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Author

Yu-Hui Ma

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Open access Sep 2026

Research on few-shot bone tumor classification method based on C-MSPNet

Aiming at the insufficient utilization of clinical information, limited adaptability to lesion scales, and lack of clinical-prior guidance in feature learning of traditional prototypical network models for bone tumor image classification, this paper proposes a Clinical-guided Multi-Scale Prototypical Network (C-MSPNet)...

Chang Li, Jin-Cheng Zhao, Yu-Hui Ma et al. · 0 citations
Aug 2026

A frequency-aware dual-domain collaborative framework for medical image enhancement.

This paper proposes a frequency-aware dual-domain collaborative framework for medical image enhancement, termed FDRNet, comprising two key components: a frequency-decoupled deblurring module with asymmetric channel integration, which combines global and local views using high- and low-frequency information to preserve...

Wei-Cheng Liao, Yu-Hui Ma, Zan Chen et al. · 0 citations

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