | 6.32 | 25,549,480 | 4,107.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.307/preresnet50b-0632-951de2dc.params.log)) | +| PreResNet-101 | 20.60 | 5.34 | 44,541,608 | 7,595.44M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.504/preresnet101-0534-ea9a1724.params.log)) | +| PreResNet-101b | 20.85 | 5.40 | 44,541,608 | 7,827.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.351/preresnet101b-0540-3839a473.params.log)) | +| PreResNet-152 | 19.17 | 4.46 | 60,185,256 | 11,319.34M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.510/preresnet152-0446-3b41bd93.params.log)) | +| PreResNet-152b | 19.01 | 4.38 | 60,185,256 | 11,551.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.523/preresnet152b-0438-ebf71d02.params.log)) | +| PreResNet-200b | 18.96 | 4.46 | 64,666,280 | 15,068.63M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/preresnet200b-0446-70135e66.params.log)) | +| PreResNet-269b | 20.17 | 5.01 | 102,065,832 | 20,101.11M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/preresnet269b-0501-6e56119d.params.log)) | | ResNeXt-14 (16x4d) | 31.66 | 12.23 | 7,127,336 | 1,045.77M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.370/resnext14_16x4d-1223-1f8072e8.params.log)) | | ResNeXt-14 (32x2d) | 32.16 | 12.47 | 7,029,416 | 1,031.32M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.371/resnext14_32x2d-1247-2ca8cc25.params.log)) | | ResNeXt-14 (32x4d) | 29.95 | 11.10 | 9,411,880 | 1,603.46M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.327/resnext14_32x4d-1110-9be6190e.params.log)) | -| ResNeXt-26 (32x2d) | 26.34 | 8.50 | 9,924,136 | 1,461.06M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.373/resnext26_32x2d-0850-a1fb4451.params.log)) | -| ResNeXt-26 (32x4d) | 23.93 | 7.21 | 15,389,480 | 2,488.07M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.332/resnext26_32x4d-0721-5264d7ef.params.log)) | -| ResNeXt-50 (32x4d) | 20.84 | 5.45 | 25,028,904 | 4,255.86M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/resnext50_32x4d-0545-748e53b3.params.log)) | -| ResNeXt-101 (32x4d) | 18.46 | 4.18 | 44,177,704 | 8,003.45M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.530/resnext101_32x4d-0418-c07faa66.params.log)) | -| ResNeXt-101 (64x4d) | 18.80 | 4.39 | 83,455,272 | 15,500.27M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/resnext101_64x4d-0439-178e7905.params.log)) | +| ResNeXt-26 (32x2d) | 26.34 | 8.50 | 9,924,136 | 1,461.06M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.373/resnext26_32x2d-0850-a1fb4451.params.log)) | +| ResNeXt-26 (32x4d) | 23.93 | 7.21 | 15,389,480 | 2,488.07M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.332/resnext26_32x4d-0721-5264d7ef.params.log)) | +| ResNeXt-50 (32x4d) | 20.84 | 5.45 | 25,028,904 | 4,255.86M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/resnext50_32x4d-0545-748e53b3.params.log)) | +| ResNeXt-101 (32x4d) | 18.46 | 4.18 | 44,177,704 | 8,003.45M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.530/resnext101_32x4d-0418-c07faa66.params.log)) | +| ResNeXt-101 (64x4d) | 18.80 | 4.39 | 83,455,272 | 15,500.27M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/resnext101_64x4d-0439-178e7905.params.log)) | | SE-ResNet-10 | 31.36 | 11.69 | 5,463,332 | 894.08M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/seresnet10-1169-675d4b5b.params.log)) | | SE-ResNet-12 | 31.64 | 11.76 | 5,537,896 | 1,126.29M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/seresnet12-1176-df10dd88.params.log)) | | SE-ResNet-14 | 30.34 | 10.95 | 5,835,504 | 1,357.99M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet14-1095-579e2fec.params.log)) | -| SE-ResNet-16 | 28.41 | 9.72 | 7,024,640 | 1,589.40M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet16-0972-ef508648.params.log)) | -| SE-ResNet-18 | 27.95 | 9.20 | 11,778,592 | 1,820.51M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.355/seresnet18-0920-85a6b1da.params.log)) | -| SE-ResNet-26 | 25.42 | 8.03 | 18,093,852 | 2,746.93M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.363/seresnet26-0803-9f900419.params.log)) | -| SE-ResNet-BC-26b | 23.44 | 6.82 | 17,395,976 | 2,358.07M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.366/seresnetbc26b-0682-15ae6e19.params.log)) | -| SE-ResNet-BC-38b | 21.44 | 5.75 | 24,026,616 | 3,236.32M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.374/seresnetbc38b-0575-f80f0c3c.params.log)) | -| SE-ResNet-50 | 21.07 | 5.60 | 28,088,024 | 3,880.49M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.441/seresnet50-0560-e75ef498.params.log)) | -| SE-ResNet-50b | 20.58 | 5.33 | 28,088,024 | 4,113.02M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.387/seresnet50b-0533-0d8f0d23.params.log)) | -| SE-ResNet-101 | 19.00 | 4.41 | 49,326,872 | 7,602.76M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.533/seresnet101-0441-f9cb9df6.params.log)) | -| SE-ResNet-101b | 19.46 | 4.62 | 49,326,872 | 7,835.29M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.460/seresnet101b-0462-59fae71a.params.log)) | -| SE-ResNet-152 | 18.59 | 4.30 | 66,821,848 | 11,328.52M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.538/seresnet152-0430-c712f554.params.log)) | +| SE-ResNet-16 | 28.41 | 9.72 | 7,024,640 | 1,589.40M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet16-0972-ef508648.params.log)) | +| SE-ResNet-18 | 27.95 | 9.20 | 11,778,592 | 1,820.51M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.355/seresnet18-0920-85a6b1da.params.log)) | +| SE-ResNet-26 | 25.42 | 8.03 | 18,093,852 | 2,746.93M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.363/seresnet26-0803-9f900419.params.log)) | +| SE-ResNet-BC-26b | 23.44 | 6.82 | 17,395,976 | 2,358.07M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.366/seresnetbc26b-0682-15ae6e19.params.log)) | +| SE-ResNet-BC-38b | 21.44 | 5.75 | 24,026,616 | 3,236.32M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.374/seresnetbc38b-0575-f80f0c3c.params.log)) | +| SE-ResNet-50 | 21.07 | 5.60 | 28,088,024 | 3,880.49M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.441/seresnet50-0560-e75ef498.params.log)) | +| SE-ResNet-50b | 20.58 | 5.33 | 28,088,024 | 4,113.02M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.387/seresnet50b-0533-0d8f0d23.params.log)) | +| SE-ResNet-101 | 19.00 | 4.41 | 49,326,872 | 7,602.76M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.533/seresnet101-0441-f9cb9df6.params.log)) | +| SE-ResNet-101b | 19.46 | 4.62 | 49,326,872 | 7,835.29M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.460/seresnet101b-0462-59fae71a.params.log)) | +| SE-ResNet-152 | 18.59 | 4.30 | 66,821,848 | 11,328.52M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.538/seresnet152-0430-c712f554.params.log)) | | SE-PreResNet-10 | 32.37 | 12.21 | 5,461,668 | 894.23M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/sepreresnet10-1221-c3ab94ee.params.log)) | | SE-PreResNet-12 | 31.58 | 11.80 | 5,536,232 | 1,126.44M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet12-1180-d6b7260b.params.log)) | -| SE-PreResNet-16 | 28.39 | 9.56 | 7,022,976 | 1,589.55M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet16-0956-b5e4e06f.params.log)) | -| SE-PreResNet-18 | 27.16 | 8.81 | 11,776,928 | 1,820.66M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet18-0881-b018c6e3.params.log)) | -| SE-PreResNet-26 | 25.95 | 8.04 | 18,092,188 | 2,747.08M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet26-0804-a2e48457.params.log)) | -| SE-PreResNet-BC-26b | 22.95 | 6.36 | 17,388,424 | 2,355.57M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.399/sepreresnetbc26b-0636-33c94c9d.params.log)) | -| SE-PreResNet-BC-38b | 21.42 | 5.63 | 24,019,064 | 3,233.81M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.409/sepreresnetbc38b-0563-d8f0fbd3.params.log)) | -| SE-PreResNet-50b | 20.67 | 5.32 | 28,080,472 | 4,110.51M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.461/sepreresnet50b-0532-5b620ff7.params.log)) | -| SE-ResNeXt-50 (32x4d) | 18.74 | 4.33 | 27,559,896 | 4,258.40M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/seresnext50_32x4d-0433-d74d1d0a.params.log)) | -| SE-ResNeXt-101 (32x4d) | 19.06 | 4.44 | 48,955,416 | 8,008.26M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/seresnext101_32x4d-0444-3c89aec5.params.log)) | -| SE-ResNeXt-101 (64x4d) | 18.43 | 4.08 | 88,232,984 | 15,505.08M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/seresnext101_64x4d-0408-2e039a41.params.log)) | -| SENet-16 | 25.34 | 8.06 | 31,366,168 | 5,080.55M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.341/senet16-0806-ba268021.params.log)) | -| SENet-28 | 21.68 | 5.91 | 36,453,768 | 5,731.20M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.356/senet28-0591-d5297a35.params.log)) | -| SENet-154 | 18.84 | 4.40 | 115,088,984 | 20,745.78M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/senet154-0440-c0e2d2b9.params.log)) | -| ResNeSt(A)-BC-14 | 22.27 | 6.34 | 10,611,688 | 2,766.86M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnestabc14-0634-4b0cbe8c.params.log)) | -| ResNeSt(A)-18 | 23.43 | 6.89 | 12,763,784 | 2,587.11M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnesta18-0689-8f37b692.params.log)) | -| ResNeSt(A)-BC-26 | 19.57 | 4.70 | 17,069,448 | 3,645.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/resnestabc26-0470-f88d49d7.params.log)) | -| ResNeSt(A)-50 | 18.92 | 4.38 | 27,483,240 | 5,402.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.531/resnesta50-0438-6ce54a97.params.log)) | -| ResNeSt(A)-101 | 17.74 | 3.99 | 48,275,016 | 10,246.42M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta101-0399-ab6c6f89.params.log)) | -| ResNeSt(A)-152 | 18.72 | 4.51 | 65,316,040 | 13,974.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/resnesta152-0451-532c448d.params.log)) | -| ResNeSt(A)-200 | 16.78 | 3.40 | 70,201,544 | 22,854.22M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0340-3bd1f0c8.params.log)) | -| ResNeSt(A)-269 | 16.38 | 3.36 | 110,929,480 | 46,005.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0336-8333862a.params.log)) | -| IBN-ResNet-50 | 21.46 | 5.59 | 25,557,032 | 4,110.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/ibn_resnet50-0559-0f75710a.params.log)) | -| IBN-ResNet-101 | 19.69 | 4.89 | 44,549,160 | 7,830.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibn_resnet101-0489-db938be9.params.log)) | -| IBN(b)-ResNet-50 | 21.70 | 5.79 | 25,558,568 | 4,112.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibnb_resnet50-0579-146aa6e1.params.log)) | -| IBN-ResNeXt-101 (32x4d) | 19.76 | 4.87 | 44,177,704 | 8,003.45M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/ibn_resnext101_32x4d-0487-1398597e.params.log)) | -| IBN-DenseNet-121 | 23.33 | 6.46 | 7,978,856 | 2,872.13M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/ibn_densenet121-0646-82ee3ff4.params.log)) | -| IBN-DenseNet-169 | 22.14 | 6.08 | 14,149,480 | 3,403.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.500/ibn_densenet169-0608-b509f339.params.log)) | -| AirNet50-1x64d (r=2) | 20.45 | 5.23 | 27,425,864 | 4,772.11M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/airnet50_1x64d_r2-0523-1f982e0e.params.log)) | -| AirNet50-1x64d (r=16) | 21.11 | 5.44 | 25,714,952 | 4,399.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.519/airnet50_1x64d_r16-0544-09a9f13b.params.log)) | -| AirNeXt50-32x4d (r=2) | 19.84 | 5.04 | 27,604,296 | 5,339.58M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.521/airnext50_32x4d_r2-0504-664dd077.params.log)) | -| BAM-ResNet-50 | 20.59 | 5.38 | 25,915,099 | 4,196.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/bam_resnet50-0538-fa612c3d.params.log)) | -| CBAM-ResNet-50 | 19.94 | 4.88 | 28,089,624 | 4,116.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.537/cbam_resnet50-0488-ebd4af23.params.log)) | -| SCNet-50 | 20.53 | 5.11 | 25,564,584 | 3,951.01M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/scnet50-0511-359d35d0.params.log)) | -| SCNet-101 | 19.21 | 4.46 | 44,565,416 | 7,204.19M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/scnet101-0446-bc5cade0.params.log)) | -| SCNet(A)-50 | 19.01 | 4.59 | 25,583,816 | 4,715.79M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.509/scneta50-0459-c1f6f028.params.log)) | +| SE-PreResNet-16 | 28.39 | 9.56 | 7,022,976 | 1,589.55M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet16-0956-b5e4e06f.params.log)) | +| SE-PreResNet-18 | 27.16 | 8.81 | 11,776,928 | 1,820.66M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet18-0881-b018c6e3.params.log)) | +| SE-PreResNet-26 | 25.95 | 8.04 | 18,092,188 | 2,747.08M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet26-0804-a2e48457.params.log)) | +| SE-PreResNet-BC-26b | 22.95 | 6.36 | 17,388,424 | 2,355.57M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.399/sepreresnetbc26b-0636-33c94c9d.params.log)) | +| SE-PreResNet-BC-38b | 21.42 | 5.63 | 24,019,064 | 3,233.81M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.409/sepreresnetbc38b-0563-d8f0fbd3.params.log)) | +| SE-PreResNet-50b | 20.67 | 5.32 | 28,080,472 | 4,110.51M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.461/sepreresnet50b-0532-5b620ff7.params.log)) | +| SE-ResNeXt-50 (32x4d) | 18.74 | 4.33 | 27,559,896 | 4,258.40M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/seresnext50_32x4d-0433-d74d1d0a.params.log)) | +| SE-ResNeXt-101 (32x4d) | 19.06 | 4.44 | 48,955,416 | 8,008.26M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/seresnext101_32x4d-0444-3c89aec5.params.log)) | +| SE-ResNeXt-101 (64x4d) | 18.43 | 4.08 | 88,232,984 | 15,505.08M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/seresnext101_64x4d-0408-2e039a41.params.log)) | +| SENet-16 | 25.34 | 8.06 | 31,366,168 | 5,080.55M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.341/senet16-0806-ba268021.params.log)) | +| SENet-28 | 21.68 | 5.91 | 36,453,768 | 5,731.20M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.356/senet28-0591-d5297a35.params.log)) | +| SENet-154 | 18.84 | 4.40 | 115,088,984 | 20,745.78M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/senet154-0440-c0e2d2b9.params.log)) | +| ResNeSt(A)-BC-14 | 22.27 | 6.34 | 10,611,688 | 2,766.86M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnestabc14-0634-4b0cbe8c.params.log)) | +| ResNeSt(A)-18 | 23.43 | 6.89 | 12,763,784 | 2,587.11M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnesta18-0689-8f37b692.params.log)) | +| ResNeSt(A)-BC-26 | 19.57 | 4.70 | 17,069,448 | 3,645.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/resnestabc26-0470-f88d49d7.params.log)) | +| ResNeSt(A)-50 | 18.92 | 4.38 | 27,483,240 | 5,402.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.531/resnesta50-0438-6ce54a97.params.log)) | +| ResNeSt(A)-101 | 17.74 | 3.99 | 48,275,016 | 10,246.42M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta101-0399-ab6c6f89.params.log)) | +| ResNeSt(A)-152 | 18.72 | 4.51 | 65,316,040 | 13,974.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/resnesta152-0451-532c448d.params.log)) | +| ResNeSt(A)-200 | 16.78 | 3.40 | 70,201,544 | 22,854.22M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0340-3bd1f0c8.params.log)) | +| ResNeSt(A)-269 | 16.38 | 3.36 | 110,929,480 | 46,005.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0336-8333862a.params.log)) | +| IBN-ResNet-50 | 21.46 | 5.59 | 25,557,032 | 4,110.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/ibn_resnet50-0559-0f75710a.params.log)) | +| IBN-ResNet-101 | 19.69 | 4.89 | 44,549,160 | 7,830.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibn_resnet101-0489-db938be9.params.log)) | +| IBN(b)-ResNet-50 | 21.70 | 5.79 | 25,558,568 | 4,112.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibnb_resnet50-0579-146aa6e1.params.log)) | +| IBN-ResNeXt-101 (32x4d) | 19.76 | 4.87 | 44,177,704 | 8,003.45M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/ibn_resnext101_32x4d-0487-1398597e.params.log)) | +| IBN-DenseNet-121 | 23.33 | 6.46 | 7,978,856 | 2,872.13M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/ibn_densenet121-0646-82ee3ff4.params.log)) | +| IBN-DenseNet-169 | 22.14 | 6.08 | 14,149,480 | 3,403.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.500/ibn_densenet169-0608-b509f339.params.log)) | +| AirNet50-1x64d (r=2) | 20.45 | 5.23 | 27,425,864 | 4,772.11M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/airnet50_1x64d_r2-0523-1f982e0e.params.log)) | +| AirNet50-1x64d (r=16) | 21.11 | 5.44 | 25,714,952 | 4,399.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.519/airnet50_1x64d_r16-0544-09a9f13b.params.log)) | +| AirNeXt50-32x4d (r=2) | 19.84 | 5.04 | 27,604,296 | 5,339.58M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.521/airnext50_32x4d_r2-0504-664dd077.params.log)) | +| BAM-ResNet-50 | 20.59 | 5.38 | 25,915,099 | 4,196.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/bam_resnet50-0538-fa612c3d.params.log)) | +| CBAM-ResNet-50 | 19.94 | 4.88 | 28,089,624 | 4,116.