EasyCV/docs/source/model_zoo_cls.md

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2022-04-02 20:01:06 +08:00
# Classification Model Zoo
## Benchmarks
| Algorithm | Config | Top-1 (%) | Top-5 (%) | Download |
| --------- | ------------------------------------------------------------ | --------- | --------- | ------------------------------------------------------------ |
| resnet50(raw) | ../../configs/classification/cls/resnet/imagenet_resnet50_jpg.py | 76.454 | 93.084 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnet/resnet50/epoch_100.pth) |
| resnet50(tfrecord) | ../../configs/classification/imagenet/imagenet_rn50_tfrecord.py | 76.266 | 92.972 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnet/resnet50/epoch_100.pth) |
| resnet101 | ../../configs/classification/cls/resnet/imagenet_resnet101_jpg.py | 78.152 | 93.922 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnet/resnet101/epoch_100.pth) |
| resnet152 | ../../configs/classification/cls/resnet/imagenet_resnet152_jpg.py | 78.544 | 94.206 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnet/resnet152/epoch_100.pth) |
| resnext50-32x4d | ../../configs/classification/cls/resnext/imagenet_resnext50-32x4d_jpg.py | 77.604 | 93.856 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnext/resnet50/epoch_100.pth) |
| resnext101-32x4d | ../../configs/classification/cls/resnext/imagenet_resnet101-32x4d_jpg.py | 78.568 | 94.344 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnext/resnext50-32x4d/epoch_100.pth) |
| resnext101-32x8d | ../../configs/classification/cls/resnext/imagenet_resnet101-32x8d_jpg.py | 79.468 | 94.434 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnext/resnext101-32x8d/epoch_100.pth) |
| resnext152-32x4d | ../../configs/classification/cls/resnext/imagenet_resnet152-32x4d_jpg.py | 78.994 | 94.462 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnext/resnext152-32x4d/epoch_100.pth) |
| hrnetw18 | ../../configs/classification/cls/hrnet/imagenet_hrnetw18_jpg.py | 76.258 | 92.976 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/hrnet/hrnetw18/epoch_100.pth) |
| hrnetw30 | ../../configs/classification/cls/hrnet/imagenet_hrnetw40_jpg.py | 77.66 | 93.862 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/hrnet/hrnetw30/epoch_100.pth) |
| hrnetw32 | ../../configs/classification/cls/hrnet/imagenet_hrnetw40_jpg.py | 77.994 | 93.976 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/hrnet/hrnetw32/epoch_100.pth) |
| hrnetw40 | ../../configs/classification/cls/hrnet/imagenet_hrnetw40_jpg.py | 78.142 | 93.956 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/hrnet/hrnetw40/epoch_100.pth) |
| hrnetw44 | ../../configs/classification/cls/hrnet/imagenet_hrnetw40_jpg.py | 79.266 | 94.476 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/hrnet/hrnetw44/epoch_100.pth) |
| hrnetw48 | ../../configs/classification/cls/hrnet/imagenet_hrnetw44_jpg.py | 79.636 | 94.802 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/hrnet/hrnetw48/epoch_100.pth) |
| hrnetw64 | ../../configs/classification/cls/hrnet/imagenet_hrnetw64_jpg.py | 79.884 | 95.04 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/resnet/hrnetw64/epoch_100.pth) |
| vit-base-patch16 | ../../configs/classification/cls/resnet/imagenet_resnet50_jpg.py | 76.082 | 92.026 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/vit/vit-base-patch16/epoch_300.pth) |
| swin-tiny-patch4-window7 | ../../configs/classification/cls/resnet/imagenet_resnet50_jpg.py | 80.528 | 94.822 | [model](http://easyvision-test.oss-cn-shanghai.aliyuncs.com/yunji.cjy/pretrain/swint/swin-tiny-patch4-window7/epoch_300.pth) |