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https://github.com/ashishpatel26/vision-transformer-keras-tensorflow-pytorch-examples

Tensorflow implementation of the Vision Transformer (An Image is Worth 16x16 Words: Transformer
https://github.com/ashishpatel26/vision-transformer-keras-tensorflow-pytorch-examples

example keras pytorch tensorflow tensorflow2 vision-transformer

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Tensorflow implementation of the Vision Transformer (An Image is Worth 16x16 Words: Transformer

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# Vision-Transformer Keras Tensorflow Pytorch Examples
Tensorflow implementation of the Vision Transformer (ViT) presented in [An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale](https://openreview.net/pdf?id=YicbFdNTTy), where the authors show that Transformers applied directly to image patches and pre-trained on large datasets work really well on image classification.

| Official Paper | Official Code | Article Step By Step |
| ------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |
| [Download](https://arxiv.org/pdf/2010.11929.pdf) | [Code](https://github.com/google-research/vision_transformer) | [Article](https://jacobgil.github.io/deeplearning/vision-transformer-explainability) |

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[![img](https://github.com/emla2805/vision-transformer/raw/master/vit.png)](https://github.com/emla2805/vision-transformer/blob/master/vit.png)


Vision TransformerDownload PDF.


### Collection of Vision Transformer Code

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| Sr No | Name | Link |
| ----- | ---------------------------------------------------- | ------------------------------------------------------------ |
| 1. | ViT Pytorch (1.9K) ⭐ | https://github.com/lucidrains/vit-pytorch |
| 2. | Google Vit Code(1.3K) ⭐ | https://github.com/google-research/vision_transformer |
| 3. | JeonWorld(161) ⭐ | https://github.com/jeonsworld/ViT-pytorch |
| 4. | Vit Tensorflow2 | https://github.com/ashishpatel26/Vision-Transformer-Keras-Tensorflow-Pytorch-Examples/blob/main/Vision_Transformer_with_tf2.ipynb |
| 5. | Vision Transformer Pytorch(80)⭐ | https://github.com/asyml/vision-transformer-pytorch |
| 6. | Pretrained Vision Transformer (70)⭐ | https://github.com/lukemelas/PyTorch-Pretrained-ViT |
| 7. | Vision Transformer TF2(49) ⭐ | https://github.com/kamalkraj/Vision-Transformer |
| 8. | Vision Transformer Tensorflow(62) ⭐ | https://github.com/emla2805/vision-transformer |
| 9. | Vision Transformer with Control Activation Map(40) ⭐ | https://github.com/jacobgil/vit-explain |
| 10. | Vision Transformer Keras(32)⭐ | https://github.com/tuvovan/Vision_Transformer_Keras |
| 11. | Vision Transformer (20) ⭐ | https://github.com/tahmid0007/VisionTransformer |
| 12. | ViT Keras (12) ⭐ | https://github.com/faustomorales/vit-keras |
| 13. | VIT Pytorch(9) ⭐ | https://github.com/tczhangzhi/VisionTransformer-Pytorch |
| 14. | ViT Tensorflow 2 (6)⭐ | https://github.com/soumik12345/Vision-Transformer |

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## Citation

```latex
@inproceedings{
anonymous2021an,
title={An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale},
author={Anonymous},
booktitle={Submitted to International Conference on Learning Representations},
year={2021},
url={https://openreview.net/forum?id=YicbFdNTTy},
note={under review}
}
```

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**Thanks for Reading**

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