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.537/cbam_resnet50-0488-ebd4af23.params.log)) | +| SCNet-50 | 20.53 | 5.11 | 25,564,584 | 3,951.01M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/scnet50-0511-359d35d0.params.log)) | +| SCNet-101 | 19.21 | 4.46 | 44,565,416 | 7,204.19M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/scnet101-0446-bc5cade0.params.log)) | +| SCNet(A)-50 | 19.01 | 4.59 | 25,583,816 | 4,715.79M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.509/scneta50-0459-c1f6f028.params.log)) | | RegNetX-200MF | 29.91 | 10.38 | 2,684,792 | 203.32M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.475/regnetx002-1038-7800b310.params.log)) | -| RegNetX-400MF | 26.25 | 8.55 | 5,157,512 | 403.44M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.479/regnetx004-0855-b933a72f.params.log)) | -| RegNetX-600MF | 24.71 | 7.56 | 6,196,040 | 608.36M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx006-0756-d41aa087.params.log)) | -| RegNetX-800MF | 24.09 | 7.24 | 7,259,656 | 809.47M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx008-0724-79309908.params.log)) | -| RegNetX-1.6GF | 22.12 | 6.13 | 9,190,136 | 1,618.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnetx016-0613-018dbe2d.params.log)) | -| RegNetX-3.2GF | 21.28 | 5.68 | 15,296,552 | 3,199.52M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/regnetx032-0568-6d4372fc.params.log)) | -| RegNetX-4.0GF | 19.51 | 4.69 | 22,118,248 | 3,986.26M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/regnetx040-0469-c22092c7.params.log)) | -| RegNetX-6.4GF | 19.22 | 4.58 | 26,209,256 | 6,490.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.535/regnetx064-0458-47334293.params.log)) | -| RegNetX-8.0GF | 19.62 | 4.66 | 39,572,648 | 8,017.90M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/regnetx080-0466-4086910a.params.log)) | -| RegNetX-12GF | 19.99 | 5.18 | 46,106,056 | 12,124.16M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/regnetx120-0518-ea20b368.params.log)) | -| RegNetX-16GF | 19.12 | 4.56 | 54,278,536 | 15,986.59M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.532/regnetx160-0456-941840a3.params.log)) | -| RegNetX-32GF | 17.83 | 3.94 | 107,811,560 | 31,790.18M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.548/regnetx320-0394-a120c8d2.params.log)) | -| RegNetY-200MF | 28.50 | 9.53 | 3,162,996 | 203.80M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.476/regnety002-0953-b37fcac0.params.log)) | -| RegNetY-400MF | 24.85 | 7.47 | 4,344,144 | 409.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/regnety004-0747-5626bdf4.params.log)) | -| RegNetY-600MF | 23.59 | 6.97 | 6,055,160 | 609.91M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety006-0697-81372679.params.log)) | -| RegNetY-800MF | 22.54 | 6.45 | 6,263,168 | 808.07M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety008-0645-d92881be.params.log)) | -| RegNetY-1.6GF | 21.23 | 5.68 | 11,202,430 | 1,628.43M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnety016-0568-c4541a25.params.log)) | -| RegNetY-3.2GF | 18.32 | 4.13 | 19,436,338 | 3,197.70M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.473/regnety032-0413-90666985.params.log)) | -| RegNetY-4.0GF | 19.56 | 4.67 | 20,646,656 | 3,997.63M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/regnety040-0467-6039a215.params.log)) | -| RegNetY-6.4GF | 18.95 | 4.45 | 30,583,252 | 6,386.79M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.513/regnety064-0445-8ae16f97.params.log)) | -| RegNetY-8.0GF | 18.78 | 4.36 | 39,180,068 | 7,994.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.516/regnety080-0436-4cd7fc61.params.log)) | -| RegNetY-12GF | 18.51 | 4.31 | 51,822,544 | 12,129.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.526/regnety120-0431-effa35b6.params.log)) | -| RegNetY-16GF | 18.63 | 4.30 | 83,590,140 | 15,941.65M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/regnety160-0430-82731569.params.log)) | -| RegNetY-32GF | 17.83 | 3.73 | 145,046,770 | 32,313.76M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.550/regnety320-0373-d26a5f80.params.log)) | -| PyramidNet-101 (a=360) | 20.41 | 5.20 | 42,455,070 | 8,743.54M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/pyramidnet101_a360-0520-3a98a2bf.params.log)) | +| RegNetX-400MF | 26.25 | 8.55 | 5,157,512 | 403.44M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.479/regnetx004-0855-b933a72f.params.log)) | +| RegNetX-600MF | 24.71 | 7.56 | 6,196,040 | 608.36M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx006-0756-d41aa087.params.log)) | +| RegNetX-800MF | 24.09 | 7.24 | 7,259,656 | 809.47M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx008-0724-79309908.params.log)) | +| RegNetX-1.6GF | 22.12 | 6.13 | 9,190,136 | 1,618.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnetx016-0613-018dbe2d.params.log)) | +| RegNetX-3.2GF | 21.28 | 5.68 | 15,296,552 | 3,199.52M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/regnetx032-0568-6d4372fc.params.log)) | +| RegNetX-4.0GF | 19.51 | 4.69 | 22,118,248 | 3,986.26M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/regnetx040-0469-c22092c7.params.log)) | +| RegNetX-6.4GF | 19.22 | 4.58 | 26,209,256 | 6,490.97M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.535/regnetx064-0458-47334293.params.log)) | +| RegNetX-8.0GF | 19.62 | 4.66 | 39,572,648 | 8,017.90M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/regnetx080-0466-4086910a.params.log)) | +| RegNetX-12GF | 19.99 | 5.18 | 46,106,056 | 12,124.16M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/regnetx120-0518-ea20b368.params.log)) | +| RegNetX-16GF | 19.12 | 4.56 | 54,278,536 | 15,986.59M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.532/regnetx160-0456-941840a3.params.log)) | +| RegNetX-32GF | 17.83 | 3.94 | 107,811,560 | 31,790.18M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.548/regnetx320-0394-a120c8d2.params.log)) | +| RegNetY-200MF | 28.50 | 9.53 | 3,162,996 | 203.80M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.476/regnety002-0953-b37fcac0.params.log)) | +| RegNetY-400MF | 24.85 | 7.47 | 4,344,144 | 409.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/regnety004-0747-5626bdf4.params.log)) | +| RegNetY-600MF | 23.59 | 6.97 | 6,055,160 | 609.91M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety006-0697-81372679.params.log)) | +| RegNetY-800MF | 22.54 | 6.45 | 6,263,168 | 808.07M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety008-0645-d92881be.params.log)) | +| RegNetY-1.6GF | 21.23 | 5.68 | 11,202,430 | 1,628.43M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnety016-0568-c4541a25.params.log)) | +| RegNetY-3.2GF | 18.32 | 4.13 | 19,436,338 | 3,197.70M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.473/regnety032-0413-90666985.params.log)) | +| RegNetY-4.0GF | 19.56 | 4.67 | 20,646,656 | 3,997.63M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/regnety040-0467-6039a215.params.log)) | +| RegNetY-6.4GF | 18.95 | 4.45 | 30,583,252 | 6,386.79M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.513/regnety064-0445-8ae16f97.params.log)) | +| RegNetY-8.0GF | 18.78 | 4.36 | 39,180,068 | 7,994.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.516/regnety080-0436-4cd7fc61.params.log)) | +| RegNetY-12GF | 18.51 | 4.31 | 51,822,544 | 12,129.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.526/regnety120-0431-effa35b6.params.log)) | +| RegNetY-16GF | 18.63 | 4.30 | 83,590,140 | 15,941.65M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/regnety160-0430-82731569.params.log)) | +| RegNetY-32GF | 17.83 | 3.73 | 145,046,770 | 32,313.76M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.550/regnety320-0373-d26a5f80.params.log)) | +| PyramidNet-101 (a=360) | 20.41 | 5.20 | 42,455,070 | 8,743.54M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/pyramidnet101_a360-0520-3a98a2bf.params.log)) | | DiracNetV2-18 | 30.61 | 11.17 | 11,511,784 | 1,796.62M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet18v2-1117-27601f6f.params.log)) | -| DiracNetV2-34 | 27.93 | 9.46 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0946-1faa6f12.params.log)) | -| CRU-Net-56 | 20.64 | 5.36 | 25,609,384 | 5,660.66M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.558/crunet56-0536-d7112ed4.params.log)) | -| DenseNet-121 | 23.25 | 6.85 | 7,978,856 | 2,872.13M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0685-d3a1fae8.params.log)) | -| DenseNet-161 | 21.82 | 5.92 | 28,681,000 | 7,793.16M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.432/densenet161-0592-29897d41.params.log)) | -| DenseNet-169 | 22.10 | 6.05 | 14,149,480 | 3,403.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.406/densenet169-0605-9c045c86.params.log)) | -| DenseNet-201 | 21.56 | 5.90 | 20,013,928 | 4,347.15M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.426/densenet201-0590-89aa8c29.params.log)) | -| CondenseNet-74 (C=G=4) | 26.82 | 8.64 | 4,773,944 | 546.06M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.4/condensenet74_c4_g4-0864-cde68fa2.params.log)) | +| DiracNetV2-34 | 27.93 | 9.46 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0946-1faa6f12.params.log)) | +| CRU-Net-56 | 20.64 | 5.36 | 25,609,384 | 5,660.66M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.558/crunet56-0536-d7112ed4.params.log)) | +| DenseNet-121 | 23.25 | 6.85 | 7,978,856 | 2,872.13M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0685-d3a1fae8.params.log)) | +| DenseNet-161 | 21.82 | 5.92 | 28,681,000 | 7,793.16M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.432/densenet161-0592-29897d41.params.log)) | +| DenseNet-169 | 22.10 | 6.05 | 14,149,480 | 3,403.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.406/densenet169-0605-9c045c86.params.log)) | +| DenseNet-201 | 21.56 | 5.90 | 20,013,928 | 4,347.15M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.426/densenet201-0590-89aa8c29.params.log)) | +| CondenseNet-74 (C=G=4) | 26.82 | 8.64 | 4,773,944 | 546.06M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.4/condensenet74_c4_g4-0864-cde68fa2.params.log)) | | CondenseNet-74 (C=G=8) | 29.76 | 10.49 | 2,935,416 | 291.52M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.4/condensenet74_c8_g8-1049-4cf4a08e.params.log)) | -| PeleeNet | 29.38 | 9.79 | 2,802,248 | 514.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.496/peleenet-0979-758d3cf9.params.log)) | -| WRN-50-2 | 22.02 | 6.06 | 68,849,128 | 11,405.42M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.520/wrn50_2-0606-5ff344ca.params.log)) | -| DRN-C-26 | 24.32 | 7.11 | 21,126,584 | 16,993.90M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/drnc26-0711-e69a4e7b.params.log)) | -| DRN-C-42 | 22.25 | 6.14 | 31,234,744 | 25,093.75M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.556/drnc42-0614-6ee5008a.params.log)) | -| DRN-C-58 | 20.47 | 5.15 | 40,542,008 | 32,489.94M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.559/drnc58-0515-418d18b2.params.log)) | -| DRN-D-22 | 24.67 | 7.44 | 16,393,752 | 13,051.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0744-aecf15fc.params.log)) | -| DRN-D-38 | 22.83 | 6.24 | 26,501,912 | 21,151.19M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0624-4a86d6eb.params.log)) | -| DRN-D-54 | 20.29 | 4.97 | 35,809,176 | 28,547.38M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.554/drnd54-0497-117ca29b.params.log)) | -| DRN-D-105 | 19.77 | 4.87 | 54,801,304 | 43,442.43M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/drnd105-0487-52286b34.params.log)) | -| DPN-68 | 22.87 | 6.58 | 12,611,602 | 2,351.84M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0658-07251919.params.log)) | -| DPN-98 | 18.29 | 4.22 | 61,570,728 | 11,716.51M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/dpn98-0422-1ace57dc.params.log)) | -| DPN-131 | 19.42 | 4.77 | 79,254,504 | 16,076.15M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.534/dpn131-0477-e814a53c.params.log)) | +| PeleeNet | 29.38 | 9.79 | 2,802,248 | 514.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.496/peleenet-0979-758d3cf9.params.log)) | +| WRN-50-2 | 22.02 | 6.06 | 68,849,128 | 11,405.42M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.520/wrn50_2-0606-5ff344ca.params.log)) | +| DRN-C-26 | 24.32 | 7.11 | 21,126,584 | 16,993.90M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/drnc26-0711-e69a4e7b.params.log)) | +| DRN-C-42 | 22.25 | 6.14 | 31,234,744 | 25,093.75M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.556/drnc42-0614-6ee5008a.params.log)) | +| DRN-C-58 | 20.47 | 5.15 | 40,542,008 | 32,489.94M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.559/drnc58-0515-418d18b2.params.log)) | +| DRN-D-22 | 24.67 | 7.44 | 16,393,752 | 13,051.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0744-aecf15fc.params.log)) | +| DRN-D-38 | 22.83 | 6.24 | 26,501,912 | 21,151.19M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0624-4a86d6eb.params.log)) | +| DRN-D-54 | 20.29 | 4.97 | 35,809,176 | 28,547.38M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.554/drnd54-0497-117ca29b.params.log)) | +| DRN-D-105 | 19.77 | 4.87 | 54,801,304 | 43,442.43M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/drnd105-0487-52286b34.params.log)) | +| DPN-68 | 22.87 | 6.58 | 12,611,602 | 2,351.84M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0658-07251919.params.log)) | +| DPN-98 | 18.29 | 4.22 | 61,570,728 | 11,716.51M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/dpn98-0422-1ace57dc.params.log)) | +| DPN-131 | 19.42 | 4.77 | 79,254,504 | 16,076.15M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.534/dpn131-0477-e814a53c.params.log)) | | DarkNet Tiny | 40.31 | 17.46 | 1,042,104 | 500.85M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.69/darknet_tiny-1746-16501793.params.log)) | | DarkNet Ref | 38.00 | 16.68 | 7,319,416 | 367.59M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.64/darknet_ref-1668-3011b4e1.params.log)) | -| DarkNet-53 | 21.27 | 5.50 | 41,609,928 | 7,133.86M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.501/darknet53-0550-1d0b4f62.params.log)) | -| i-RevNet-301 | 24.29 | 7.35 | 125,120,356 | 14,453.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/irevnet301-0735-4378cc10.params.log)) | +| DarkNet-53 | 21.27 | 5.50 | 41,609,928 | 7,133.86M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.501/darknet53-0550-1d0b4f62.params.log)) | +| i-RevNet-301 | 24.29 | 7.35 | 125,120,356 | 14,453.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/irevnet301-0735-4378cc10.params.log)) | | BagNet-9 | 48.77 | 25.36 | 15,688,744 | 16,049.19M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/bagnet9-2536-6b5d69da.params.log)) | | BagNet-17 | 36.51 | 15.23 | 16,213,032 | 15,768.77M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.558/bagnet17-1523-cc7b9a74.params.log)) | | BagNet-33 | 29.49 | 10.41 | 18,310,184 | 16,371.52M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/bagnet33-1041-3b20fa3a.params.log)) | -| DLA-34 | 24.31 | 7.05 | 15,742,104 | 3,071.37M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/dla34-0705-557c5f4f.params.log)) | +| DLA-34 | 24.31 | 7.05 | 15,742,104 | 3,071.37M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/dla34-0705-557c5f4f.params.log)) | | DLA-46-C | 33.84 | 12.86 | 1,301,400 | 585.45M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.182/dla46c-1286-5b38b67f.params.log)) | | DLA-X-46-C | 32.96 | 12.25 | 1,068,440 | 546.72M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.293/dla46xc-1225-e570f5f0.params.log)) | -| DLA-60 | 21.27 | 5.54 | 22,036,632 | 4,255.49M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/dla60-0554-88b141c4.params.log)) | -| DLA-X-60 | 20.70 | 5.53 | 17,352,344 | 3,543.68M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/dla60x-0553-58924af8.params.log)) | +| DLA-60 | 21.27 | 5.54 | 22,036,632 | 4,255.49M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/dla60-0554-88b141c4.params.log)) | +| DLA-X-60 | 20.70 | 5.53 | 17,352,344 | 3,543.68M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/dla60x-0553-58924af8.params.log)) | | DLA-X-60-C | 30.67 | 10.74 | 1,319,832 | 596.06M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.289/dla60xc-1074-1b4e4048.params.log)) | -| DLA-102 | 20.58 | 5.17 | 33,268,888 | 7,190.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/dla102-0517-0e5d954c.params.log)) | -| DLA-X-102 | 19.59 | 4.70 | 26,309,272 | 5,884.94M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.528/dla102x-0470-ea82787c.params.log)) | -| DLA-X2-102 | 18.66 | 4.23 | 41,282,200 | 9,340.61M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/dla102x2-0423-dde259b3.params.log)) | -| DLA-169 | 19.28 | 4.60 | 53,389,720 | 11,593.20M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.539/dla169-0460-71971da4.params.log)) | -| FishNet-150 | 19.15 | 4.66 | 24,959,400 | 6,435.02M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.502/fishnet150-0466-ed21862d.params.log)) | +| DLA-102 | 20.58 | 5.17 | 33,268,888 | 7,190.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/dla102-0517-0e5d954c.params.log)) | +| DLA-X-102 | 19.59 | 4.70 | 26,309,272 | 5,884.94M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.528/dla102x-0470-ea82787c.params.log)) | +| DLA-X2-102 | 18.66 | 4.23 | 41,282,200 | 9,340.61M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/dla102x2-0423-dde259b3.params.log)) | +| DLA-169 | 19.28 | 4.60 | 53,389,720 | 11,593.20M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.539/dla169-0460-71971da4.params.log)) | +| FishNet-150 | 19.15 | 4.66 | 24,959,400 | 6,435.02M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.502/fishnet150-0466-ed21862d.params.log)) | | ESPNetv2 x0.5 | 42.20 | 19.71 | 1,241,332 | 35.36M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.567/espnetv2_wd2-1971-2821c339.params.log)) | -| ESPNetv2 x1.0 | 35.29 | 14.18 | 1,670,072 | 98.