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Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-Labeling


Sep 19, 2021
Cheng Chen, Quande Liu, Yueming Jin, Qi Dou, Pheng-Ann Heng

* Accepted to MICCAI 2021 

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Federated Semi-supervised Medical Image Classification via Inter-client Relation Matching


Jun 16, 2021
Quande Liu, Hongzheng Yang, Qi Dou, Pheng-Ann Heng

* Accepted to MICCAI 2021 

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FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space


Mar 10, 2021
Quande Liu, Cheng Chen, Jing Qin, Qi Dou, Pheng-Ann Heng

* Accepted to CVPR 2021 

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Contrastive Cross-site Learning with Redesigned Net for COVID-19 CT Classification


Sep 15, 2020
Zhao Wang, Quande Liu, Qi Dou

* Published as a journal paper at IEEE J-BHI; code and dataset are available at https://github.com/med-air/Contrastive-COVIDNet 

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Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains


Jul 04, 2020
Quande Liu, Qi Dou, Pheng-Ann Heng

* Early accepted by MICCAI 2020; code and dataset are available at https://github.com/liuquande/SAML 

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Deep Mining External Imperfect Data for Chest X-ray Disease Screening


Jun 06, 2020
Luyang Luo, Lequan Yu, Hao Chen, Quande Liu, Xi Wang, Jiaqi Xu, Pheng-Ann Heng

* Accepted to IEEE Transactions on Medical Imaging 

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Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model


May 15, 2020
Quande Liu, Lequan Yu, Luyang Luo, Qi Dou, Pheng Ann Heng

* IEEE Transactions on Medical Imaging, 2020 

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MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data


Feb 19, 2020
Quande Liu, Qi Dou, Lequan Yu, Pheng Ann Heng

* IEEE TMI, 2020 

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Unpaired Multi-modal Segmentation via Knowledge Distillation


Jan 06, 2020
Qi Dou, Quande Liu, Pheng Ann Heng, Ben Glocker

* IEEE TMI, code available 

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