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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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

Cranial nerves (CNs) play essential roles in sensory, motor, and autonomic functions. Accurate CN parcellation from multimodal magnetic resonance imaging (MRI) is crucial for neuroanatomical analysis and neurosurgical planning. However, accurate CN parcellation remains extremely challenging because CNs are very small,...

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

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