mirror of https://github.com/alibaba/EasyCV.git
24 lines
5.4 KiB
Markdown
24 lines
5.4 KiB
Markdown
# Classification Model Zoo
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## Benchmarks
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| Algorithm | Config | Top-1 (%) | Top-5 (%) | Download |
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| --------- | ------------------------------------------------------------ | --------- | --------- | ------------------------------------------------------------ |
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| resnet50(raw) | [resnet50(raw)](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet50_jpg.py) | 76.454 | 93.084 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet50/epoch_100.pth) |
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| resnet50(tfrecord) | [resnet50(tfrecord)](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_rn50_tfrecord.py) | 76.266 | 92.972 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet50/epoch_100.pth) |
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| resnet101 | [resnet101](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet101_jpg.py) | 78.152 | 93.922 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet101/epoch_100.pth) |
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| resnet152 | [resnet152](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnet/imagenet_resnet152_jpg.py) | 78.544 | 94.206 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/resnet152/epoch_100.pth) |
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| resnext50-32x4d | [resnext50-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext50-32x4d_jpg.py) | 77.604 | 93.856 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnet50/epoch_100.pth) |
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| resnext101-32x4d | [resnext101-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext101-32x4d_jpg.py) | 78.568 | 94.344 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext50-32x4d/epoch_100.pth) |
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| resnext101-32x8d | [resnext101-32x8d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext101-32x8d_jpg.py) | 79.468 | 94.434 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext101-32x8d/epoch_100.pth) |
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| resnext152-32x4d | [resnext152-32x4d](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/resnext/imagenet_resnext152-32x4d_jpg.py) | 78.994 | 94.462 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnext/resnext152-32x4d/epoch_100.pth) |
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| hrnetw18 | [hrnetw18](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw18_jpg.py) | 76.258 | 92.976 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw18/epoch_100.pth) |
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| hrnetw30 | [hrnetw30](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw30_jpg.py) | 77.66 | 93.862 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw30/epoch_100.pth) |
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| hrnetw32 | [hrnetw32](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw32_jpg.py) | 77.994 | 93.976 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw32/epoch_100.pth) |
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| hrnetw40 | [hrnetw40](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw40_jpg.py) | 78.142 | 93.956 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw40/epoch_100.pth) |
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| hrnetw44 | [hrnetw44](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw44_jpg.py) | 79.266 | 94.476 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw44/epoch_100.pth) |
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| hrnetw48 | [hrnetw48](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw48_jpg.py) | 79.636 | 94.802 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/hrnet/hrnetw48/epoch_100.pth) |
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| hrnetw64 | [hrnetw64](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/hrnet/imagenet_hrnetw64_jpg.py) | 79.884 | 95.04 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/resnet/hrnetw64/epoch_100.pth) |
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| vit-base-patch16 | [vit-base-patch16](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/vit/imagenet_vit_base_patch16_224_jpg.py) | 76.082 | 92.026 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/vit/vit-base-patch16/epoch_300.pth) |
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| swin-tiny-patch4-window7 | [swin-tiny-patch4-window7](https://github.com/alibaba/EasyCV/tree/master/configs/classification/imagenet/swint/imagenet_swin_tiny_patch4_window7_224_jpg.py) | 80.528 | 94.822 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/classification/swint/swin-tiny-patch4-window7/epoch_300.pth) |
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