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.568/espnetv2_w1-1418-341aa609.params.log)) | +| ESPNetv2 x1.0 | 34.61 | 13.83 | 1,670,072 | 98.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/espnetv2_w1-1383-3e031b74.params.log)) | | ESPNetv2 x1.25 | 32.21 | 12.26 | 1,965,440 | 138.18M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/espnetv2_w5d4-1226-2a498c6d.params.log)) | | ESPNetv2 x1.5 | 29.99 | 10.86 | 2,314,856 | 185.77M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.566/espnetv2_w3d2-1086-e869dabd.params.log)) | -| ESPNetv2 x2.0 | 27.96 | 9.41 | 3,498,136 | 306.93M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.566/espnetv2_w2-0941-ef6b1cc0.params.log)) | +| ESPNetv2 x2.0 | 27.96 | 9.41 | 3,498,136 | 306.93M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.566/espnetv2_w2-0941-ef6b1cc0.params.log)) | | DiCENet x0.2 | 54.91 | 30.51 | 1,130,704 | 18.70M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.563/dicenet_wd5-3051-46077eac.params.log)) | | DiCENet x0.5 | 47.15 | 23.08 | 1,214,120 | 30.39M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/dicenet_wd2-2308-c03d6d00.params.log)) | | DiCENet x0.75 | 37.53 | 16.18 | 1,495,676 | 55.64M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.567/dicenet_w3d4-1618-eefcffc6.params.log)) | @@ -349,7 +349,7 @@ bottleneck block. Respectively a network without b-suffix has the stride in the | DiCENet x1.25 | 33.11 | 12.51 | 2,162,888 | 111.60M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/dicenet_w5d4-1251-71073760.params.log)) | | DiCENet x1.5 | 31.00 | 11.44 | 2,652,200 | 151.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/dicenet_w3d2-1144-bb2a902d.params.log)) | | DiCENet x1.75 | 30.08 | 10.81 | 3,264,932 | 200.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/dicenet_w7d8-1081-37b9276b.params.log)) | -| DiCENet x2.0 | 29.93 | 10.58 | 3,979,044 | 257.49M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_w2-1058-66980b52.params.log)) | +| DiCENet x2.0 | 27.61 | 9.15 | 3,979,044 | 257.49M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/dicenet_w2-0915-c301319d.params.log)) | | HRNet-W18 Small V1 | 26.20 | 8.73 | 13,187,464 | 1,614.87M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/hrnet_w18_small_v1-0873-1060c1c5.params.log)) | | HRNet-W18 Small V2 | 21.71 | 6.02 | 15,597,464 | 2,618.54M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/hrnet_w18_small_v2-0602-1f319e1b.params.log)) | | HRNetV2-W18 | 20.15 | 5.00 | 21,299,004 | 4,322.66M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/hrnetv2_w18-0500-0a700902.params.log)) | diff --git a/gluon/gluoncv2/models/model_store.py b/gluon/gluoncv2/models/model_store.py index 60cea520..556ce39d 100644 --- a/gluon/gluoncv2/models/model_store.py +++ b/gluon/gluoncv2/models/model_store.py @@ -27,7 +27,7 @@ ('bn_vgg16b', '0775', '77dad99b4f72176870655ffbf59e96f3b9570a0b', 'v0.0.489'), ('bn_vgg19b', '0735', '8d9a132bfd9230304e588ec159170ee3173d64ba', 'v0.0.490'), ('bninception', '0754', '75225419bae387931f6c8ccc19dc48fb1cc8cdae', 'v0.0.405'), - ('resnet10', '1253', '651853ca974959c978f39b965b928d7c616796d3', 'v0.0.483'), + ('resnet10', '1220', '83ebb0937d85142c3f827be56f08a57a5996c90b', 'v0.0.569'), ('resnet12', '1203', 'a41948541130b9ebf8285412b38c668198e4ad4f', 'v0.0.485'), ('resnet14', '1086', '5d9f22a7aa6c821eb69fc043af2da040f36110eb', 'v0.0.491'), ('resnetbc14b', '1033', '4ff348bebc7696cd219be605668bb76546dd9641', 'v0.0.481'), @@ -189,7 +189,7 @@ ('dla169', '0460', '71971da4e881084851c9b581e719ce4edfb8292d', 'v0.0.539'), ('fishnet150', '0466', 'ed21862d14bb0a4e9d1723b7c639e455a7b141c0', 'v0.0.502'), ('espnetv2_wd2', '1971', '2821c339eb68154129e2864f1b5d74d876a08d77', 'v0.0.567'), - ('espnetv2_w1', '1418', '341aa609cf187bf05eb19566900eeeab81a8e1e2', 'v0.0.568'), + ('espnetv2_w1', '1383', '3e031b749057f0237b3ebd7954b175b4bb13200f', 'v0.0.569'), ('espnetv2_w5d4', '1226', '2a498c6d631c54dfacdd5cf9b4c6a07a6db82b2d', 'v0.0.564'), ('espnetv2_w3d2', '1086', 'e869dabdd427a4ab38016d375d5e1b2f29758cde', 'v0.0.566'), ('espnetv2_w2', '0941', 'ef6b1cc026609da7a8df81360e36ecb04985ad28', 'v0.0.566'), @@ -200,7 +200,7 @@ ('dicenet_w5d4', '1251', '710737608fb6e2282cdd3903d4a703eb1989b594', 'v0.0.515'), ('dicenet_w3d2', '1144', 'bb2a902d7adbe96472157e131153f48dfea9f37f', 'v0.0.522'), ('dicenet_w7d8', '1081', '37b9276b8b97c87554652d6963a566cbd189b054', 'v0.0.527'), - ('dicenet_w2', '1058', '66980b52c10eb72e0f254edfc1045f48f627eb37', 'v0.0.497'), + ('dicenet_w2', '0915', 'c301319d2d2867f155227389ea7402106858c6d4', 'v0.0.569'), ('hrnet_w18_small_v1', '0873', '1060c1c562770adb94115de1cad797684dbb5703', 'v0.0.492'), ('hrnet_w18_small_v2', '0602', '1f319e1b1990818754b97104467cfecf3401ae4e', 'v0.0.499'), ('hrnetv2_w18', '0500', '0a70090294c726c1f303e9114d23c9373695eb44', 'v0.0.508'), diff --git a/pytorch/README.md b/pytorch/README.md index c49069ed..1a987690 100644 --- a/pytorch/README.md +++ b/pytorch/README.md @@ -161,26 +161,26 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil - ResNet(D) is a dilated ResNet intended for use as an feature extractor in some segmentation networks. - Models with *-suffix use non-standard preprocessing (see the training log). -| Model | Top1 | Top5 | Params | FLOPs/2 | Remarks | -| --- | ---: | ---: | ---: | ---: | --- | +| Model | Top1 | Top5 | Params | FLOPs/2 | Remarks | +| --- |------:|------:| ---: | ---: | --- | | AlexNet | 38.50 | 16.64 | 62,378,344 | 1,132.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/alexnet-1664-2768cdb3.pth.log)) | | AlexNet-b | 39.74 | 17.47 | 61,100,840 | 714.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.485/alexnetb-1747-ac887bf7.pth.log)) | | ZFNet | 39.79 | 17.27 | 62,357,608 | 1,170.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.395/zfnet-1727-d010ddca.pth.log)) | | ZFNet-b | 36.37 | 14.90 | 107,627,624 | 2,479.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.400/zfnetb-1490-f6bec24e.pth.log)) | | VGG-11 | 29.90 | 10.36 | 132,863,336 | 7,615.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.381/vgg11-1036-71e85f6e.pth.log)) | -| VGG-13 | 28.76 | 9.75 | 133,047,848 | 11,317.65M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.388/vgg13-0975-2b2c8770.pth.log)) | -| VGG-16 | 26.98 | 8.65 | 138,357,544 | 15,480.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.401/vgg16-0865-5ca155da.pth.log)) | -| VGG-19 | 25.74 | 7.90 | 143,667,240 | 19,642.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.420/vgg19-0790-9bd923a8.pth.log)) | -| BN-VGG-11 | 29.01 | 9.61 | 132,866,088 | 7,630.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.339/bn_vgg11-0961-10f01fba.pth.log)) | -| BN-VGG-13 | 27.83 | 9.13 | 133,050,792 | 11,341.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.353/bn_vgg13-0913-b1acd715.pth.log)) | -| BN-VGG-16 | 25.72 | 7.79 | 138,361,768 | 15,506.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.359/bn_vgg16-0779-0f570b92.pth.log)) | -| BN-VGG-19 | 24.13 | 7.12 | 143,672,744 | 19,671.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.360/bn_vgg19-0712-3f286cbd.pth.log)) | -| BN-VGG-11b | 29.56 | 9.96 | 132,868,840 | 7,630.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.407/bn_vgg11b-0996-ef747edc.pth.log)) | -| BN-VGG-13b | 28.47 | 9.24 | 133,053,736 | 11,342.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.488/bn_vgg13b-0924-5f313c53.pth.log)) | -| BN-VGG-16b | 25.97 | 7.95 | 138,365,992 | 15,507.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/bn_vgg16b-0795-bfff365a.pth.log)) | -| BN-VGG-19b | 25.13 | 7.46 | 143,678,248 | 19,672.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.490/bn_vgg19b-0746-f523b4e4.pth.log)) | -| BN-Inception | 25.37 | 7.74 | 11,295,240 | 2,048.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.405/bninception-0774-d79ba5f5.pth.log)) | -| ResNet-10 | 32.76 | 12.93 | 5,418,792 | 894.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/resnet10-1293-cedc302c.pth.log)) | +| VGG-13 | 28.76 | 9.75 | 133,047,848 | 11,317.65M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.388/vgg13-0975-2b2c8770.pth.log)) | +| VGG-16 | 26.98 | 8.65 | 138,357,544 | 15,480.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.401/vgg16-0865-5ca155da.pth.log)) | +| VGG-19 | 25.74 | 7.90 | 143,667,240 | 19,642.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.420/vgg19-0790-9bd923a8.pth.log)) | +| BN-VGG-11 | 29.01 | 9.61 | 132,866,088 | 7,630.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.339/bn_vgg11-0961-10f01fba.pth.log)) | +| BN-VGG-13 | 27.83 | 9.13 | 133,050,792 | 11,341.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.353/bn_vgg13-0913-b1acd715.pth.log)) | +| BN-VGG-16 | 25.72 | 7.79 | 138,361,768 | 15,506.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.359/bn_vgg16-0779-0f570b92.pth.log)) | +| BN-VGG-19 | 24.13 | 7.12 | 143,672,744 | 19,671.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.360/bn_vgg19-0712-3f286cbd.pth.log)) | +| BN-VGG-11b | 29.56 | 9.96 | 132,868,840 | 7,630.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.407/bn_vgg11b-0996-ef747edc.pth.log)) | +| BN-VGG-13b | 28.47 | 9.24 | 133,053,736 | 11,342.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.488/bn_vgg13b-0924-5f313c53.pth.log)) | +| BN-VGG-16b | 25.97 | 7.95 | 138,365,992 | 15,507.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/bn_vgg16b-0795-bfff365a.pth.log)) | +| BN-VGG-19b | 25.13 | 7.46 | 143,678,248 | 19,672.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.490/bn_vgg19b-0746-f523b4e4.pth.log)) | +| BN-Inception | 25.37 | 7.74 | 11,295,240 | 2,048.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.405/bninception-0774-d79ba5f5.pth.log)) | +| ResNet-10 | 32.43 | 12.53 | 5,418,792 | 894.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/resnet10-1253-88a5961b.pth.log)) | | ResNet-12 | 32.10 | 12.23 | 5,492,776 | 1,126.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.485/resnet12-1223-84a43cf6.pth.log)) | | ResNet-14 | 30.51 | 11.09 | 5,788,200 | 1,357.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.491/resnet14-1109-b3132cbf.pth.log)) | | ResNet-BC-14b | 29.43 | 10.74 | 10,064,936 | 1,479.12M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/resnetbc14b-1074-14b1fd95.pth.log)) | @@ -188,17 +188,17 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil | ResNet-18 x0.25 | 39.62 | 17.85 | 3,937,400 | 270.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.262/resnet18_wd4-1785-fe79b31f.pth.log)) | | ResNet-18 x0.5 | 33.80 | 13.27 | 5,804,296 | 608.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.263/resnet18_wd2-1327-6654f50a.pth.log)) | | ResNet-18 x0.75 | 30.40 | 11.06 | 8,476,056 | 1,129.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.266/resnet18_w3d4-1106-3636648b.pth.log)) | -| ResNet-18 | 26.94 | 8.96 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.478/resnet18-0896-77a56f15.pth.log)) | -| ResNet-26 | 26.16 | 8.49 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnet26-0849-4bfbc640.pth.log)) | -| ResNet-BC-26b | 25.09 | 7.97 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0797-7af52a73.pth.log)) | -| ResNet-34 | 24.84 | 7.80 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0780-3f775482.pth.log)) | -| ResNet-BC-38b | 23.69 | 7.00 | 21,925,416 | 3,234.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.328/resnetbc38b-0700-3fbac61d.pth.log)) | -| ResNet-50 | 22.28 | 6.33 | 25,557,032 | 3,877.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.329/resnet50-0633-b00d1c8e.pth.log)) | -| ResNet-50b | 22.39 | 6.38 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0638-8a5473ef.pth.log)) | -| ResNet-101 | 20.79 | 5.40 | 44,549,160 | 7,597.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/resnet101-0540-65faf447.pth.log)) | -| ResNet-101b | 20.59 | 5.30 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.357/resnet101b-0530-f059ba3c.pth.log)) | -| ResNet-152 | 19.29 | 4.68 | 60,192,808 | 11,321.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.518/resnet152-0468-d46977dd.pth.log)) | -| ResNet-152b | 19.01 | 4.45 | 60,192,808 | 11,554.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.517/resnet152b-0445-2f420307.pth.log)) | +| ResNet-18 | 26.94 | 8.96 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.478/resnet18-0896-77a56f15.pth.log)) | +| ResNet-26 | 26.16 | 8.49 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnet26-0849-4bfbc640.pth.log)) | +| ResNet-BC-26b | 25.09 | 7.97 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0797-7af52a73.pth.log)) | +| ResNet-34 | 24.84 | 7.80 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0780-3f775482.pth.log)) | +| ResNet-BC-38b | 23.69 | 7.00 | 21,925,416 | 3,234.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.328/resnetbc38b-0700-3fbac61d.pth.log)) | +| ResNet-50 | 22.28 | 6.33 | 25,557,032 | 3,877.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.329/resnet50-0633-b00d1c8e.pth.log)) | +| ResNet-50b | 22.39 | 6.38 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0638-8a5473ef.pth.log)) | +| ResNet-101 | 20.79 | 5.40 | 44,549,160 | 7,597.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/resnet101-0540-65faf447.pth.log)) | +| ResNet-101b | 20.59 | 5.30 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.357/resnet101b-0530-f059ba3c.pth.log)) | +| ResNet-152 | 19.29 | 4.68 | 60,192,808 | 11,321.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.518/resnet152-0468-d46977dd.pth.log)) | +| ResNet-152b | 19.01 | 4.45 | 60,192,808 | 11,554.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.517/resnet152b-0445-2f420307.pth.log)) | | PreResNet-10 | 35.11 | 14.21 | 5,417,128 | 894.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.249/preresnet10-1421-b3973cd4.pth.log)) | | PreResNet-12 | 33.86 | 13.48 | 5,491,112 | 1,126.40M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.257/preresnet12-1348-563066fa.pth.log)) | | PreResNet-14 | 32.64 | 12.39 | 5,786,536 | 1,358.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.260/preresnet14-1239-4be725fd.pth.log)) | @@ -207,144 +207,144 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil | PreResNet-18 x0.25 | 40.06 | 18.11 | 3,935,960 | 270.93M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.272/preresnet18_wd4-1811-41135c15.pth.log)) | | PreResNet-18 x0.5 | 34.00 | 13.40 | 5,802,440 | 608.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.273/preresnet18_wd2-1340-c1fe4e31.pth.log)) | | PreResNet-18 x0.75 | 30.23 | 11.05 | 8,473,784 | 1,129.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.274/preresnet18_w3d4-1105-ed2f9ca4.pth.log)) | -| PreResNet-18 | 28.43 | 9.72 | 11,687,848 | 1,820.56M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.140/preresnet18-0972-5651bc2d.pth.log)) | -| PreResNet-26 | 26.33 | 8.51 | 17,958,568 | 2,746.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.316/preresnet26-0851-99e7d6cc.pth.log)) | -| PreResNet-BC-26b | 25.48 | 8.03 | 15,987,624 | 2,354.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.325/preresnetbc26b-0803-d7283bdd.pth.log)) | -| PreResNet-34 | 24.89 | 7.74 | 21,796,008 | 3,672.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.300/preresnet34-0774-fd5bd1e8.pth.log)) | -| PreResNet-BC-38b | 22.92 | 6.57 | 21,917,864 | 3,231.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.348/preresnetbc38b-0657-9e523bb9.pth.log)) | -| PreResNet-50 | 22.40 | 6.47 | 25,549,480 | 3,875.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.330/preresnet50-0647-222ca73b.pth.log)) | -| PreResNet-50b | 22.51 | 6.55 | 25,549,480 | 4,107.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.307/preresnet50b-0655-8b60378e.pth.log)) | -| PreResNet-101 | 20.81 | 5.63 | 44,541,608 | 7,595.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.504/preresnet101-0563-8ec82f7d.pth.log)) | -| PreResNet-101b | 21.04 | 5.56 | 44,541,608 | 7,827.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.351/preresnet101b-0556-76bfe6d0.pth.log)) | -| PreResNet-152 | 19.36 | 4.64 | 60,185,256 | 11,319.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.510/preresnet152-0464-baeb6c52.pth.log)) | -| PreResNet-152b | 19.23 | 4.59 | 60,185,256 | 11,551.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.523/preresnet152b-0459-42c9fbcf.pth.log)) | -| PreResNet-200b | 19.07 | 4.68 | 64,666,280 | 15,068.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/preresnet200b-0468-f82215f3.pth.log)) | -| PreResNet-269b | 20.35 | 5.27 | 102,065,832 | 20,101.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/preresnet269b-0527-f38eca01.pth.log)) | +| PreResNet-18 | 28.43 | 9.72 | 11,687,848 | 1,820.56M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.140/preresnet18-0972-5651bc2d.pth.log)) | +| PreResNet-26 | 26.33 | 8.51 | 17,958,568 | 2,746.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.316/preresnet26-0851-99e7d6cc.pth.log)) | +| PreResNet-BC-26b | 25.48 | 8.03 | 15,987,624 | 2,354.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.325/preresnetbc26b-0803-d7283bdd.pth.log)) | +| PreResNet-34 | 24.89 | 7.74 | 21,796,008 | 3,672.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.300/preresnet34-0774-fd5bd1e8.pth.log)) | +| PreResNet-BC-38b | 22.92 | 6.57 | 21,917,864 | 3,231.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.348/preresnetbc38b-0657-9e523bb9.pth.log)) | +| PreResNet-50 | 22.40 | 6.47 | 25,549,480 | 3,875.