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Hua-Zhu Fu

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Open access Sep 2026

BriGHT: transcriptome-regularized multimodal neuroimaging for brain disorder prediction

BriGHT employs a transcriptome-derived structural reference as a soft anchoring prior to regularize neuroimaging ROI embeddings, stabilizing representation geometry while preserving disease-relevant subject-specific variation.

Zhou-Jie Fan, Hao-Ran Luo, Hui Zhou et al. · 0 citations
Aug 2026

Segmentation-synthesis co-training for semi-supervised domain generalizable medical image segmentation

ReMatch is introduced, a segmentation-synthesis co-training framework for semi-supervised domain generalization in medical image segmentation that Synthesizes unlabeled images with both high semantic consistency and style diversity by leveraging Texture and Shape features derived from the segmentation process.

Zhi-Qiang Shen, Qing-Shan Hou, Peng Cao et al. · 0 citations

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