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Author

Shou-Jun Yu

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Sep 2026

Spatial-Sequence Joint Modeling for Accelerated Multi-Model Diffusion MRI Microstructure Estimation.

OBJECTIVE This study aims to develop an efficient and high-fidelity deep learning framework for accelerated multi-model diffusion MRI microstructure estimation using sparsely sampled q-space data. METHOD We propose a shared-encoder, distinct-decoder framework. A dual-branch architecture within the shared encoder inte...

Tao-Hui Xiao, Cheng Li, Shou-Jun Yu et al. · 0 citations
Preprint Sep 2026

CNsEMD: An Expert-Annotated Multi-Field-Strength MRI Dataset and a Hyperspherical Manifold Network for Multimodal Cranial Nerve Parcellation

This work introduces CNsEMD, an expert-annotated multimodal dataset for CN parcellation, and proposes the projective hyperspherical manifold network (PHM-Net), which learns cross-modal representations by capturing angular relationships in a shared hyperspherical embedding space.

Lei Xie, Jun-Xiong Huang, Guo-Qiang Xie et al. · 0 citations

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