HyperPath

This is the official code for the paper "HyperPath: Knowledge-Guided Hyperbolic Semantic Hierarchy Modeling for WSI Analysis (MICCAI 2025 Early Accept)".

Preparation

(1) Download the datasets mentioned in the paper (TCGA-BRCA, TCGA-NSCLC)

(2) Extract features using CLAM.

Citation

If you find this work useful in your research, please consider citing:

@misc{huang2025hyperpathknowledgeguidedhyperbolicsemantic,
      title={HyperPath: Knowledge-Guided Hyperbolic Semantic Hierarchy Modeling for WSI Analysis}, 
      author={Peixiang Huang and Yanyan Huang and Weiqin Zhao and Junjun He and Lequan Yu},
      year={2025},
      eprint={2506.16398},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2506.16398}, 
}

Acknowledgement

We would like to thank the authors of CATE, FLEX, CONCH, CLAM and MERU for their excellent work.