The repository contains the core codes of "AtrialGeneral: Domain Generalization for Left Atrial Segmentation of Multi-Center LGE MRIs". The code includes four baseline models (U-Net, U-Net++, DeepLab v3+ and MAnet) and three model generalization schemes. The schemes include histogram matching (HM), mutual information based disentangled representation, and random style transfer.
The dataset employed in this work is from: ISBI 2012: Left Atrium Fibrosis and Scar Segmentation Challenge and MICCAI 2018: Atrial Segmentation Challenge
If this code is useful for you, please kindly cite this work via:
@InProceedings{conf/MICCAI/li2021,
title={Atrial{G}eneral: Domain Generalization for Left Atrial Segmentation of Multi-Center {LGE MRI}s},
author={Li, Lei and Zimmer, Veronika A and Schnabel, Julia A and Zhuang, Xiahai},
booktitle={Medical Image Computing and Computer Assisted Intervention},
pages={557--566},
year={2021}
}
If you have any questions, please contact lilei.sky@sjtu.edu.cn.