Author

Wei Feng

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Preprint Oct 2026

A General-Purpose Dual-Path Interaction Framework for Multi-View Medical Image Segmentation: Alleviating Data Volume Dependency in Small-Sample Regimes

The performance of medical image segmentation depends on a large amount of annotated data, and most segmentation models experience a significant drop in performance in low-sample-size scenarios. Existing semi-supervised and weakly supervised methods rely on specific network architectures, while traditional multi-view-a...

Shu-Huan Wang, Yuan-Yuan Cui, Peng-Ju Wang et al. · 0 citations

Jul 2026

ReMoE: Report-Guided Mixture-of-Experts for Multimodal OCT/OCTA Anomaly Detection

Report-Guided Mixture-of-Experts (ReMoE) is proposed, which distills normal report semantics into an image-to-text prior student, builds modality-aware priors, and uses Report-Guided Modality Modulation (RMM) to modulate features through mixture-of-experts routing.

Zi-Han Nie, Qin-Cheng Qiao, Muhao Xu et al. · arXiv.org · 0 citations