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.330/preresnet50-0647-222ca73b.pth.log)) | +| PreResNet-50b | 22.51 | 6.55 | 25,549,480 | 4,107.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.307/preresnet50b-0655-8b60378e.pth.log)) | +| PreResNet-101 | 20.81 | 5.63 | 44,541,608 | 7,595.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.504/preresnet101-0563-8ec82f7d.pth.log)) | +| PreResNet-101b | 21.04 | 5.56 | 44,541,608 | 7,827.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.351/preresnet101b-0556-76bfe6d0.pth.log)) | +| PreResNet-152 | 19.36 | 4.64 | 60,185,256 | 11,319.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.510/preresnet152-0464-baeb6c52.pth.log)) | +| PreResNet-152b | 19.23 | 4.59 | 60,185,256 | 11,551.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.523/preresnet152b-0459-42c9fbcf.pth.log)) | +| PreResNet-200b | 19.07 | 4.68 | 64,666,280 | 15,068.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/preresnet200b-0468-f82215f3.pth.log)) | +| PreResNet-269b | 20.35 | 5.27 | 102,065,832 | 20,101.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/preresnet269b-0527-f38eca01.pth.log)) | | ResNeXt-14 (16x4d) | 31.94 | 12.48 | 7,127,336 | 1,045.77M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.370/resnext14_16x4d-1248-35ffac2a.pth.log)) | | ResNeXt-14 (32x2d) | 32.58 | 12.81 | 7,029,416 | 1,031.32M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.371/resnext14_32x2d-1281-14521186.pth.log)) | | ResNeXt-14 (32x4d) | 30.32 | 11.46 | 9,411,880 | 1,603.46M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.327/resnext14_32x4d-1146-89aa6793.pth.log)) | -| ResNeXt-26 (32x2d) | 26.63 | 8.87 | 9,924,136 | 1,461.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.373/resnext26_32x2d-0887-c3bd1307.pth.log)) | -| ResNeXt-26 (32x4d) | 24.14 | 7.46 | 15,389,480 | 2,488.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.332/resnext26_32x4d-0746-1011ac35.pth.log)) | -| ResNeXt-50 (32x4d) | 21.08 | 5.60 | 25,028,904 | 4,255.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/resnext50_32x4d-0560-d7976503.pth.log)) | -| ResNeXt-101 (32x4d) | 18.78 | 4.34 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.530/resnext101_32x4d-0434-5ac16598.pth.log)) | -| ResNeXt-101 (64x4d) | 19.08 | 4.52 | 83,455,272 | 15,500.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/resnext101_64x4d-0452-60d1913e.pth.log)) | +| ResNeXt-26 (32x2d) | 26.63 | 8.87 | 9,924,136 | 1,461.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.373/resnext26_32x2d-0887-c3bd1307.pth.log)) | +| ResNeXt-26 (32x4d) | 24.14 | 7.46 | 15,389,480 | 2,488.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.332/resnext26_32x4d-0746-1011ac35.pth.log)) | +| ResNeXt-50 (32x4d) | 21.08 | 5.60 | 25,028,904 | 4,255.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/resnext50_32x4d-0560-d7976503.pth.log)) | +| ResNeXt-101 (32x4d) | 18.78 | 4.34 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.530/resnext101_32x4d-0434-5ac16598.pth.log)) | +| ResNeXt-101 (64x4d) | 19.08 | 4.52 | 83,455,272 | 15,500.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/resnext101_64x4d-0452-60d1913e.pth.log)) | | SE-ResNet-10 | 31.76 | 12.02 | 5,463,332 | 894.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/seresnet10-1202-8dace12e.pth.log)) | | SE-ResNet-12 | 31.93 | 12.00 | 5,537,896 | 1,126.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/seresnet12-1200-81d5406e.pth.log)) | | SE-ResNet-14 | 30.73 | 11.28 | 5,835,504 | 1,358.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet14-1128-2afa45c6.pth.log)) | -| SE-ResNet-16 | 28.72 | 9.98 | 7,024,640 | 1,589.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet16-0998-e2c666dd.pth.log)) | -| SE-ResNet-18 | 28.18 | 9.61 | 11,778,592 | 1,820.88M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.355/seresnet18-0961-022123a5.pth.log)) | -| SE-ResNet-26 | 25.67 | 8.24 | 18,093,852 | 2,747.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.363/seresnet26-0824-64fc8759.pth.log)) | -| SE-ResNet-BC-26b | 23.59 | 7.03 | 17,395,976 | 2,359.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.366/seresnetbc26b-0703-b98d9d6a.pth.log)) | -| SE-ResNet-BC-38b | 21.60 | 5.95 | 24,026,616 | 3,238.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.374/seresnetbc38b-0595-03671c05.pth.log)) | -| SE-ResNet-50 | 21.22 | 5.75 | 28,088,024 | 3,883.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.441/seresnet50-0575-004bfde4.pth.log)) | -| SE-ResNet-50b | 20.79 | 5.39 | 28,088,024 | 4,115.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.387/seresnet50b-0539-459e6871.pth.log)) | -| SE-ResNet-101 | 19.24 | 4.60 | 49,326,872 | 7,602.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.533/seresnet101-0460-37851448.pth.log)) | -| SE-ResNet-101b | 19.70 | 4.87 | 49,326,872 | 7,839.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.460/seresnet101b-0487-b83a20fd.pth.log)) | -| SE-ResNet-152 | 18.72 | 4.39 | 66,821,848 | 11,328.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.538/seresnet152-0439-7a6b02ac.pth.log)) | +| SE-ResNet-16 | 28.72 | 9.98 | 7,024,640 | 1,589.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet16-0998-e2c666dd.pth.log)) | +| SE-ResNet-18 | 28.18 | 9.61 | 11,778,592 | 1,820.88M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.355/seresnet18-0961-022123a5.pth.log)) | +| SE-ResNet-26 | 25.67 | 8.24 | 18,093,852 | 2,747.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.363/seresnet26-0824-64fc8759.pth.log)) | +| SE-ResNet-BC-26b | 23.59 | 7.03 | 17,395,976 | 2,359.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.366/seresnetbc26b-0703-b98d9d6a.pth.log)) | +| SE-ResNet-BC-38b | 21.60 | 5.95 | 24,026,616 | 3,238.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.374/seresnetbc38b-0595-03671c05.pth.log)) | +| SE-ResNet-50 | 21.22 | 5.75 | 28,088,024 | 3,883.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.441/seresnet50-0575-004bfde4.pth.log)) | +| SE-ResNet-50b | 20.79 | 5.39 | 28,088,024 | 4,115.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.387/seresnet50b-0539-459e6871.pth.log)) | +| SE-ResNet-101 | 19.24 | 4.60 | 49,326,872 | 7,602.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.533/seresnet101-0460-37851448.pth.log)) | +| SE-ResNet-101b | 19.70 | 4.87 | 49,326,872 | 7,839.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.460/seresnet101b-0487-b83a20fd.pth.log)) | +| SE-ResNet-152 | 18.72 | 4.39 | 66,821,848 | 11,328.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.538/seresnet152-0439-7a6b02ac.pth.log)) | | SE-PreResNet-10 | 32.83 | 12.57 | 5,461,668 | 894.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/sepreresnet10-1257-a08d5c61.pth.log)) | | SE-PreResNet-12 | 32.07 | 12.03 | 5,536,232 | 1,126.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet12-1203-4f8d63e2.pth.log)) | -| SE-PreResNet-16 | 28.77 | 9.75 | 7,022,976 | 1,589.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet16-0975-251c11a4.pth.log)) | -| SE-PreResNet-18 | 27.43 | 9.09 | 11,776,928 | 1,821.03M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet18-0909-cd3cc116.pth.log)) | -| SE-PreResNet-26 | 26.20 | 8.22 | 18,092,188 | 2,747.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet26-0822-2c73c690.pth.log)) | -| SE-PreResNet-BC-26b | 23.22 | 6.60 | 17,388,424 | 2,357.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.399/sepreresnetbc26b-0660-f750b2f5.pth.log)) | -| SE-PreResNet-BC-38b | 21.60 | 5.78 | 24,019,064 | 3,236.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.409/sepreresnetbc38b-0578-12827fcd.pth.log)) | -| SE-PreResNet-50b | 20.85 | 5.49 | 28,080,472 | 4,113.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.461/sepreresnet50b-0549-4628a07d.pth.log)) | -| SE-ResNeXt-50 (32x4d) | 18.94 | 4.51 | 27,559,896 | 4,261.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/seresnext50_32x4d-0451-52029a7f.pth.log)) | -| SE-ResNeXt-101 (32x4d) | 19.36 | 4.67 | 48,955,416 | 8,012.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/seresnext101_32x4d-0467-c738e758.pth.log)) | -| SE-ResNeXt-101 (64x4d) | 18.66 | 4.28 | 88,232,984 | 15,509.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/seresnext101_64x4d-0428-ea9d98df.pth.log)) | -| SENet-16 | 25.65 | 8.20 | 31,366,168 | 5,081.30M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.341/senet16-0820-373aeafd.pth.log)) | -| SENet-28 | 21.94 | 5.98 | 36,453,768 | 5,732.71M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.356/senet28-0598-27165b63.pth.log)) | -| SENet-154 | 18.85 | 4.55 | 115,088,984 | 20,745.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/senet154-0455-95dbccbe.pth.log)) | -| ResNeSt(A)-BC-14 | 22.46 | 6.47 | 10,611,688 | 2,767.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnestabc14-0647-0c3d9e34.pth.log)) | -| ResNeSt(A)-18 | 23.68 | 7.07 | 12,763,784 | 2,587.50M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnesta18-0707-efca5a69.pth.log)) | -| ResNeSt(A)-BC-26 | 19.56 | 4.76 | 17,069,448 | 3,646.57M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/resnestabc26-0476-7d97b206.pth.log)) | -| ResNeSt(A)-50 | 19.00 | 4.49 | 27,483,240 | 5,403.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.531/resnesta50-0449-8ebaf2c7.pth.log)) | -| ResNeSt(A)-101 | 17.83 | 4.03 | 48,275,016 | 10,247.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta101-0403-61e14773.pth.log)) | -| ResNeSt(A)-152 | 18.87 | 4.63 | 65,316,040 | 13,976.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/resnesta152-0463-42e22fed.pth.log)) | -| ResNeSt(A)-200 | 16.87 | 3.39 | 70,201,544 | 22,857.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0339-6dc30087.pth.log)) | -| ResNeSt(A)-269 | 16.47 | 3.38 | 110,929,480 | 46,012.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0338-6a555ce8.pth.log)) | -| IBN-ResNet-50 | 21.61 | 5.76 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/ibn_resnet50-0576-40c420fc.pth.log)) | -| IBN-ResNet-101 | 19.97 | 5.07 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibn_resnet101-0507-6f488f24.pth.log)) | -| IBN(b)-ResNet-50 | 21.79 | 5.97 | 25,558,568 | 4,112.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibnb_resnet50-0597-383b4432.pth.log)) | -| IBN-ResNeXt-101 (32x4d) | 20.10 | 5.12 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/ibn_resnext101_32x4d-0512-73534cc4.pth.log)) | -| IBN-DenseNet-121 | 23.58 | 6.73 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/ibn_densenet121-0673-0ea2c535.pth.log)) | -| IBN-DenseNet-169 | 22.42 | 6.19 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.500/ibn_densenet169-0619-ec2c0556.pth.log)) | -| AirNet50-1x64d (r=2) | 20.63 | 5.32 | 27,425,864 | 4,772.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/airnet50_1x64d_r2-0532-398445f4.pth.log)) | -| AirNet50-1x64d (r=16) | 21.24 | 5.60 | 25,714,952 | 4,399.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.519/airnet50_1x64d_r16-0560-d46d344b.pth.log)) | -| AirNeXt50-32x4d (r=2) | 20.14 | 5.15 | 27,604,296 | 5,339.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.521/airnext50_32x4d_r2-0515-85f13273.pth.log)) | -| BAM-ResNet-50 | 20.91 | 5.47 | 25,915,099 | 4,196.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/bam_resnet50-0547-a04adf3c.pth.log)) | -| CBAM-ResNet-50 | 20.17 | 5.05 | 28,089,624 | 4,116.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.537/cbam_resnet50-0505-d8cf8488.pth.log)) | -| SCNet-50 | 21.22 | 5.47 | 25,564,584 | 3,951.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/scnet50-0547-18741240.pth.log)) | -| SCNet-101 | 19.91 | 4.84 | 44,565,416 | 7,204.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/scnet101-0484-13801569.pth.log)) | -| SCNet(A)-50 | 19.53 | 4.68 | 25,583,816 | 4,715.84M | From [MCG-NKU/SCNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.472/scneta50-0468-eb3c25d6.pth.log)) | +| SE-PreResNet-16 | 28.77 | 9.75 | 7,022,976 | 1,589.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet16-0975-251c11a4.pth.log)) | +| SE-PreResNet-18 | 27.43 | 9.09 | 11,776,928 | 1,821.03M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet18-0909-cd3cc116.pth.log)) | +| SE-PreResNet-26 | 26.20 | 8.22 | 18,092,188 | 2,747.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet26-0822-2c73c690.pth.log)) | +| SE-PreResNet-BC-26b | 23.22 | 6.60 | 17,388,424 | 2,357.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.399/sepreresnetbc26b-0660-f750b2f5.pth.log)) | +| SE-PreResNet-BC-38b | 21.60 | 5.78 | 24,019,064 | 3,236.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.409/sepreresnetbc38b-0578-12827fcd.pth.log)) | +| SE-PreResNet-50b | 20.85 | 5.49 | 28,080,472 | 4,113.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.461/sepreresnet50b-0549-4628a07d.pth.log)) | +| SE-ResNeXt-50 (32x4d) | 18.94 | 4.51 | 27,559,896 | 4,261.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/seresnext50_32x4d-0451-52029a7f.pth.log)) | +| SE-ResNeXt-101 (32x4d) | 19.36 | 4.67 | 48,955,416 | 8,012.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/seresnext101_32x4d-0467-c738e758.pth.log)) | +| SE-ResNeXt-101 (64x4d) | 18.66 | 4.28 | 88,232,984 | 15,509.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/seresnext101_64x4d-0428-ea9d98df.pth.log)) | +| SENet-16 | 25.65 | 8.20 | 31,366,168 | 5,081.30M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.341/senet16-0820-373aeafd.pth.log)) | +| SENet-28 | 21.94 | 5.98 | 36,453,768 | 5,732.71M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.356/senet28-0598-27165b63.pth.log)) | +| SENet-154 | 18.85 | 4.55 | 115,088,984 | 20,745.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/senet154-0455-95dbccbe.pth.log)) | +| ResNeSt(A)-BC-14 | 22.46 | 6.47 | 10,611,688 | 2,767.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnestabc14-0647-0c3d9e34.pth.log)) | +| ResNeSt(A)-18 | 23.68 | 7.07 | 12,763,784 | 2,587.50M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnesta18-0707-efca5a69.pth.log)) | +| ResNeSt(A)-BC-26 | 19.56 | 4.76 | 17,069,448 | 3,646.57M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/resnestabc26-0476-7d97b206.pth.log)) | +| ResNeSt(A)-50 | 19.00 | 4.49 | 27,483,240 | 5,403.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.531/resnesta50-0449-8ebaf2c7.pth.log)) | +| ResNeSt(A)-101 | 17.83 | 4.03 | 48,275,016 | 10,247.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta101-0403-61e14773.pth.log)) | +| ResNeSt(A)-152 | 18.87 | 4.63 | 65,316,040 | 13,976.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/resnesta152-0463-42e22fed.pth.log)) | +| ResNeSt(A)-200 | 16.87 | 3.39 | 70,201,544 | 22,857.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0339-6dc30087.pth.log)) | +| ResNeSt(A)-269 | 16.47 | 3.38 | 110,929,480 | 46,012.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0338-6a555ce8.pth.log)) | +| IBN-ResNet-50 | 21.61 | 5.76 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/ibn_resnet50-0576-40c420fc.pth.log)) | +| IBN-ResNet-101 | 19.97 | 5.07 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibn_resnet101-0507-6f488f24.pth.log)) | +| IBN(b)-ResNet-50 | 21.79 | 5.97 | 25,558,568 | 4,112.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibnb_resnet50-0597-383b4432.pth.log)) | +| IBN-ResNeXt-101 (32x4d) | 20.10 | 5.12 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/ibn_resnext101_32x4d-0512-73534cc4.pth.log)) | +| IBN-DenseNet-121 | 23.58 | 6.73 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/ibn_densenet121-0673-0ea2c535.pth.log)) | +| IBN-DenseNet-169 | 22.42 | 6.19 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.500/ibn_densenet169-0619-ec2c0556.pth.log)) | +| AirNet50-1x64d (r=2) | 20.63 | 5.32 | 27,425,864 | 4,772.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/airnet50_1x64d_r2-0532-398445f4.pth.log)) | +| AirNet50-1x64d (r=16) | 21.24 | 5.60 | 25,714,952 | 4,399.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.519/airnet50_1x64d_r16-0560-d46d344b.pth.log)) | +| AirNeXt50-32x4d (r=2) | 20.14 | 5.15 | 27,604,296 | 5,339.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.521/airnext50_32x4d_r2-0515-85f13273.pth.log)) | +| BAM-ResNet-50 | 20.91 | 5.47 | 25,915,099 | 4,196.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/bam_resnet50-0547-a04adf3c.pth.log)) | +| CBAM-ResNet-50 | 20.17 | 5.05 | 28,089,624 | 4,116.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.537/cbam_resnet50-0505-d8cf8488.pth.log)) | +| SCNet-50 | 21.22 | 5.47 | 25,564,584 | 3,951.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/scnet50-0547-18741240.pth.log)) | +| SCNet-101 | 19.91 | 4.84 | 44,565,416 | 7,204.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/scnet101-0484-13801569.pth.log)) | +| SCNet(A)-50 | 19.53 | 4.68 | 25,583,816 | 4,715.84M | From [MCG-NKU/SCNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.472/scneta50-0468-eb3c25d6.pth.log)) | | RegNetX-200MF | 30.20 | 10.66 | 2,684,792 | 203.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.475/regnetx002-1066-e389d6ce.pth.log)) | -| RegNetX-400MF | 26.44 | 8.66 | 5,157,512 | 403.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.479/regnetx004-0866-9584cc0b.pth.log)) | -| RegNetX-600MF | 24.96 | 7.91 | 6,196,040 | 608.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx006-0791-30ca597a.pth.log)) | -| RegNetX-800MF | 24.21 | 7.40 | 7,259,656 | 809.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx008-0740-157abf5e.pth.log)) | -| RegNetX-1.6GF | 22.44 | 6.37 | 9,190,136 | 1,618.