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Open access Sep 2026

BriGHT: transcriptome-regularized multimodal neuroimaging for brain disorder prediction

Abstract Motivation Hypergraph-based models for brain disorder prediction mainly adopt imaging-derived hypergraphs as propagation backbones. However, the entanglement of topology construction and feature propagation leaves regional representations weakly constrained by underlying biological organization, making them vu...

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

Semi-supervised domain generalization (SSDG) faces two fundamental challenges that hinder model generalizability: label scarcity and domain shifts. Recent studies tackle this challenging task by building on a scheme that integrates the strong-weak pseudo supervision paradigm with specific data augmentation strategies....

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

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