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Update README.md
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Zeyu Wang authored Jun 7, 2022
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Expand Up @@ -78,13 +78,13 @@ The testing instructions are in [TEST.md](TEST.md).
Here are ImageNet-1k trained weights for four model instantiations. All models are trained for 300 epochs with DeiT recipe.
Please follow the testing script to evaluate them on out-of-distribution dataset.

| | Pretrained Model | ImageNet ↑ | Stylized-ImageNet ↑ | ImageNet-C ↓ | ImageNet-R ↑ | ImageNet-Sketch ↑ |
| ------------------------------------- | :-------------------------------------------------------------------------------------------------: | :--------------: | :-----------------------: | :----------------: | :----------------: |:----------------------: |
| DeiT-S (Official Checkpoint) | [download link](https://github.com/facebookresearch/deit) | 79.8 | 16.2 | 42.8 | 41.9 | 29.1 |
| Robust-ResNet-DW-Small | [download link](https://drive.google.com/file/d/1cbS3NGkkzKw2Uhq8ATMbsoGjIx8zhwgv/view?usp=sharing) | 79.4 | 18.6 | 42.3 | 45.9 | 33.0 |
| Robust-ResNet-Inverted-DW-Small | [download link](https://drive.google.com/file/d/1g551TsZmVrSZ4BXje9RcT7gG_UjjFQmO/view?usp=sharing) | 79.0 | 19.5 | 42.1 | 45.9 | 32.8 |
| Robust-ResNet-Up-Inverted-DW-Small | [download link](https://drive.google.com/file/d/1lQ0zPqO6nmtXWt5r9d-M4k_GHVeW41Qy/view?usp=sharing) | 79.2 | 20.2 | 40.9 | 48.7 | 35.2 |
| Robust-ResNet-Down-Inverted-DW-Small | [download link](https://drive.google.com/file/d/1gZVclPJXT50F6iAJHUv8Z6wG6C0ZhXds/view?usp=sharing) | 79.9 | 19.3 | 41.6 | 46.0 | 32.8 |
| | Pretrained Model | ImageNet↑ | Stylized-ImageNet↑ | ImageNet-C↓ | ImageNet-R↑ | ImageNet-Sketch↑ |
| ------------------------------------- | :-------------------------------------------------------------------------------------------------: | :--------------:| :-----------------------: | :----------------: | :----------------: |:----------------------: |
| DeiT-S (Official Checkpoint) | [download link](https://github.com/facebookresearch/deit) | 79.8 | 16.2 | 42.8 | 41.9 | 29.1 |
| Robust-ResNet-DW-Small | [download link](https://drive.google.com/file/d/1cbS3NGkkzKw2Uhq8ATMbsoGjIx8zhwgv/view?usp=sharing) | 79.4 | 18.6 | 42.3 | 45.9 | 33.0 |
| Robust-ResNet-Inverted-DW-Small | [download link](https://drive.google.com/file/d/1g551TsZmVrSZ4BXje9RcT7gG_UjjFQmO/view?usp=sharing) | 79.0 | 19.5 | 42.1 | 45.9 | 32.8 |
| Robust-ResNet-Up-Inverted-DW-Small | [download link](https://drive.google.com/file/d/1lQ0zPqO6nmtXWt5r9d-M4k_GHVeW41Qy/view?usp=sharing) | 79.2 | 20.2 | 40.9 | 48.7 | 35.2 |
| Robust-ResNet-Down-Inverted-DW-Small | [download link](https://drive.google.com/file/d/1gZVclPJXT50F6iAJHUv8Z6wG6C0ZhXds/view?usp=sharing) | 79.9 | 19.3 | 41.6 | 46.0 | 32.8 |



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