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnetx016-0637-6de8a97b.pth.log)) | -| RegNetX-3.2GF | 21.48 | 5.92 | 15,296,552 | 3,199.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/regnetx032-0592-75dc82ab.pth.log)) | -| RegNetX-4.0GF | 19.69 | 4.88 | 22,118,248 | 3,986.29M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/regnetx040-0488-b891108c.pth.log)) | -| RegNetX-6.4GF | 19.50 | 4.68 | 26,209,256 | 6,491.01M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.535/regnetx064-0468-bea758f9.pth.log)) | -| RegNetX-8.0GF | 19.75 | 4.86 | 39,572,648 | 8,017.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/regnetx080-0486-1d94db03.pth.log)) | -| RegNetX-12GF | 20.02 | 5.32 | 46,106,056 | 12,124.22M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/regnetx120-0532-a93ee3a7.pth.log)) | -| RegNetX-16GF | 19.29 | 4.77 | 54,278,536 | 15,986.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.532/regnetx160-0477-bd9f3534.pth.log)) | -| RegNetX-32GF | 18.00 | 4.13 | 107,811,560 | 31,790.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.548/regnetx320-0413-34bc3cd2.pth.log)) | -| RegNetY-200MF | 28.66 | 9.80 | 3,162,996 | 203.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.476/regnety002-0980-57f04168.pth.log)) | -| RegNetY-400MF | 25.02 | 7.69 | 4,344,144 | 410.35M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/regnety004-0769-8c36573f.pth.log)) | -| RegNetY-600MF | 23.79 | 7.12 | 6,055,160 | 610.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety006-0712-d6401a37.pth.log)) | -| RegNetY-800MF | 22.67 | 6.60 | 6,263,168 | 808.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety008-0660-ed298c23.pth.log)) | -| RegNetY-1.6GF | 21.41 | 5.81 | 11,202,430 | 1,629.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnety016-0581-b45eccd6.pth.log)) | -| RegNetY-3.2GF | 18.04 | 4.04 | 19,436,338 | 3,199.15M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.473/regnety032-0404-cb331486.pth.log)) | -| RegNetY-4.0GF | 19.56 | 4.70 | 20,646,656 | 3,999.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/regnety040-0470-052d7681.pth.log)) | -| RegNetY-6.4GF | 19.03 | 4.56 | 30,583,252 | 6,388.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.513/regnety064-0456-bff39135.pth.log)) | -| RegNetY-8.0GF | 18.91 | 4.48 | 39,180,068 | 7,996.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.516/regnety080-0448-c084bf6a.pth.log)) | -| RegNetY-12GF | 18.67 | 4.42 | 51,822,544 | 12,132.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.526/regnety120-0442-bf259560.pth.log)) | -| RegNetY-16GF | 18.82 | 4.44 | 83,590,140 | 15,944.53M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/regnety160-0444-e7e05d91.pth.log)) | -| RegNetY-32GF | 17.92 | 3.83 | 145,046,770 | 32,317.66M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.550/regnety320-0383-a8b16205.pth.log)) | -| PyramidNet-101 (a=360) | 20.53 | 5.43 | 42,455,070 | 8,743.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/pyramidnet101_a360-0543-7f1747f8.pth.log)) | +| RegNetX-400MF | 26.44 | 8.66 | 5,157,512 | 403.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.479/regnetx004-0866-9584cc0b.pth.log)) | +| RegNetX-600MF | 24.96 | 7.91 | 6,196,040 | 608.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx006-0791-30ca597a.pth.log)) | +| RegNetX-800MF | 24.21 | 7.40 | 7,259,656 | 809.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx008-0740-157abf5e.pth.log)) | +| RegNetX-1.6GF | 22.44 | 6.37 | 9,190,136 | 1,618.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnetx016-0637-6de8a97b.pth.log)) | +| RegNetX-3.2GF | 21.48 | 5.92 | 15,296,552 | 3,199.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/regnetx032-0592-75dc82ab.pth.log)) | +| RegNetX-4.0GF | 19.69 | 4.88 | 22,118,248 | 3,986.29M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/regnetx040-0488-b891108c.pth.log)) | +| RegNetX-6.4GF | 19.50 | 4.68 | 26,209,256 | 6,491.01M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.535/regnetx064-0468-bea758f9.pth.log)) | +| RegNetX-8.0GF | 19.75 | 4.86 | 39,572,648 | 8,017.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/regnetx080-0486-1d94db03.pth.log)) | +| RegNetX-12GF | 20.02 | 5.32 | 46,106,056 | 12,124.22M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/regnetx120-0532-a93ee3a7.pth.log)) | +| RegNetX-16GF | 19.29 | 4.77 | 54,278,536 | 15,986.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.532/regnetx160-0477-bd9f3534.pth.log)) | +| RegNetX-32GF | 18.00 | 4.13 | 107,811,560 | 31,790.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.548/regnetx320-0413-34bc3cd2.pth.log)) | +| RegNetY-200MF | 28.66 | 9.80 | 3,162,996 | 203.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.476/regnety002-0980-57f04168.pth.log)) | +| RegNetY-400MF | 25.02 | 7.69 | 4,344,144 | 410.35M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/regnety004-0769-8c36573f.pth.log)) | +| RegNetY-600MF | 23.79 | 7.12 | 6,055,160 | 610.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety006-0712-d6401a37.pth.log)) | +| RegNetY-800MF | 22.67 | 6.60 | 6,263,168 | 808.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety008-0660-ed298c23.pth.log)) | +| RegNetY-1.6GF | 21.41 | 5.81 | 11,202,430 | 1,629.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnety016-0581-b45eccd6.pth.log)) | +| RegNetY-3.2GF | 18.04 | 4.04 | 19,436,338 | 3,199.15M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.473/regnety032-0404-cb331486.pth.log)) | +| RegNetY-4.0GF | 19.56 | 4.70 | 20,646,656 | 3,999.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/regnety040-0470-052d7681.pth.log)) | +| RegNetY-6.4GF | 19.03 | 4.56 | 30,583,252 | 6,388.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.513/regnety064-0456-bff39135.pth.log)) | +| RegNetY-8.0GF | 18.91 | 4.48 | 39,180,068 | 7,996.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.516/regnety080-0448-c084bf6a.pth.log)) | +| RegNetY-12GF | 18.67 | 4.42 | 51,822,544 | 12,132.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.526/regnety120-0442-bf259560.pth.log)) | +| RegNetY-16GF | 18.82 | 4.44 | 83,590,140 | 15,944.53M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/regnety160-0444-e7e05d91.pth.log)) | +| RegNetY-32GF | 17.92 | 3.83 | 145,046,770 | 32,317.66M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.550/regnety320-0383-a8b16205.pth.log)) | +| PyramidNet-101 (a=360) | 20.53 | 5.43 | 42,455,070 | 8,743.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/pyramidnet101_a360-0543-7f1747f8.pth.log)) | | DiracNetV2-18 | 31.47 | 11.70 | 11,511,784 | 1,796.62M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet18v2-1170-e0673770.pth.log)) | -| DiracNetV2-34 | 28.75 | 9.93 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0993-a6a661c0.pth.log)) | -| DenseNet-121 | 23.48 | 7.04 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0704-cf90d139.pth.log)) | -| DenseNet-161 | 21.91 | 6.06 | 28,681,000 | 7,793.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.432/densenet161-0606-da489277.pth.log)) | -| DenseNet-169 | 22.42 | 6.29 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.406/densenet169-0629-44974a17.pth.log)) | -| DenseNet-201 | 21.78 | 6.12 | 20,013,928 | 4,347.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.426/densenet201-0612-6adc8625.pth.log)) | -| CondenseNet-74 (C=G=4) | 26.25 | 8.28 | 4,773,944 | 546.06M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.4/condensenet74_c4_g4-0828-5ba55049.pth.log)) | +| DiracNetV2-34 | 28.75 | 9.93 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0993-a6a661c0.pth.log)) | +| DenseNet-121 | 23.48 | 7.04 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0704-cf90d139.pth.log)) | +| DenseNet-161 | 21.91 | 6.06 | 28,681,000 | 7,793.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.432/densenet161-0606-da489277.pth.log)) | +| DenseNet-169 | 22.42 | 6.29 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.406/densenet169-0629-44974a17.pth.log)) | +| DenseNet-201 | 21.78 | 6.12 | 20,013,928 | 4,347.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.426/densenet201-0612-6adc8625.pth.log)) | +| CondenseNet-74 (C=G=4) | 26.25 | 8.28 | 4,773,944 | 546.06M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.4/condensenet74_c4_g4-0828-5ba55049.pth.log)) | | CondenseNet-74 (C=G=8) | 28.93 | 10.06 | 2,935,416 | 291.52M | From [ShichenLiu/CondenseNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.4/condensenet74_c8_g8-1006-3574d874.pth.log)) | | PeleeNet | 29.41 | 10.04 | 2,802,248 | 514.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.496/peleenet-1004-5107a95d.pth.log)) | -| WRN-50-2 | 22.25 | 6.26 | 68,849,128 | 11,405.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.520/wrn50_2-0626-1e67b96c.pth.log)) | -| DRN-C-26 | 24.61 | 7.23 | 21,126,584 | 16,993.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/drnc26-0723-e7306483.pth.log)) | -| DRN-C-42 | 22.37 | 6.28 | 31,234,744 | 25,093.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.556/drnc42-0628-8817241f.pth.log)) | -| DRN-C-58 | 20.65 | 5.27 | 40,542,008 | 32,489.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.559/drnc58-0527-3f74be98.pth.log)) | -| DRN-D-22 | 24.86 | 7.58 | 16,393,752 | 13,051.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0758-02cb44bd.pth.log)) | -| DRN-D-38 | 22.94 | 6.43 | 26,501,912 | 21,151.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0643-496f648b.pth.log)) | -| DRN-D-54 | 20.40 | 5.17 | 35,809,176 | 28,547.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.554/drnd54-0517-caa3c85d.pth.log)) | -| DRN-D-105 | 19.87 | 5.01 | 54,801,304 | 43,442.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/drnd105-0501-8dc6aa76.pth.log)) | -| DPN-68 | 23.24 | 6.79 | 12,611,602 | 2,351.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0679-a33c98c7.pth.log)) | -| DPN-98 | 18.44 | 4.30 | 61,570,728 | 11,716.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/dpn98-0430-50ff8ef6.pth.log)) | -| DPN-131 | 19.62 | 5.03 | 79,254,504 | 16,076.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.534/dpn131-0503-1765c5ee.pth.log)) | +| WRN-50-2 | 22.25 | 6.26 | 68,849,128 | 11,405.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.520/wrn50_2-0626-1e67b96c.pth.log)) | +| DRN-C-26 | 24.61 | 7.23 | 21,126,584 | 16,993.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/drnc26-0723-e7306483.pth.log)) | +| DRN-C-42 | 22.37 | 6.28 | 31,234,744 | 25,093.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.556/drnc42-0628-8817241f.pth.log)) | +| DRN-C-58 | 20.65 | 5.27 | 40,542,008 | 32,489.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.559/drnc58-0527-3f74be98.pth.log)) | +| DRN-D-22 | 24.86 | 7.58 | 16,393,752 | 13,051.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0758-02cb44bd.pth.log)) | +| DRN-D-38 | 22.94 | 6.43 | 26,501,912 | 21,151.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0643-496f648b.pth.log)) | +| DRN-D-54 | 20.40 | 5.17 | 35,809,176 | 28,547.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.554/drnd54-0517-caa3c85d.pth.log)) | +| DRN-D-105 | 19.87 | 5.01 | 54,801,304 | 43,442.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/drnd105-0501-8dc6aa76.pth.log)) | +| DPN-68 | 23.24 | 6.79 | 12,611,602 | 2,351.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0679-a33c98c7.pth.log)) | +| DPN-98 | 18.44 | 4.30 | 61,570,728 | 11,716.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/dpn98-0430-50ff8ef6.pth.log)) | +| DPN-131 | 19.62 | 5.03 | 79,254,504 | 16,076.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.534/dpn131-0503-1765c5ee.pth.log)) | | DarkNet Tiny | 40.74 | 17.84 | 1,042,104 | 500.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.69/darknet_tiny-1784-4561e1ad.pth.log)) | | DarkNet Ref | 38.58 | 17.18 | 7,319,416 | 367.59M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.64/darknet_ref-1718-034595b4.pth.log)) | -| DarkNet-53 | 21.33 | 5.58 | 41,609,928 | 7,133.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.501/darknet53-0558-8be575a0.pth.log)) | -| i-RevNet-301 | 24.31 | 7.52 | 125,120,356 | 14,453.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/irevnet301-0752-d378865f.pth.log)) | +| DarkNet-53 | 21.33 | 5.58 | 41,609,928 | 7,133.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.501/darknet53-0558-8be575a0.pth.log)) | +| i-RevNet-301 | 24.31 | 7.52 | 125,120,356 | 14,453.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/irevnet301-0752-d378865f.pth.log)) | | BagNet-9 | 49.15 | 25.76 | 15,688,744 | 16,049.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/bagnet9-2576-36d935e1.pth.log)) | | BagNet-17 | 36.88 | 15.51 | 16,213,032 | 15,768.77M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.558/bagnet17-1551-04da269c.pth.log)) | | BagNet-33 | 29.82 | 10.70 | 18,310,184 | 16,371.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/bagnet33-1070-7d16b6f4.pth.log)) | -| DLA-34 | 24.59 | 7.24 | 15,742,104 | 3,071.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/dla34-0724-649c67e6.pth.log)) | +| DLA-34 | 24.59 | 7.24 | 15,742,104 | 3,071.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/dla34-0724-649c67e6.pth.log)) | | DLA-46-C | 34.28 | 13.23 | 1,301,400 | 585.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.282/dla46c-1323-efcd3636.pth.log)) | | DLA-X-46-C | 33.26 | 12.69 | 1,068,440 | 546.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.293/dla46xc-1269-00d3754a.pth.log)) | -| DLA-60 | 21.47 | 5.70 | 22,036,632 | 4,255.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/dla60-0570-f8ea80aa.pth.log)) | -| DLA-X-60 | 21.07 | 5.75 | 17,352,344 | 3,543.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/dla60x-0575-fae6dc6d.pth.log)) | +| DLA-60 | 21.47 | 5.70 | 22,036,632 | 4,255.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/dla60-0570-f8ea80aa.pth.log)) | +| DLA-X-60 | 21.07 | 5.75 | 17,352,344 | 3,543.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/dla60x-0575-fae6dc6d.pth.log)) | | DLA-X-60-C | 30.98 | 10.91 | 1,319,832 | 596.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.289/dla60xc-1091-0f6381f3.pth.log)) | -| DLA-102 | 20.69 | 5.37 | 33,268,888 | 7,190.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/dla102-0537-fdabf0c3.pth.log)) | -| DLA-X-102 | 19.70 | 4.88 | 26,309,272 | 5,884.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.528/dla102x-0488-b1727759.pth.log)) | -| DLA-X2-102 | 18.84 | 4.37 | 41,282,200 | 9,340.61M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/dla102x2-0437-8922a457.pth.log)) | -| DLA-169 | 19.39 | 4.71 | 53,389,720 | 11,593.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.539/dla169-0471-402f95f0.pth.log)) | -| FishNet-150 | 19.26 | 4.75 | 24,959,400 | 6,435.05M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.502/fishnet150-0475-93e26daa.pth.log)) | +| DLA-102 | 20.69 | 5.37 | 33,268,888 | 7,190.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/dla102-0537-fdabf0c3.pth.log)) | +| DLA-X-102 | 19.70 | 4.88 | 26,309,272 | 5,884.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.528/dla102x-0488-b1727759.pth.log)) | +| DLA-X2-102 | 18.84 | 4.37 | 41,282,200 | 9,340.61M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/dla102x2-0437-8922a457.pth.log)) | +| DLA-169 | 19.39 | 4.71 | 53,389,720 | 11,593.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.539/dla169-0471-402f95f0.pth.log)) | +| FishNet-150 | 19.26 | 4.75 | 24,959,400 | 6,435.05M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.502/fishnet150-0475-93e26daa.pth.log)) | | ESPNetv2 x0.5 | 42.32 | 20.15 | 1,241,332 | 35.36M | From [sacmehta/ESPNetv2] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.238/espnetv2_wd2-2015-d234781f.pth.log)) | | ESPNetv2 x1.0 | 33.92 | 13.45 | 1,670,072 | 98.09M | From [sacmehta/ESPNetv2] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.238/espnetv2_w1-1345-550d5422.pth.log)) | | ESPNetv2 x1.25 | 32.06 | 12.18 | 1,965,440 | 138.18M | From [sacmehta/ESPNetv2] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.238/espnetv2_w5d4-1218-85d97b2b.pth.log)) | | ESPNetv2 x1.5 | 30.19 | 11.08 | 2,314,856 | 185.77M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.566/espnetv2_w3d2-1108-40da2416.pth.log)) | -| ESPNetv2 x2.0 | 27.94 | 9.61 | 3,498,136 | 306.93M | From [sacmehta/ESPNetv2] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.238/espnetv2_w2-0961-13ba0f72.pth.log)) | +| ESPNetv2 x2.0 | 27.94 | 9.61 | 3,498,136 | 306.93M | From [sacmehta/ESPNetv2] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.238/espnetv2_w2-0961-13ba0f72.pth.log)) | | DiCENet x0.2 | 53.91 | 29.38 | 1,130,704 | 18.76M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_wd5-2938-2d721aa1.pth.log)) | | DiCENet x0.5 | 46.16 | 22.58 | 1,214,120 | 30.48M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_wd2-2258-4f35289a.pth.log)) | | DiCENet x0.75 | 37.06 | 15.74 | 1,495,676 | 55.80M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_w3d4-1574-29d7d14f.pth.log)) | @@ -352,7 +352,7 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil | DiCENet x1.25 | 32.26 | 12.40 | 2,162,888 | 111.87M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_w5d4-1240-8c4dd6f6.pth.log)) | | DiCENet x1.5 | 30.55 | 11.23 | 2,652,200 | 151.81M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_w3d2-1123-e5c5db64.pth.log)) | | DiCENet x1.75 | 29.76 | 10.62 | 3,264,932 | 201.26M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_w7d8-1062-8b599d46.pth.log)) | -| DiCENet x2.0 | 28.95 | 10.19 | 3,979,044 | 257.95M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_w2-1019-44e2153f.pth.log)) | +| DiCENet x2.0 | 27.93 | 9.45 | 3,979,044 | 257.