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Author

Cuiping Yan

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Open access Oct 2026

Multi-scale convolution with efficient channel attention improves benign–malignant classification of spinal tumors on T2-weighted fat-suppressed MRI

Accurate differentiation between benign and malignant spinal tumors is critical for treatment planning, yet manual interpretation of T2-weighted fat-suppressed MRI remains subjective, with substantial inter-observer variability. This study aimed to develop a deep learning model, the multi-scale deep residual networ...

Zhi-Wei Ma, Xing-Yu Duan, Xiao Ma et al. · 0 citations
Aug 2026

Hierarchical Disentanglement Guided Diffusion for Multimodal Brain Tumor Segmentation.

A hierarchical disentanglement guided diffusion framework (HD-Diff) for multimodal brain tumor segmentation is proposed, and a modality-aware en coder is introduced to harmonize and integrate multimodal features.

Wei-Peng Liu, Wenpei Li, Cuiping Yan et al. · 0 citations

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