Pytorch-Swin-Unet-V2 - a modified version of Swin Unet based on Swin Transfomer V2

Overview

Swin Unet V2

Swin Unet V2 is a modified version of Swin Unet arxiv based on Swin Transfomer V2 arxiv.

All configurations are the same as Swin Unet.

You just need to download the network folder and replace the network folder in Swin Unet.

drawing

Comparison of the WindowAttention module between Swin Transformer V1 and Swin Transformer V2

Reference

@misc{cao2021swinunet,
      title={Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation}, 
      author={Hu Cao and Yueyue Wang and Joy Chen and Dongsheng Jiang and Xiaopeng Zhang and Qi Tian and Manning Wang},
      year={2021},
      eprint={2105.05537},
      archivePrefix={arXiv},
      primaryClass={eess.IV}
}
@article{liu2021swin,
  title={Swin Transformer V2: Scaling Up Capacity and Resolution},
  author={Liu, Ze and Hu, Han and Lin, Yutong and Yao, Zhuliang and Xie, Zhenda and Wei, Yixuan and Ning, Jia and Cao, Yue and Zhang, Zheng and Dong, Li and others},
  journal={arXiv preprint arXiv:2111.09883},
  year={2021}
}
Owner
Chenxu Peng
Medical Image Computing, Machine Learning
Chenxu Peng
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