Contrast-Invariant Self-supervised Segmentation for Quantitative Placental MRI. - Xinliu Zhong; Ruiying Liu; Emily S. Nichols; Xuzhe Zhang; Andrew F. Laine; Emma G. Duerden; Yun Wang (CoRR, 2025)

Lightweight Relational Embedding in Task-Interpolated Few-Shot Networks for Enhanced Gastrointestinal Disease Classification. - Xinliu Zhong; Leo Hwa Liang; Angela S. Koh; Yeo Si Yong (CoRR, 2025)

Enhancing Biomedical Multi-modal Representation Learning with Multi-scale Pre-training and Perturbed Report Discrimination. - Xinliu Zhong; Kayhan Batmanghelich; Li Sun 010 (CoRR, 2025)