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/dicenet_w2-0945-5c48ba97.pth.log)) | | HRNet-W18 Small V1 | 26.48 | 9.01 | 13,187,464 | 1,615.00M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/hrnet_w18_small_v1-0901-30023064.pth.log)) | | HRNet-W18 Small V2 | 21.93 | 6.18 | 15,597,464 | 2,618.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/hrnet_w18_small_v2-0618-ef7b1fe4.pth.log)) | | HRNetV2-W18 | 20.20 | 5.12 | 21,299,004 | 4,323.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/hrnetv2_w18-0512-9d2b7fbf.pth.log)) | diff --git a/pytorch/pytorchcv/models/model_store.py b/pytorch/pytorchcv/models/model_store.py index 2727ad94..877fb83e 100644 --- a/pytorch/pytorchcv/models/model_store.py +++ b/pytorch/pytorchcv/models/model_store.py @@ -28,7 +28,7 @@ ('bn_vgg16b', '0795', 'bfff365ac38a763aaed4b4d9bdc7b2cdbe6c8e9f', 'v0.0.489', 'BN-VGG-16b', '1409.1556', 'in1k', 224, 0.875, 200, ''), # noqa ('bn_vgg19b', '0746', 'f523b4e4b070a170f63e9bb6965fca3764751aa9', 'v0.0.490', 'BN-VGG-19b', '1409.1556', 'in1k', 224, 0.875, 200, ''), # noqa ('bninception', '0774', 'd79ba5f573ba2da5fea5e4c9a7f67ddd526e234b', 'v0.0.405', 'BN-Inception', '1502.03167', 'in1k', 224, 0.875, 200, ''), # noqa - ('resnet10', '1293', 'cedc302c71cfa87c1fb2c52a9c156522187fd929', 'v0.0.483', 'ResNet-10', '1512.03385', 'in1k', 224, 0.875, 200, ''), # noqa + ('resnet10', '1253', '88a5961b62448ef51d57e749675cdb097695a634', 'v0.0.569', 'ResNet-10', '1512.03385', 'in1k', 224, 0.875, 200, ''), # noqa ('resnet12', '1223', '84a43cf672c708a016dd1142ca1a23c278931532', 'v0.0.485', 'ResNet-12', '1512.03385', 'in1k', 224, 0.875, 200, ''), # noqa ('resnet14', '1109', 'b3132cbfb7d64ae83b1cd2e3954f4c5b1180fd7b', 'v0.0.491', 'ResNet-14', '1512.03385', 'in1k', 224, 0.875, 200, ''), # noqa ('resnetbc14b', '1074', '14b1fd95d8b7964c0e7c6eba22f6f58db03d3df0', 'v0.0.481', 'ResNet-BC-14b', '1512.03385', 'in1k', 224, 0.875, 200, ''), # noqa @@ -200,7 +200,7 @@ ('dicenet_w5d4', '1240', '8c4dd6f6be26e3c29012377e4b1bd88d5089977a', 'v0.0.497', 'DiCENet x1.25', '1906.03516', 'in1k', 224, 0.875, 200, '[sacmehta/EdgeNets]'), # noqa ('dicenet_w3d2', '1123', 'e5c5db64a407bd9cd6567301b2d6477ea614dc87', 'v0.0.497', 'DiCENet x1.5', '1906.03516', 'in1k', 224, 0.875, 200, '[sacmehta/EdgeNets]'), # noqa ('dicenet_w7d8', '1062', '8b599d4697ce5f2c95f26104796c3089cff5f6c6', 'v0.0.497', 'DiCENet x1.75', '1906.03516', 'in1k', 224, 0.875, 200, '[sacmehta/EdgeNets]'), # noqa - ('dicenet_w2', '1019', '44e2153f20e75365950e5066701c165a8b928a93', 'v0.0.497', 'DiCENet x2.0', '1906.03516', 'in1k', 224, 0.875, 200, '[sacmehta/EdgeNets]'), # noqa + ('dicenet_w2', '0945', '5c48ba97187df4bbc9ca30071facd1728f8808ad', 'v0.0.569', 'DiCENet x2.0', '1906.03516', 'in1k', 224, 0.875, 200, ''), # noqa ('hrnet_w18_small_v1', '0901', '300230646c0796b7ba20954a9245803ecac4cdf0', 'v0.0.492', 'HRNet-W18 Small V1', '1908.07919', 'in1k', 224, 0.875, 200, ''), # noqa ('hrnet_w18_small_v2', '0618', 'ef7b1fe4e206cadaad6a59faef1e0bc6104da825', 'v0.0.499', 'HRNet-W18 Small V2', '1908.07919', 'in1k', 224, 0.875, 200, ''), # noqa ('hrnetv2_w18', '0512', '9d2b7fbfb4a0efd878172ec8f81d517ba347a6a2', 'v0.0.508', 'HRNetV2-W18', '1908.07919', 'in1k', 224, 0.875, 200, ''), # noqa diff --git a/tensorflow2/README.md b/tensorflow2/README.md index 0b780967..11f81d95 100644 --- a/tensorflow2/README.md +++ b/tensorflow2/README.md @@ -119,44 +119,44 @@ Some remarks: - ResNet(D) is a dilated ResNet intended for use as an feature extractor in some segmentation networks. - Models with *-suffix use non-standard preprocessing (see the training log). -| Model | Top1 | Top5 | Params | FLOPs/2 | Remarks | -| --- | ---: | ---: | ---: | ---: | --- | +| Model | Top1 | Top5 | Params | FLOPs/2 | Remarks | +| --- |------:|------:| ---: | ---: | --- | | AlexNet | 38.06 | 16.09 | 62,378,344 | 1,132.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/alexnet-1609-8ae4618e.tf2.h5.log)) | | AlexNet-b | 39.28 | 17.06 | 61,100,840 | 714.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.485/alexnetb-1706-df9cb6fd.tf2.h5.log)) | | ZFNet | 395.0 | 17.17 | 62,357,608 | 1,170.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/zfnet-1717-9500db30.tf2.h5.log)) | | ZFNet-b | 36.28 | 14.80 | 107,627,624 | 2,479.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/zfnetb-1480-47533f6a.tf2.h5.log)) | | VGG-11 | 29.59 | 10.17 | 132,863,336 | 7,615.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/vgg11-1017-c20556f4.tf2.h5.log)) | -| VGG-13 | 28.41 | 9.51 | 133,047,848 | 11,317.65M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/vgg13-0951-9fa609fc.tf2.h5.log)) | -| VGG-16 | 26.59 | 8.34 | 138,357,544 | 15,480.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/vgg16-0834-ce78831f.tf2.h5.log)) | -| VGG-19 | 25.57 | 7.68 | 143,667,240 | 19,642.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/vgg19-0768-ec5ac0ba.tf2.h5.log)) | -| BN-VGG-11 | 28.57 | 9.36 | 132,866,088 | 7,630.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg11-0936-ef31b866.tf2.h5.log)) | -| BN-VGG-13 | 27.67 | 8.87 | 133,050,792 | 11,341.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg13-0887-2cccc725.tf2.h5.log)) | -| BN-VGG-16 | 25.46 | 7.59 | 138,361,768 | 15,506.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg16-0759-1ca9dee8.tf2.h5.log)) | -| BN-VGG-19 | 23.89 | 6.88 | 143,672,744 | 19,671.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg19-0688-81d25be8.tf2.h5.log)) | -| BN-VGG-11b | 29.31 | 9.75 | 132,868,840 | 7,630.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg11b-0975-aeaccfdc.tf2.h5.log)) | -| BN-VGG-13b | 28.23 | 9.16 | 133,053,736 | 11,342.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.488/bn_vgg13b-0916-64ddd3e7.tf2.h5.log)) | -| BN-VGG-16b | 25.80 | 7.76 | 138,365,992 | 15,507.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/bn_vgg16b-0776-4e07f81c.tf2.h5.log)) | -| BN-VGG-19b | 24.86 | 7.33 | 143,678,248 | 19,672.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.490/bn_vgg19b-0733-7a0920e8.tf2.h5.log)) | -| BN-Inception | 26.62 | 8.65 | 11,295,240 | 2,048.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.423/bninception-0865-4cab3cce.tf2.h5.log)) | -| ResNet-10 | 32.56 | 12.56 | 5,418,792 | 894.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/resnet10-1256-b113c5e6.tf2.h5.log)) | +| VGG-13 | 28.41 | 9.51 | 133,047,848 | 11,317.65M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/vgg13-0951-9fa609fc.tf2.h5.log)) | +| VGG-16 | 26.59 | 8.34 | 138,357,544 | 15,480.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/vgg16-0834-ce78831f.tf2.h5.log)) | +| VGG-19 | 25.57 | 7.68 | 143,667,240 | 19,642.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/vgg19-0768-ec5ac0ba.tf2.h5.log)) | +| BN-VGG-11 | 28.57 | 9.36 | 132,866,088 | 7,630.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg11-0936-ef31b866.tf2.h5.log)) | +| BN-VGG-13 | 27.67 | 8.87 | 133,050,792 | 11,341.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg13-0887-2cccc725.tf2.h5.log)) | +| BN-VGG-16 | 25.46 | 7.59 | 138,361,768 | 15,506.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg16-0759-1ca9dee8.tf2.h5.log)) | +| BN-VGG-19 | 23.89 | 6.88 | 143,672,744 | 19,671.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg19-0688-81d25be8.tf2.h5.log)) | +| BN-VGG-11b | 29.31 | 9.75 | 132,868,840 | 7,630.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/bn_vgg11b-0975-aeaccfdc.tf2.h5.log)) | +| BN-VGG-13b | 28.23 | 9.16 | 133,053,736 | 11,342.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.488/bn_vgg13b-0916-64ddd3e7.tf2.h5.log)) | +| BN-VGG-16b | 25.80 | 7.76 | 138,365,992 | 15,507.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/bn_vgg16b-0776-4e07f81c.tf2.h5.log)) | +| BN-VGG-19b | 24.86 | 7.33 | 143,678,248 | 19,672.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.490/bn_vgg19b-0733-7a0920e8.tf2.h5.log)) | +| BN-Inception | 26.62 | 8.65 | 11,295,240 | 2,048.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.423/bninception-0865-4cab3cce.tf2.h5.log)) | +| ResNet-10 | 31.90 | 12.26 | 5,418,792 | 894.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/resnet10-1226-f91c9995.tf2.h5.log)) | | ResNet-12 | 31.63 | 12.01 | 5,492,776 | 1,126.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.485/resnet12-1201-b8f1c73d.tf2.h5.log)) | | ResNet-14 | 30.38 | 10.91 | 5,788,200 | 1,357.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.491/resnet14-1091-b1d49202.tf2.h5.log)) | | ResNet-BC-14b | 29.19 | 10.37 | 10,064,936 | 1,479.12M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/resnetbc14b-1037-3b92ac6b.tf2.h5.log)) | -| ResNet-16 | 28.54 | 9.77 | 6,968,872 | 1,589.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnet16-0977-6f729109.tf2.h5.log)) | +| ResNet-16 | 28.54 | 9.77 | 6,968,872 | 1,589.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnet16-0977-6f729109.tf2.h5.log)) | | ResNet-18 x0.25 | 39.30 | 17.45 | 3,937,400 | 270.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet18_wd4-1745-6e800416.tf2.h5.log)) | | ResNet-18 x0.5 | 33.40 | 12.83 | 5,804,296 | 608.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet18_wd2-1283-85a7caff.tf2.h5.log)) | | ResNet-18 x0.75 | 29.98 | 10.67 | 8,476,056 | 1,129.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet18_w3d4-1067-c1735b7d.tf2.h5.log)) | -| ResNet-18 | 26.80 | 8.70 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.478/resnet18-0870-e1d3f22e.tf2.h5.log)) | -| ResNet-26 | 25.97 | 8.24 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnet26-0824-0ed69716.tf2.h5.log)) | -| ResNet-BC-26b | 24.80 | 7.57 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnetbc26b-0757-d70a2cad.tf2.h5.log)) | -| ResNet-34 | 24.50 | 7.44 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet34-0744-7f7d70e7.tf2.h5.log)) | -| ResNet-BC-38b | 23.44 | 6.77 | 21,925,416 | 3,234.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnetbc38b-0677-75e405a7.tf2.h5.log)) | -| ResNet-50 | 22.09 | 6.04 | 25,557,032 | 3,877.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet50-0604-728800bf.tf2.h5.log)) | -| ResNet-50b | 22.09 | 6.14 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet50b-0614-b2a49da6.tf2.h5.log)) | -| ResNet-101 | 20.52 | 5.18 | 44,549,160 | 7,597.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/resnet101-0518-64320ac1.tf2.h5.log)) | -| ResNet-101b | 20.25 | 5.11 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet101b-0511-e3076227.tf2.h5.log)) | -| ResNet-152 | 19.15 | 4.44 | 60,192,808 | 11,321.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.518/resnet152-0444-83163f54.tf2.h5.log)) | -| ResNet-152b | 18.85 | 4.31 | 60,192,808 | 11,554.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.517/resnet152b-0431-b41ec90e.tf2.h5.log)) | +| ResNet-18 | 26.80 | 8.70 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.478/resnet18-0870-e1d3f22e.tf2.h5.log)) | +| ResNet-26 | 25.97 | 8.24 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnet26-0824-0ed69716.tf2.h5.log)) | +| ResNet-BC-26b | 24.80 | 7.57 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnetbc26b-0757-d70a2cad.tf2.h5.log)) | +| ResNet-34 | 24.50 | 7.44 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet34-0744-7f7d70e7.tf2.h5.log)) | +| ResNet-BC-38b | 23.44 | 6.77 | 21,925,416 | 3,234.21M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnetbc38b-0677-75e405a7.tf2.h5.log)) | +| ResNet-50 | 22.09 | 6.04 | 25,557,032 | 3,877.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet50-0604-728800bf.tf2.h5.log)) | +| ResNet-50b | 22.09 | 6.14 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet50b-0614-b2a49da6.tf2.h5.log)) | +| ResNet-101 | 20.52 | 5.18 | 44,549,160 | 7,597.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/resnet101-0518-64320ac1.tf2.h5.log)) | +| ResNet-101b | 20.25 | 5.11 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnet101b-0511-e3076227.tf2.h5.log)) | +| ResNet-152 | 19.15 | 4.44 | 60,192,808 | 11,321.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.518/resnet152-0444-83163f54.tf2.h5.log)) | +| ResNet-152b | 18.85 | 4.31 | 60,192,808 | 11,554.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.517/resnet152b-0431-b41ec90e.tf2.h5.log)) | | PreResNet-10 | 34.71 | 14.02 | 5,417,128 | 894.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet10-1402-541bf0e1.tf2.h5.log)) | | PreResNet-12 | 33.63 | 13.20 | 5,491,112 | 1,126.40M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet12-1320-349c0df4.tf2.h5.log)) | | PreResNet-14 | 32.29 | 12.24 | 5,786,536 | 1,358.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet14-1224-194b8762.tf2.h5.log)) | @@ -165,135 +165,135 @@ Some remarks: | PreResNet-18 x0.25 | 39.61 | 17.80 | 3,935,960 | 270.93M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet18_wd4-1780-6ac7bc59.tf2.h5.log)) | | PreResNet-18 x0.5 | 33.70 | 13.14 | 5,802,440 | 608.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet18_wd2-1314-0c0528c8.tf2.h5.log)) | | PreResNet-18 x0.75 | 29.95 | 10.70 | 8,473,784 | 1,129.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet18_w3d4-1070-056b46c6.tf2.h5.log)) | -| PreResNet-18 | 28.20 | 9.55 | 11,687,848 | 1,820.56M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet18-0955-621ead92.tf2.h5.log)) | -| PreResNet-26 | 25.98 | 8.37 | 17,958,568 | 2,746.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet26-0837-1a92a732.tf2.h5.log)) | -| PreResNet-BC-26b | 25.22 | 7.88 | 15,987,624 | 2,354.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnetbc26b-0788-1f737cd6.tf2.h5.log)) | -| PreResNet-34 | 24.60 | 7.54 | 21,796,008 | 3,672.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet34-0754-3cc5ae14.tf2.h5.log)) | -| PreResNet-BC-38b | 22.70 | 6.36 | 21,917,864 | 3,231.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnetbc38b-0636-3396b49b.tf2.h5.log)) | -| PreResNet-50 | 22.22 | 6.25 | 25,549,480 | 3,875.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet50-0625-20860562.tf2.h5.log)) | -| PreResNet-50b | 22.37 | 6.34 | 25,549,480 | 4,107.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet50b-0634-711227b1.tf2.h5.log)) | -| PreResNet-101 | 20.59 | 5.36 | 44,541,608 | 7,595.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.504/preresnet101-0536-2a62fe0a.tf2.h5.log)) | -| PreResNet-101b | 20.86 | 5.39 | 44,541,608 | 7,827.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet101b-0539-54d23aff.tf2.h5.log)) | -| PreResNet-152 | 19.17 | 4.46 | 60,185,256 | 11,319.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.510/preresnet152-0446-60b1d097.tf2.h5.log)) | -| PreResNet-152b | 19.00 | 4.39 | 60,185,256 | 11,551.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.523/preresnet152b-0439-224a0bae.tf2.h5.log)) | -| PreResNet-200b | 18.96 | 4.48 | 64,666,280 | 15,068.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/preresnet200b-0448-94152aa3.tf2.h5.log)) | -| PreResNet-269b | 20.15 | 5.05 | 102,065,832 | 20,101.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/preresnet269b-0505-035c04e1.tf2.h5.log)) | +| PreResNet-18 | 28.20 | 9.55 | 11,687,848 | 1,820.56M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet18-0955-621ead92.tf2.h5.log)) | +| PreResNet-26 | 25.98 | 8.37 | 17,958,568 | 2,746.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet26-0837-1a92a732.tf2.h5.log)) | +| PreResNet-BC-26b | 25.22 | 7.88 | 15,987,624 | 2,354.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnetbc26b-0788-1f737cd6.tf2.h5.log)) | +| PreResNet-34 | 24.60 | 7.54 | 21,796,008 | 3,672.83M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet34-0754-3cc5ae14.tf2.h5.log)) | +| PreResNet-BC-38b | 22.70 | 6.36 | 21,917,864 | 3,231.70M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnetbc38b-0636-3396b49b.tf2.h5.log)) | +| PreResNet-50 | 22.22 | 6.25 | 25,549,480 | 3,875.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet50-0625-20860562.tf2.h5.log)) | +| PreResNet-50b | 22.37 | 6.34 | 25,549,480 | 4,107.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet50b-0634-711227b1.tf2.h5.log)) | +| PreResNet-101 | 20.59 | 5.36 | 44,541,608 | 7,595.44M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.504/preresnet101-0536-2a62fe0a.tf2.h5.log)) | +| PreResNet-101b | 20.86 | 5.39 | 44,541,608 | 7,827.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/preresnet101b-0539-54d23aff.tf2.h5.log)) | +| PreResNet-152 | 19.17 | 4.46 | 60,185,256 | 11,319.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.510/preresnet152-0446-60b1d097.tf2.h5.log)) | +| PreResNet-152b | 19.00 | 4.39 | 60,185,256 | 11,551.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.523/preresnet152b-0439-224a0bae.tf2.h5.log)) | +| PreResNet-200b | 18.96 | 4.48 | 64,666,280 | 15,068.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/preresnet200b-0448-94152aa3.tf2.h5.log)) | +| PreResNet-269b | 20.15 | 5.05 | 102,065,832 | 20,101.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/preresnet269b-0505-035c04e1.tf2.h5.log)) | | ResNeXt-14 (16x4d) | 31.69 | 12.22 | 7,127,336 | 1,045.77M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnext14_16x4d-1222-bff90c1d.tf2.h5.log)) | | ResNeXt-14 (32x2d) | 32.14 | 12.47 | 7,029,416 | 1,031.32M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnext14_32x2d-1247-06aa6709.tf2.h5.log)) | | ResNeXt-14 (32x4d) | 29.94 | 11.15 | 9,411,880 | 1,603.46M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnext14_32x4d-1115-3acdaec1.tf2.h5.log)) | -| ResNeXt-26 (32x2d) | 26.32 | 8.51 | 9,924,136 | 1,461.