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@@ -13,8 +13,9 @@ _By [Aritra Roy Gosthipaty](https://github.com/ariG23498) and [Sayak Paul](https
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  | ![dino](https://i.imgur.com/kAShjbs.gif) | ![dog](https://i.imgur.com/xrMkCbg.gif) |
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  We probe into the representations learned by different families of Vision Transformers (supervised pre-training with ImageNet-21k, ImageNet-1k, distillation, self-supervised pre-training):
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  <ul>
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  We hope these tools will prove to be useful for the community. Please follow along with [this post on keras.io](https://keras.io/examples/vision/probing_vits/) for a better navigation through the repository.
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  <br>
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  References
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  <li> [2] DeiT: https://arxiv.org/abs/2012.12877 </li>
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  <li> [3] DINO: https://arxiv.org/abs/2104.14294 </li>
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  </ol>
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  <br>
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  <ul>
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  <li> [PyImageSearch](https://pyimagesearch.com) </li>
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  <li> [Jarvislabs.ai](https://jarvislabs.ai/) </li>
 
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  | ![dino](https://i.imgur.com/kAShjbs.gif) | ![dog](https://i.imgur.com/xrMkCbg.gif) |
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+ <br>
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  We probe into the representations learned by different families of Vision Transformers (supervised pre-training with ImageNet-21k, ImageNet-1k, distillation, self-supervised pre-training):
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  <ul>
 
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  We hope these tools will prove to be useful for the community. Please follow along with [this post on keras.io](https://keras.io/examples/vision/probing_vits/) for a better navigation through the repository.
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+ <br>
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+ <hr>
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  <br>
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  References
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  <li> [2] DeiT: https://arxiv.org/abs/2012.12877 </li>
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  <li> [3] DINO: https://arxiv.org/abs/2104.14294 </li>
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  </ol>
 
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+ <br>
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+ <hr>
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  <br>
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+ Acknowledgements
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  <ul>
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  <li> [PyImageSearch](https://pyimagesearch.com) </li>
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  <li> [Jarvislabs.ai](https://jarvislabs.ai/) </li>