Update README.md

README.md

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-_By [Aritra Roy Gosthipaty](https://github.com/ariG23498) and [Sayak Paul](https://github.com/sayakpaul) (equal contribution)_
-
 | DINO | Dog |
 | :--: | :--: |
 | ![dino](https://i.imgur.com/kAShjbs.gif) | ![dog](https://i.imgur.com/xrMkCbg.gif) |
-
-<br>
-<hr>
-<br>
-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):
-
-<ul>
-<li> Original ViT [1] </li>
-<li> DeiT [2] </li>
-<li> DINO [3] </li>
-</ul>
-
-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. 
-
-<br>
-<hr>
-<br>
-References
-
-<ol>
-<li> [1] An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale: https://arxiv.org/abs/2010.11929 </li>
-<li> [2] DeiT: https://arxiv.org/abs/2012.12877 </li>
-<li> [3] DINO: https://arxiv.org/abs/2104.14294 </li>
-</ol>
-
-<br>
-<hr>
-<br>
-
-Acknowledgements
-<ul>
-<li> <a href="https://pyimagesearch.com">PyImageSearch</a> </li>
-<li> <a href="https://jarvislabs.ai/">Jarvislabs.ai</a> </li>
-<li> <a href="https://developers.google.com/programs/experts/">GDE Program</a> </li>
-</ul>