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnext26_32x2d-0851-827791cc.tf2.h5.log)) | -| ResNeXt-26 (32x4d) | 23.94 | 7.18 | 15,389,480 | 2,488.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnext26_32x4d-0718-4f05525e.tf2.h5.log)) | -| ResNeXt-50 (32x4d) | 20.82 | 5.47 | 25,028,904 | 4,255.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/resnext50_32x4d-0547-7f89b9f7.tf2.h5.log)) | -| ResNeXt-101 (32x4d) | 18.50 | 4.18 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.530/resnext101_32x4d-0418-65226e18.tf2.h5.log)) | -| ResNeXt-101 (64x4d) | 18.78 | 4.38 | 83,455,272 | 15,500.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/resnext101_64x4d-0438-51b14d0b.tf2.h5.log)) | +| ResNeXt-26 (32x2d) | 26.32 | 8.51 | 9,924,136 | 1,461.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnext26_32x2d-0851-827791cc.tf2.h5.log)) | +| ResNeXt-26 (32x4d) | 23.94 | 7.18 | 15,389,480 | 2,488.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/resnext26_32x4d-0718-4f05525e.tf2.h5.log)) | +| ResNeXt-50 (32x4d) | 20.82 | 5.47 | 25,028,904 | 4,255.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/resnext50_32x4d-0547-7f89b9f7.tf2.h5.log)) | +| ResNeXt-101 (32x4d) | 18.50 | 4.18 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.530/resnext101_32x4d-0418-65226e18.tf2.h5.log)) | +| ResNeXt-101 (64x4d) | 18.78 | 4.38 | 83,455,272 | 15,500.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/resnext101_64x4d-0438-51b14d0b.tf2.h5.log)) | | SE-ResNet-10 | 31.42 | 11.71 | 5,463,332 | 894.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/seresnet10-1171-b7907036.tf2.h5.log)) | | SE-ResNet-12 | 31.61 | 11.77 | 5,537,896 | 1,126.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/seresnet12-1177-a05bd730.tf2.h5.log)) | | SE-ResNet-14 | 30.40 | 11.01 | 5,835,504 | 1,358.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet14-1101-c695031b.tf2.h5.log)) | -| SE-ResNet-16 | 28.36 | 9.71 | 7,024,640 | 1,589.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet16-0971-75ab2487.tf2.h5.log)) | -| SE-ResNet-18 | 27.97 | 9.21 | 11,778,592 | 1,820.88M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnet18-0921-46c847ab.tf2.h5.log)) | -| SE-ResNet-26 | 25.42 | 8.07 | 18,093,852 | 2,747.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnet26-0807-5178b3b1.tf2.h5.log)) | -| SE-ResNet-BC-26b | 23.39 | 6.84 | 17,395,976 | 2,359.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnetbc26b-0684-1460a381.tf2.h5.log)) | -| SE-ResNet-BC-38b | 21.43 | 5.75 | 24,026,616 | 3,238.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnetbc38b-0575-18fcfcc1.tf2.h5.log)) | -| SE-ResNet-50 | 21.09 | 5.60 | 28,088,024 | 3,883.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.441/seresnet50-0560-f1b84c8d.tf2.h5.log)) | -| SE-ResNet-50b | 20.58 | 5.33 | 28,088,024 | 4,115.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnet50b-0533-256002c3.tf2.h5.log)) | -| SE-ResNet-101 | 19.03 | 4.40 | 49,326,872 | 7,602.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.533/seresnet101-0440-8d2f6382.tf2.h5.log)) | -| SE-ResNet-101b | 19.49 | 4.64 | 49,326,872 | 7,839.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.460/seresnet101b-0464-a10be1d2.tf2.h5.log)) | -| SE-ResNet-152 | 18.62 | 4.29 | 66,821,848 | 11,328.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.538/seresnet152-0429-3fedbd33.tf2.h5.log)) | +| SE-ResNet-16 | 28.36 | 9.71 | 7,024,640 | 1,589.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.545/seresnet16-0971-75ab2487.tf2.h5.log)) | +| SE-ResNet-18 | 27.97 | 9.21 | 11,778,592 | 1,820.88M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnet18-0921-46c847ab.tf2.h5.log)) | +| SE-ResNet-26 | 25.42 | 8.07 | 18,093,852 | 2,747.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnet26-0807-5178b3b1.tf2.h5.log)) | +| SE-ResNet-BC-26b | 23.39 | 6.84 | 17,395,976 | 2,359.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnetbc26b-0684-1460a381.tf2.h5.log)) | +| SE-ResNet-BC-38b | 21.43 | 5.75 | 24,026,616 | 3,238.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnetbc38b-0575-18fcfcc1.tf2.h5.log)) | +| SE-ResNet-50 | 21.09 | 5.60 | 28,088,024 | 3,883.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.441/seresnet50-0560-f1b84c8d.tf2.h5.log)) | +| SE-ResNet-50b | 20.58 | 5.33 | 28,088,024 | 4,115.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/seresnet50b-0533-256002c3.tf2.h5.log)) | +| SE-ResNet-101 | 19.03 | 4.40 | 49,326,872 | 7,602.76M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.533/seresnet101-0440-8d2f6382.tf2.h5.log)) | +| SE-ResNet-101b | 19.49 | 4.64 | 49,326,872 | 7,839.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.460/seresnet101b-0464-a10be1d2.tf2.h5.log)) | +| SE-ResNet-152 | 18.62 | 4.29 | 66,821,848 | 11,328.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.538/seresnet152-0429-3fedbd33.tf2.h5.log)) | | SE-PreResNet-10 | 32.37 | 12.21 | 5,461,668 | 894.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/sepreresnet10-1221-f0634079.tf2.h5.log)) | | SE-PreResNet-12 | 31.62 | 11.82 | 5,536,232 | 1,126.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet12-1182-9d52ac4f.tf2.h5.log)) | -| SE-PreResNet-16 | 28.38 | 9.56 | 7,022,976 | 1,589.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet16-0956-67583059.tf2.h5.log)) | -| SE-PreResNet-18 | 27.13 | 8.82 | 11,776,928 | 1,821.03M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet18-0882-9f039d7e.tf2.h5.log)) | -| SE-PreResNet-26 | 25.92 | 8.05 | 18,092,188 | 2,747.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet26-0805-042a8316.tf2.h5.log)) | -| SE-PreResNet-BC-26b | 22.95 | 6.40 | 17,388,424 | 2,357.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/sepreresnetbc26b-0640-a72bf876.tf2.h5.log)) | -| SE-PreResNet-BC-38b | 21.44 | 5.67 | 24,019,064 | 3,236.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/sepreresnetbc38b-0567-17d10c63.tf2.h5.log)) | -| SE-PreResNet-50b | 20.71 | 5.31 | 28,080,472 | 4,113.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.461/sepreresnet50b-0531-0882c0e9.tf2.h5.log)) | -| SE-ResNeXt-50 (32x4d) | 18.73 | 4.34 | 27,559,896 | 4,261.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/seresnext50_32x4d-0434-c265c58c.tf2.h5.log)) | -| SE-ResNeXt-101 (32x4d) | 19.07 | 4.46 | 48,955,416 | 8,012.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/seresnext101_32x4d-0446-e2f5ca88.tf2.h5.log)) | -| SE-ResNeXt-101 (64x4d) | 18.47 | 4.07 | 88,232,984 | 15,509.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/seresnext101_64x4d-0407-d34b057e.tf2.h5.log)) | -| SENet-16 | 25.37 | 8.05 | 31,366,168 | 5,081.30M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/senet16-0805-f5f57656.tf2.h5.log)) | -| SENet-28 | 21.68 | 5.90 | 36,453,768 | 5,732.71M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/senet28-0590-667d5687.tf2.h5.log)) | -| SENet-154 | 18.85 | 4.40 | 115,088,984 | 20,745.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/senet154-0440-69802af4.tf2.h5.log)) | -| ResNeSt(A)-BC-14 | 22.27 | 6.35 | 10,611,688 | 2,767.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnestabc14-0635-fa9e06db.tf2.h5.log)) | -| ResNeSt(A)-18 | 23.42 | 6.90 | 12,763,784 | 2,587.50M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnesta18-0690-90c54f4b.tf2.h5.log)) | -| ResNeSt(A)-BC-26 | 19.58 | 4.70 | 17,069,448 | 3,646.57M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/resnestabc26-0470-05e07501.tf2.h5.log)) | -| ResNeSt(A)-50 | 18.92 | 4.39 | 27,483,240 | 5,403.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.531/resnesta50-0439-9ef477b8.tf2.h5.log)) | -| ResNeSt(A)-101 | 17.71 | 4.00 | 48,275,016 | 10,247.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta101-0400-bb2a90f5.tf2.h5.log)) | -| ResNeSt(A)-152 | 18.71 | 4.50 | 65,316,040 | 13,976.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/resnesta152-0450-b21a24bf.tf2.h5.log)) | -| ResNeSt(A)-200 | 16.81 | 3.38 | 70,201,544 | 22,857.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0338-29a8a745.tf2.h5.log)) | -| ResNeSt(A)-269 | 16.37 | 3.36 | 110,929,480 | 46,012.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0336-9a33e31b.tf2.h5.log)) | -| IBN-ResNet-50 | 21.47 | 5.62 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/ibn_resnet50-0562-515dd253.tf2.h5.log)) | -| IBN-ResNet-101 | 19.69 | 4.89 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibn_resnet101-0489-325dbc1c.tf2.h5.log)) | -| IBN(b)-ResNet-50 | 21.69 | 5.80 | 25,558,568 | 4,112.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibnb_resnet50-0580-dbf9219a.tf2.h5.log)) | -| IBN-ResNeXt-101 (32x4d) | 19.78 | 4.90 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/ibn_resnext101_32x4d-0490-5e262e0d.tf2.h5.log)) | -| IBN-DenseNet-121 | 23.34 | 6.47 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/ibn_densenet121-0647-830420b2.tf2.h5.log)) | -| IBN-DenseNet-169 | 22.13 | 6.07 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.500/ibn_densenet169-0607-74a97a40.tf2.h5.log)) | -| AirNet50-1x64d (r=2) | 20.55 | 5.28 | 27,425,864 | 4,772.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/airnet50_1x64d_r2-0528-065bd85b.tf2.h5.log)) | -| AirNet50-1x64d (r=16) | 21.12 | 5.50 | 25,714,952 | 4,399.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.519/airnet50_1x64d_r16-0550-9500236c.tf2.h5.log)) | -| AirNeXt50-32x4d (r=2) | 19.90 | 5.14 | 27,604,296 | 5,339.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.521/airnext50_32x4d_r2-0514-51089a6b.tf2.h5.log)) | -| BAM-ResNet-50 | 20.60 | 5.37 | 25,915,099 | 4,196.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/bam_resnet50-0537-a9720e15.tf2.h5.log)) | -| CBAM-ResNet-50 | 19.97 | 4.86 | 28,089,624 | 4,116.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.537/cbam_resnet50-0486-f4495a79.tf2.h5.log)) | -| SCNet-50 | 21.18 | 5.39 | 25,564,584 | 3,951.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/scnet50-0539-de94eb1b.tf2.h5.log)) | -| SCNet-101 | 19.82 | 4.73 | 44,565,416 | 7,204.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/scnet101-0473-61bd73af.tf2.h5.log)) | -| SCNet(A)-50 | 19.61 | 4.65 | 25,583,816 | 4,715.84M | From [MCG-NKU/SCNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.472/scneta50-0465-c1f8f295.tf2.h5.log)) | +| SE-PreResNet-16 | 28.38 | 9.56 | 7,022,976 | 1,589.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet16-0956-67583059.tf2.h5.log)) | +| SE-PreResNet-18 | 27.13 | 8.82 | 11,776,928 | 1,821.03M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet18-0882-9f039d7e.tf2.h5.log)) | +| SE-PreResNet-26 | 25.92 | 8.05 | 18,092,188 | 2,747.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/sepreresnet26-0805-042a8316.tf2.h5.log)) | +| SE-PreResNet-BC-26b | 22.95 | 6.40 | 17,388,424 | 2,357.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/sepreresnetbc26b-0640-a72bf876.tf2.h5.log)) | +| SE-PreResNet-BC-38b | 21.44 | 5.67 | 24,019,064 | 3,236.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/sepreresnetbc38b-0567-17d10c63.tf2.h5.log)) | +| SE-PreResNet-50b | 20.71 | 5.31 | 28,080,472 | 4,113.27M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.461/sepreresnet50b-0531-0882c0e9.tf2.h5.log)) | +| SE-ResNeXt-50 (32x4d) | 18.73 | 4.34 | 27,559,896 | 4,261.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/seresnext50_32x4d-0434-c265c58c.tf2.h5.log)) | +| SE-ResNeXt-101 (32x4d) | 19.07 | 4.46 | 48,955,416 | 8,012.73M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.529/seresnext101_32x4d-0446-e2f5ca88.tf2.h5.log)) | +| SE-ResNeXt-101 (64x4d) | 18.47 | 4.07 | 88,232,984 | 15,509.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/seresnext101_64x4d-0407-d34b057e.tf2.h5.log)) | +| SENet-16 | 25.37 | 8.05 | 31,366,168 | 5,081.30M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/senet16-0805-f5f57656.tf2.h5.log)) | +| SENet-28 | 21.68 | 5.90 | 36,453,768 | 5,732.71M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/senet28-0590-667d5687.tf2.h5.log)) | +| SENet-154 | 18.85 | 4.40 | 115,088,984 | 20,745.78M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/senet154-0440-69802af4.tf2.h5.log)) | +| ResNeSt(A)-BC-14 | 22.27 | 6.35 | 10,611,688 | 2,767.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/resnestabc14-0635-fa9e06db.tf2.h5.log)) | +| ResNeSt(A)-18 | 23.42 | 6.90 | 12,763,784 | 2,587.50M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.489/resnesta18-0690-90c54f4b.tf2.h5.log)) | +| ResNeSt(A)-BC-26 | 19.58 | 4.70 | 17,069,448 | 3,646.57M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/resnestabc26-0470-05e07501.tf2.h5.log)) | +| ResNeSt(A)-50 | 18.92 | 4.39 | 27,483,240 | 5,403.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.531/resnesta50-0439-9ef477b8.tf2.h5.log)) | +| ResNeSt(A)-101 | 17.71 | 4.00 | 48,275,016 | 10,247.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta101-0400-bb2a90f5.tf2.h5.log)) | +| ResNeSt(A)-152 | 18.71 | 4.50 | 65,316,040 | 13,976.34M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/resnesta152-0450-b21a24bf.tf2.h5.log)) | +| ResNeSt(A)-200 | 16.81 | 3.38 | 70,201,544 | 22,857.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0338-29a8a745.tf2.h5.log)) | +| ResNeSt(A)-269 | 16.37 | 3.36 | 110,929,480 | 46,012.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0336-9a33e31b.tf2.h5.log)) | +| IBN-ResNet-50 | 21.47 | 5.62 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/ibn_resnet50-0562-515dd253.tf2.h5.log)) | +| IBN-ResNet-101 | 19.69 | 4.89 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibn_resnet101-0489-325dbc1c.tf2.h5.log)) | +| IBN(b)-ResNet-50 | 21.69 | 5.80 | 25,558,568 | 4,112.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibnb_resnet50-0580-dbf9219a.tf2.h5.log)) | +| IBN-ResNeXt-101 (32x4d) | 19.78 | 4.90 | 44,177,704 | 8,003.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/ibn_resnext101_32x4d-0490-5e262e0d.tf2.h5.log)) | +| IBN-DenseNet-121 | 23.34 | 6.47 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/ibn_densenet121-0647-830420b2.tf2.h5.log)) | +| IBN-DenseNet-169 | 22.13 | 6.07 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.500/ibn_densenet169-0607-74a97a40.tf2.h5.log)) | +| AirNet50-1x64d (r=2) | 20.55 | 5.28 | 27,425,864 | 4,772.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/airnet50_1x64d_r2-0528-065bd85b.tf2.h5.log)) | +| AirNet50-1x64d (r=16) | 21.12 | 5.50 | 25,714,952 | 4,399.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.519/airnet50_1x64d_r16-0550-9500236c.tf2.h5.log)) | +| AirNeXt50-32x4d (r=2) | 19.90 | 5.14 | 27,604,296 | 5,339.58M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.521/airnext50_32x4d_r2-0514-51089a6b.tf2.h5.log)) | +| BAM-ResNet-50 | 20.60 | 5.37 | 25,915,099 | 4,196.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/bam_resnet50-0537-a9720e15.tf2.h5.log)) | +| CBAM-ResNet-50 | 19.97 | 4.86 | 28,089,624 | 4,116.97M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.537/cbam_resnet50-0486-f4495a79.tf2.h5.log)) | +| SCNet-50 | 21.18 | 5.39 | 25,564,584 | 3,951.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/scnet50-0539-de94eb1b.tf2.h5.log)) | +| SCNet-101 | 19.82 | 4.73 | 44,565,416 | 7,204.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/scnet101-0473-61bd73af.tf2.h5.log)) | +| SCNet(A)-50 | 19.61 | 4.65 | 25,583,816 | 4,715.84M | From [MCG-NKU/SCNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.472/scneta50-0465-c1f8f295.tf2.h5.log)) | | RegNetX-200MF | 29.94 | 10.37 | 2,684,792 | 203.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.475/regnetx002-1136-a0183973.tf2.h5.log)) | -| RegNetX-400MF | 26.28 | 8.52 | 5,157,512 | 403.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.479/regnetx004-0852-f0707cff.tf2.h5.log)) | -| RegNetX-600MF | 24.69 | 7.59 | 6,196,040 | 608.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx006-0759-2e47a916.tf2.h5.log)) | -| RegNetX-800MF | 24.11 | 7.27 | 7,259,656 | 809.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx008-0727-b19816ad.tf2.h5.log)) | -| RegNetX-1.6GF | 22.13 | 6.13 | 9,190,136 | 1,618.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnetx016-0613-c51845ab.tf2.h5.log)) | -| RegNetX-3.2GF | 21.31 | 5.68 | 15,296,552 | 3,199.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/regnetx032-0568-5f628734.tf2.h5.log)) | -| RegNetX-4.0GF | 19.51 | 4.70 | 22,118,248 | 3,986.29M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/regnetx040-0470-a3f54788.tf2.h5.log)) | -| RegNetX-6.4GF | 19.21 | 4.57 | 26,209,256 | 6,491.01M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.535/regnetx064-0457-fbb602bc.tf2.h5.log)) | -| RegNetX-8.0GF | 19.62 | 4.66 | 39,572,648 | 8,017.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/regnetx080-0466-c101c524.tf2.h5.log)) | -| RegNetX-12GF | 19.96 | 5.21 | 46,106,056 | 12,124.22M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/regnetx120-0521-7eb9799a.tf2.h5.log)) | -| RegNetX-16GF | 19.11 | 4.58 | 54,278,536 | 15,986.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.532/regnetx160-0458-428d1dc3.tf2.h5.log)) | -| RegNetX-32GF | 17.86 | 3.95 | 107,811,560 | 31,790.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.548/regnetx320-0395-b7354725.tf2.h5.log)) | -| RegNetY-200MF | 28.49 | 9.53 | 3,162,996 | 203.