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swin-transformer

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This project uses PyTorch to classify bone fractures. As well as fine-tuning some famous CNN architectures (like VGG 19, MobileNetV3, RegNet,...), we designed our own architecture. Additionally, we used Transformer architectures (such as Vision Transformer and Swin Transformer). This dataset is Bone Fracture Multi-Region X-ray, available on Kaggle.

  • Updated May 25, 2024
  • Jupyter Notebook

Swin Transformers, short for "Shifted Windows," were introduced in the paper titled "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows" by Liu et a. (2021). Unlike traditional transformers, Swin Transformers divide the image into non-overlapping shifted windows, enabling efficient and scalable computation.

  • Updated Aug 22, 2023
  • Jupyter Notebook

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