Publications

Random Anchors with Low-rank Decorrelated Learning: A Minimalist Pipeline for Class-Incremental Medical Image Classification

Published in International Conference on Learning Representations (ICLR), 2026

Recommended citation: @inproceedings{raldl2026, title={Random Anchors with Low-rank Decorrelated Learning: A Minimalist Pipeline for Class-Incremental Medical Image Classification}, author={Wu, Xinyao and Xu, Zhe and Tong, Raymond Kai-yu}, booktitle={International Conference on Learning Representations (ICLR)}, year={2026} }
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Conservative-Radical Complementary Learning for Class-incremental Medical Image Analysis with Pre-trained Foundation Models

Published in Medical Image Computing and Computer Assisted Interventions (MICCAI), 2025

Recommended citation: @inproceedings{wu2025crcl, title = {Conservative-Radical Complementary Learning for Class-incremental Medical Image Analysis with Pre-trained Foundation Models}, author = {Wu*, Xinyao and Xu*, Zhe and Lu, Donghuan and Sun, Jinghan and Liu, Hong and Shakil, Sadia and Ma, Jiawei and Zheng, Yefeng and Tong, Raymond}, booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)}, year = {2025} }
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Few Slices Suffice: Multi-faceted Consistency Learning with Active Cross-Annotation for Barely-Supervised 3D Medical Image Segmentation

Published in Medical Image Computing and Computer Assisted Interventions (MICCAI), 2024

(Oral, Young Scientist Award Finalist)

Recommended citation: @inproceedings{wu2024few, title={Few slices suffice: Multi-faceted consistency learning with active cross-annotation for barely-supervised 3D medical image segmentation}, author={Wu, Xinyao and Xu, Zhe and Tong, Raymond Kai-yu}, booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention}, pages={286--296}, year={2024}, organization={Springer} }
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Multi-Faceted Consistency learning with active cross-labeling for barely-supervised 3D medical image segmentation

Published in Medical Image Analysis, 2025

(IF: 11.8, JCR-Q1) [Invited paper - MICCAI 2024 Special Issue]

Recommended citation: @article{wu2025multi, title={Multi-Faceted Consistency learning with active cross-labeling for barely-supervised 3D medical image segmentation}, author={Wu, Xinyao and Xu, Zhe and Tong, Raymond Kai-yu}, journal={Medical Image Analysis}, pages={103744}, year={2025}, publisher={Elsevier} }
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Continual learning in medical image analysis: A survey

Published in Computers in Biology and Medicine, 2024

(IF: 6.5, JCR-Q1)

Recommended citation: @article{wu2024continual, title={Continual learning in medical image analysis: A survey}, author={Wu, Xinyao and Xu, Zhe and Tong, Raymond Kai-yu}, journal={Computers in Biology and Medicine}, volume={182}, pages={109206}, year={2024}, publisher={Elsevier} }
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Bi-CRCL: Bidirectional Conservative-Radical Complementary Learning with Pre-trained Foundation Models for Class-incremental Medical Image Analysis

Under Review