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.476/regnety002-0953-8935adba.tf2.h5.log)) | -| RegNetY-400MF | 24.82 | 7.50 | 4,344,144 | 410.35M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/regnety004-0750-65a10212.tf2.h5.log)) | -| RegNetY-600MF | 23.58 | 7.00 | 6,055,160 | 610.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety006-0700-af7dca34.tf2.h5.log)) | -| RegNetY-800MF | 22.53 | 6.46 | 6,263,168 | 808.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety008-0646-03922980.tf2.h5.log)) | -| RegNetY-1.6GF | 21.25 | 5.69 | 11,202,430 | 1,629.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnety016-0569-285f4f57.tf2.h5.log)) | -| RegNetY-3.2GF | 18.31 | 4.11 | 19,436,338 | 3,199.15M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.473/regnety032-0411-7fde6bb0.tf2.h5.log)) | -| RegNetY-4.0GF | 19.55 | 4.68 | 20,646,656 | 3,999.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/regnety040-0468-5df9e764.tf2.h5.log)) | -| RegNetY-6.4GF | 18.96 | 4.42 | 30,583,252 | 6,388.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.513/regnety064-0442-d7aaab23.tf2.h5.log)) | -| RegNetY-8.0GF | 18.77 | 4.39 | 39,180,068 | 7,996.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.516/regnety080-0439-e9b5f16a.tf2.h5.log)) | -| RegNetY-12GF | 18.49 | 4.29 | 51,822,544 | 12,132.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.526/regnety120-0429-1d6a27ba.tf2.h5.log)) | -| RegNetY-16GF | 18.67 | 4.29 | 83,590,140 | 15,944.53M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/regnety160-0429-5a9e1191.tf2.h5.log)) | -| RegNetY-32GF | 17.79 | 3.73 | 145,046,770 | 32,317.66M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.550/regnety320-0373-e5ac157c.tf2.h5.log)) | -| PyramidNet-101 (a=360) | 20.42 | 5.20 | 42,455,070 | 8,743.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/pyramidnet101_a360-0520-a0d72160.tf2.h5.log)) | +| RegNetX-400MF | 26.28 | 8.52 | 5,157,512 | 403.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.479/regnetx004-0852-f0707cff.tf2.h5.log)) | +| RegNetX-600MF | 24.69 | 7.59 | 6,196,040 | 608.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx006-0759-2e47a916.tf2.h5.log)) | +| RegNetX-800MF | 24.11 | 7.27 | 7,259,656 | 809.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.482/regnetx008-0727-b19816ad.tf2.h5.log)) | +| RegNetX-1.6GF | 22.13 | 6.13 | 9,190,136 | 1,618.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnetx016-0613-c51845ab.tf2.h5.log)) | +| RegNetX-3.2GF | 21.31 | 5.68 | 15,296,552 | 3,199.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/regnetx032-0568-5f628734.tf2.h5.log)) | +| RegNetX-4.0GF | 19.51 | 4.70 | 22,118,248 | 3,986.29M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/regnetx040-0470-a3f54788.tf2.h5.log)) | +| RegNetX-6.4GF | 19.21 | 4.57 | 26,209,256 | 6,491.01M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.535/regnetx064-0457-fbb602bc.tf2.h5.log)) | +| RegNetX-8.0GF | 19.62 | 4.66 | 39,572,648 | 8,017.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/regnetx080-0466-c101c524.tf2.h5.log)) | +| RegNetX-12GF | 19.96 | 5.21 | 46,106,056 | 12,124.22M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/regnetx120-0521-7eb9799a.tf2.h5.log)) | +| RegNetX-16GF | 19.11 | 4.58 | 54,278,536 | 15,986.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.532/regnetx160-0458-428d1dc3.tf2.h5.log)) | +| RegNetX-32GF | 17.86 | 3.95 | 107,811,560 | 31,790.24M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.548/regnetx320-0395-b7354725.tf2.h5.log)) | +| RegNetY-200MF | 28.49 | 9.53 | 3,162,996 | 203.99M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.476/regnety002-0953-8935adba.tf2.h5.log)) | +| RegNetY-400MF | 24.82 | 7.50 | 4,344,144 | 410.35M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.481/regnety004-0750-65a10212.tf2.h5.log)) | +| RegNetY-600MF | 23.58 | 7.00 | 6,055,160 | 610.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety006-0700-af7dca34.tf2.h5.log)) | +| RegNetY-800MF | 22.53 | 6.46 | 6,263,168 | 808.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.483/regnety008-0646-03922980.tf2.h5.log)) | +| RegNetY-1.6GF | 21.25 | 5.69 | 11,202,430 | 1,629.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/regnety016-0569-285f4f57.tf2.h5.log)) | +| RegNetY-3.2GF | 18.31 | 4.11 | 19,436,338 | 3,199.15M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.473/regnety032-0411-7fde6bb0.tf2.h5.log)) | +| RegNetY-4.0GF | 19.55 | 4.68 | 20,646,656 | 3,999.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/regnety040-0468-5df9e764.tf2.h5.log)) | +| RegNetY-6.4GF | 18.96 | 4.42 | 30,583,252 | 6,388.91M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.513/regnety064-0442-d7aaab23.tf2.h5.log)) | +| RegNetY-8.0GF | 18.77 | 4.39 | 39,180,068 | 7,996.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.516/regnety080-0439-e9b5f16a.tf2.h5.log)) | +| RegNetY-12GF | 18.49 | 4.29 | 51,822,544 | 12,132.55M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.526/regnety120-0429-1d6a27ba.tf2.h5.log)) | +| RegNetY-16GF | 18.67 | 4.29 | 83,590,140 | 15,944.53M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/regnety160-0429-5a9e1191.tf2.h5.log)) | +| RegNetY-32GF | 17.79 | 3.73 | 145,046,770 | 32,317.66M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.550/regnety320-0373-e5ac157c.tf2.h5.log)) | +| PyramidNet-101 (a=360) | 20.42 | 5.20 | 42,455,070 | 8,743.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.507/pyramidnet101_a360-0520-a0d72160.tf2.h5.log)) | | DiracNetV2-18 | 30.59 | 11.13 | 11,511,784 | 1,796.62M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.429/diracnet18v2-1113-4d687b74.tf2.h5.log)) | -| DiracNetV2-34 | 27.92 | 9.50 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.429/diracnet34v2-0950-161d97fd.tf2.h5.log)) | -| DenseNet-121 | 23.23 | 6.84 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/densenet121-0684-e9196a9c.tf2.h5.log)) | -| DenseNet-161 | 21.84 | 5.91 | 28,681,000 | 7,793.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.432/densenet161-0591-78224027.tf2.h5.log)) | -| DenseNet-169 | 22.13 | 6.06 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/densenet169-0606-f708dc33.tf2.h5.log)) | -| DenseNet-201 | 21.57 | 5.91 | 20,013,928 | 4,347.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.426/densenet201-0591-450c6568.tf2.h5.log)) | -| PeleeNet | 29.39 | 9.82 | 2,802,248 | 514.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.496/peleenet-0982-5f84bad2.tf2.h5.log)) | -| WRN-50-2 | 22.03 | 6.08 | 68,849,128 | 11,405.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.520/wrn50_2-0608-646ef77e.tf2.h5.log)) | -| DRN-C-26 | 24.36 | 7.10 | 21,126,584 | 16,993.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/drnc26-0710-4797ca29.tf2.h5.log)) | -| DRN-C-42 | 22.27 | 6.12 | 31,234,744 | 25,093.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.556/drnc42-0612-afd99699.tf2.h5.log)) | -| DRN-C-58 | 20.44 | 5.17 | 40,542,008 | 32,489.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.559/drnc58-0517-2e3cae86.tf2.h5.log)) | -| DRN-D-22 | 24.71 | 7.47 | 16,393,752 | 13,051.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0747-99f94425.tf2.h5.log)) | -| DRN-D-38 | 22.82 | 6.23 | 26,501,912 | 21,151.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0623-63255b31.tf2.h5.log)) | -| DRN-D-54 | 20.29 | 4.98 | 35,809,176 | 28,547.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.554/drnd54-0498-b724009a.tf2.h5.log)) | -| DRN-D-105 | 19.78 | 4.89 | 54,801,304 | 43,442.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/drnd105-0489-3b0e701c.tf2.h5.log)) | -| DPN-68 | 22.92 | 6.58 | 12,611,602 | 2,351.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.427/dpn68-0658-5b70b7b8.tf2.h5.log)) | -| DPN-98 | 18.30 | 4.26 | 61,570,728 | 11,716.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/dpn98-0426-5d6dd2ed.tf2.h5.log)) | -| DPN-131 | 19.39 | 4.77 | 79,254,504 | 16,076.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.534/dpn131-0477-282d2d19.tf2.h5.log)) | +| DiracNetV2-34 | 27.92 | 9.50 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.429/diracnet34v2-0950-161d97fd.tf2.h5.log)) | +| DenseNet-121 | 23.23 | 6.84 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/densenet121-0684-e9196a9c.tf2.h5.log)) | +| DenseNet-161 | 21.84 | 5.91 | 28,681,000 | 7,793.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.432/densenet161-0591-78224027.tf2.h5.log)) | +| DenseNet-169 | 22.13 | 6.06 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/densenet169-0606-f708dc33.tf2.h5.log)) | +| DenseNet-201 | 21.57 | 5.91 | 20,013,928 | 4,347.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.426/densenet201-0591-450c6568.tf2.h5.log)) | +| PeleeNet | 29.39 | 9.82 | 2,802,248 | 514.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.496/peleenet-0982-5f84bad2.tf2.h5.log)) | +| WRN-50-2 | 22.03 | 6.08 | 68,849,128 | 11,405.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.520/wrn50_2-0608-646ef77e.tf2.h5.log)) | +| DRN-C-26 | 24.36 | 7.10 | 21,126,584 | 16,993.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/drnc26-0710-4797ca29.tf2.h5.log)) | +| DRN-C-42 | 22.27 | 6.12 | 31,234,744 | 25,093.75M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.556/drnc42-0612-afd99699.tf2.h5.log)) | +| DRN-C-58 | 20.44 | 5.17 | 40,542,008 | 32,489.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.559/drnc58-0517-2e3cae86.tf2.h5.log)) | +| DRN-D-22 | 24.71 | 7.47 | 16,393,752 | 13,051.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0747-99f94425.tf2.h5.log)) | +| DRN-D-38 | 22.82 | 6.23 | 26,501,912 | 21,151.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0623-63255b31.tf2.h5.log)) | +| DRN-D-54 | 20.29 | 4.98 | 35,809,176 | 28,547.38M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.554/drnd54-0498-b724009a.tf2.h5.log)) | +| DRN-D-105 | 19.78 | 4.89 | 54,801,304 | 43,442.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.564/drnd105-0489-3b0e701c.tf2.h5.log)) | +| DPN-68 | 22.92 | 6.58 | 12,611,602 | 2,351.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.427/dpn68-0658-5b70b7b8.tf2.h5.log)) | +| DPN-98 | 18.30 | 4.26 | 61,570,728 | 11,716.51M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.540/dpn98-0426-5d6dd2ed.tf2.h5.log)) | +| DPN-131 | 19.39 | 4.77 | 79,254,504 | 16,076.15M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.534/dpn131-0477-282d2d19.tf2.h5.log)) | | DarkNet Tiny | 40.34 | 17.45 | 1,042,104 | 500.85M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/darknet_tiny-1745-d30be41a.tf2.h5.log)) | | DarkNet Ref | 38.10 | 16.71 | 7,319,416 | 367.59M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.422/darknet_ref-1671-b4991f6b.tf2.h5.log)) | -| DarkNet-53 | 21.26 | 5.54 | 41,609,928 | 7,133.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.501/darknet53-0554-118630cc.tf2.h5.log)) | +| DarkNet-53 | 21.26 | 5.54 | 41,609,928 | 7,133.86M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.501/darknet53-0554-118630cc.tf2.h5.log)) | | BagNet-9 | 48.78 | 25.41 | 15,688,744 | 16,049.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.553/bagnet9-2541-f2c2b3c2.tf2.h5.log)) | | BagNet-17 | 36.56 | 15.23 | 16,213,032 | 15,768.77M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.558/bagnet17-1523-f21a3580.tf2.h5.log)) | | BagNet-33 | 29.44 | 10.41 | 18,310,184 | 16,371.52M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/bagnet33-1041-29b0a063.tf2.h5.log)) | -| DLA-34 | 24.37 | 7.05 | 15,742,104 | 3,071.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/dla34-0705-ade65c16.tf2.h5.log)) | +| DLA-34 | 24.37 | 7.05 | 15,742,104 | 3,071.37M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/dla34-0705-ade65c16.tf2.h5.log)) | | DLA-46-C | 33.83 | 12.87 | 1,301,400 | 585.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.427/dla46c-1287-dfcae3b5.tf2.h5.log)) | | DLA-X-46-C | 32.90 | 12.29 | 1,068,440 | 546.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.427/dla46xc-1229-a858beca.tf2.h5.log)) | -| DLA-60 | 21.26 | 5.53 | 22,036,632 | 4,255.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/dla60-0553-61a8f4e7.tf2.h5.log)) | -| DLA-X-60 | 20.72 | 5.50 | 17,352,344 | 3,543.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/dla60x-0550-b692a226.tf2.h5.log)) | +| DLA-60 | 21.26 | 5.53 | 22,036,632 | 4,255.49M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.494/dla60-0553-61a8f4e7.tf2.h5.log)) | +| DLA-X-60 | 20.72 | 5.50 | 17,352,344 | 3,543.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/dla60x-0550-b692a226.tf2.h5.log)) | | DLA-X-60-C | 30.66 | 10.75 | 1,319,832 | 596.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.427/dla60xc-1075-a7850f03.tf2.h5.log)) | -| DLA-102 | 20.57 | 5.17 | 33,268,888 | 7,190.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/dla102-0517-9bebb44b.tf2.h5.log)) | -| DLA-X-102 | 19.59 | 4.74 | 26,309,272 | 5,884.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.528/dla102x-0474-dfef2c81.tf2.h5.log)) | -| DLA-X2-102 | 18.69 | 4.28 | 41,282,200 | 9,340.61M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/dla102x2-0428-e05fb468.tf2.h5.log)) | -| DLA-169 | 19.27 | 4.62 | 53,389,720 | 11,593.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.539/dla169-0462-24ee0a54.tf2.h5.log)) | +| DLA-102 | 20.57 | 5.17 | 33,268,888 | 7,190.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/dla102-0517-9bebb44b.tf2.h5.log)) | +| DLA-X-102 | 19.59 | 4.74 | 26,309,272 | 5,884.94M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.528/dla102x-0474-dfef2c81.tf2.h5.log)) | +| DLA-X2-102 | 18.69 | 4.28 | 41,282,200 | 9,340.61M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.542/dla102x2-0428-e05fb468.tf2.h5.log)) | +| DLA-169 | 19.27 | 4.62 | 53,389,720 | 11,593.20M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.539/dla169-0462-24ee0a54.tf2.h5.log)) | | DiCENet x0.2 | 55.84 | 31.16 | 1,130,704 | 18.76M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_wd5-3116-6fbe46e2.tf2.h5.log)) | | DiCENet x0.5 | 47.54 | 23.41 | 1,214,120 | 30.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.561/dicenet_wd2-2341-7e405ff3.tf2.h5.log)) | | DiCENet x0.75 | 38.11 | 16.66 | 1,495,676 | 55.80M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.567/dicenet_w3d4-1666-9237aa16.tf2.h5.log)) | @@ -301,7 +301,7 @@ Some remarks: | DiCENet x1.25 | 33.66 | 12.86 | 2,162,888 | 111.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.515/dicenet_w5d4-1286-353f46cc.tf2.h5.log)) | | DiCENet x1.5 | 31.34 | 11.73 | 2,652,200 | 151.81M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.522/dicenet_w3d2-1173-2d5ba3eb.tf2.h5.log)) | | DiCENet x1.75 | 30.74 | 11.31 | 3,264,932 | 201.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.527/dicenet_w7d8-1131-00845959.tf2.h5.log)) | -| DiCENet x2.0 | 30.49 | 11.13 | 3,979,044 | 257.95M | From [sacmehta/EdgeNets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.497/dicenet_w2-1113-a597b5bc.tf2.h5.log)) | +| DiCENet x2.0 | 28.31 | 9.55 | 3,979,044 | 257.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.569/dicenet_w2-0955-6301dc90.tf2.h5.log)) | | HRNet-W18 Small V1 | 26.23 | 8.71 | 13,187,464 | 1,614.87M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.492/hrnet_w18_small_v1-0871-6ae644af.tf2.h5.log)) | | HRNet-W18 Small V2 | 21.69 | 6.02 | 15,597,464 | 2,618.54M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.499/hrnet_w18_small_v2-0602-e9db4e0c.tf2.h5.log)) | | HRNetV2-W18 | 20.17 | 5.04 | 21,299,004 | 4,322.66M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.508/hrnetv2_w18-0504-5e025edd.tf2.h5.log)) | diff --git a/tensorflow2/tf2cv/models/model_store.py b/tensorflow2/tf2cv/models/model_store.py index d4a39a6f..962c8deb 100644 --- a/tensorflow2/tf2cv/models/model_store.py +++ b/tensorflow2/tf2cv/models/model_store.py @@ -28,7 +28,7 @@ ('bn_vgg16b', '0776', '4e07f81c0a59865ca3546898aa02a445a0a00cf2', 'v0.0.489', 'in1k', 0.875), ('bn_vgg19b', '0733', '7a0920e8b4219585cee8cbbf7dcae5ae8a5e3f1f', 'v0.0.490', 'in1k', 0.875), ('bninception', '0865', '4cab3cce0eb1b79b872b189f5b0d9e4bb20f5ff4', 'v0.0.423', 'in1k', 0.875), - ('resnet10', '1256', 'b113c5e6f53107a7aed7912cc69e8bcf99d962e3', 'v0.0.483', 'in1k', 0.875), + ('resnet10', '1226', 'f91c99958e6093db8db8b380a3abf4fa011471fd', 'v0.0.569', 'in1k', 0.875), ('resnet12', '1201', 'b8f1c73d3314b646a6ee625f181b48ed1705d140', 'v0.0.485', 'in1k', 0.875), ('resnet14', '1091', 'b1d49202de5d355161ea8ccb0433af69e79901ed', 'v0.0.491', 'in1k', 0.875), ('resnetbc14b', '1037', '3b92ac6b051a55da27e68b4120793cf94147c253', 'v0.0.481', 'in1k', 0.875), @@ -191,7 +191,7 @@ ('dicenet_w5d4', '1286', '353f46cc9731a046466f6b5ea1df0beb4a4d96f3', 'v0.0.515', 'in1k', 0.875), ('dicenet_w3d2', '1173', '2d5ba3eb216b1fd4399e5c91136d19b66bb11dcb', 'v0.0.522', 'in1k', 0.875), ('dicenet_w7d8', '1131', '008459595b70042884480f4946fee807384e781e', 'v0.0.527', 'in1k', 0.875), - ('dicenet_w2', '1113', 'a597b5bce14e470a0b86fb2be6307ac45f724274', 'v0.0.497', 'in1k', 0.875), + ('dicenet_w2', '0955', '6301dc901a2e92f0591eed98d14a1b5d1df6de39', 'v0.0.569', 'in1k', 0.875), ('hrnet_w18_small_v1', '0871', '6ae644af92de5cb12ba6ccae0d25dc2b86204ada', 'v0.0.492', 'in1k', 0.875), ('hrnet_w18_small_v2', '0602', 'e9db4e0ccd82efbebdba9c5b03cd58b9aa99ea51', 'v0.0.499', 'in1k', 0.875), ('hrnetv2_w18', '0504', '5e025eddf2918e1592d2ca39f585b8beae5f2461', 'v0.0.508', 'in1k', 0.875),