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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's Introduction

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, where the authors show that Transformers applied directly to image patches and pre-trained on large datasets work really well on image classification.

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Vision TransformerDownload PDF.

Collection of Vision Transformer Code


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

Citation

@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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