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MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation



Chen Chen , Zeju Li , Cheng Ouyang , Matt Sinclair , Wenjia Bai , Daniel Rueckert

* Early accepted by MICCAI 2022 

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Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning



Alessa Hering , Lasse Hansen , Tony C. W. Mok , Albert C. S. Chung , Hanna Siebert , Stephanie Häger , Annkristin Lange , Sven Kuckertz , Stefan Heldmann , Wei Shao , Sulaiman Vesal , Mirabela Rusu , Geoffrey Sonn , Théo Estienne , Maria Vakalopoulou , Luyi Han , Yunzhi Huang , Mikael Brudfors , Yaël Balbastre , SamuelJ outard , Marc Modat , Gal Lifshitz , Dan Raviv , Jinxin Lv , Qiang Li , Vincent Jaouen , Dimitris Visvikis , Constance Fourcade , Mathieu Rubeaux , Wentao Pan , Zhe Xu , Bailiang Jian , Francesca De Benetti , Marek Wodzinski , Niklas Gunnarsson , Jens Sjölund , Huaqi Qiu , Zeju Li , Christoph Großbröhmer , Andrew Hoopes , Ingerid Reinertsen , Yiming Xiao , Bennett Landman , Yuankai Huo , Keelin Murphy , Nikolas Lessmann , Bram van Ginneken , Adrian V. Dalca , Mattias P. Heinrich


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Causality-inspired Single-source Domain Generalization for Medical Image Segmentation



Cheng Ouyang , Chen Chen , Surui Li , Zeju Li , Chen Qin , Wenjia Bai , Daniel Rueckert

* Preprint 

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Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation



Zeju Li , Konstantinos Kamnitsas , Ben Glocker

* Published in IEEE Transactions on Medical Imaging 

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Encoding CT Anatomy Knowledge for Unpaired Chest X-ray Image Decomposition



Zeju Li , Han Li , Hu Han , Gonglei Shi , Jiannan Wang , S. Kevin Zhou

* 9 pages with 4 figures 

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Overfitting of neural nets under class imbalance: Analysis and improvements for segmentation



Zeju Li , Konstantinos Kamnitsas , Ben Glocker

* Accepted at MICCAI 2019 

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