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@@ -12,8 +12,8 @@ vit_model = VisionTransformer.from_config('vit_ti/16', pretrained=True)
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  ```
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- Original weights from https://github.com/google-research/vision_transformer: This weight is based on the
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- [Original ViT_Ti/16 pretrained on imagenet21k](https://storage.googleapis.com/vit_models/augreg/Ti_16-i21k-300ep-lr_0.001-aug_none-wd_0.03-do_0.0-sd_0.0.npz)
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  Weights converted to PyTorch for Kornia ViT implementation (by [@gau-nernst](https://github.com/gau-nernst) in [kornia/kornia#2786](https://github.com/kornia/kornia/pull/2786#discussion_r1482339811))
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  <details>
 
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  ...
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  ```
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+ Original weights from [AugReg](https://arxiv.org/abs/2106.10270) as recommended by [google research vision transformer repo](https://github.com/google-research/vision_transformer): This weight is based on the
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+ [AugReg ViT_Ti/16 pretrained on imagenet21k](https://storage.googleapis.com/vit_models/augreg/Ti_16-i21k-300ep-lr_0.001-aug_none-wd_0.03-do_0.0-sd_0.0.npz)
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  Weights converted to PyTorch for Kornia ViT implementation (by [@gau-nernst](https://github.com/gau-nernst) in [kornia/kornia#2786](https://github.com/kornia/kornia/pull/2786#discussion_r1482339811))
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  <details>