[TOMM 2025] MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation

[arXiv] [ACM Transactions]

📚Data Preparation

This study uses the publicly available datasets related to cerebrovascular segmentation. Accessible at https://xzbai.buaa.edu.cn/datasets.html.

🎪Quickstart

Install casual-conv1d

please make sure the cuda version ≥ 11.6

cd casual-conv1d
python setup.py install

Install Mamba

cd mamba
python setup.py install

Install MONAI

pip install monai

📜Citation

If you find this work helpful for your project, please consider citing the following paper:

@article{xu2025mambavesselnet++,
  title={MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation},
  author={Xu, Qing and Chen, Yanming and Li, Yue and Liu, Ziyu and Lou, Zhenye and Zhang, Yixuan and Zheng, Huizhong and He, Xiangjian},
  journal={ACM Transactions on Multimedia Computing, Communications and Applications},
  year={2025},
  publisher={ACM New York, NY}
}

If you have any questions about our project, feel free to contact me by email at qing.xu@nottingham.edu.cn or yanming.chen@yale.edu

Acknowledgements

• Mamba