lileitech / AtrialGeneral

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AtrialGeneral

Overview

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.

Dataset

The dataset employed in this work is from: ISBI 2012: Left Atrium Fibrosis and Scar Segmentation Challenge and MICCAI 2018: Atrial Segmentation Challenge

Cite

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.

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