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Sep 2026

Highly Accelerating Joint Intracranial and Carotid Vessel Wall Imaging Using ESPIRiT-Driven Diffusion Model Reconstruction.

PURPOSE To propose ESPIRiT-Diffusion, a physics-guided score-based diffusion reconstruction framework incorporating multi-set ESPIRiT map-based data-consistency constraints for 8.8- and 10.7-fold accelerated joint intracranial and carotid vessel wall imaging (VWI) with an isotropic resolution of 0.6 mm3. THEORY AND M...

Tian Zhou, Yu-Long Qi, Seng Jia et al. · 0 citations
Sep 2026

NL-TINR: implicit neural representation based nonlocal functional tensor decomposition for zero-shot 3D multi-contrast MRI reconstruction.

OBJECTIVE 3D quantitative magnetic resonance imaging (qMRI) enables noninvasive tissue characterization but often requires prolonged acquisition times for multi-contrast imaging, limiting its broader clinical adoption. Although deep learning has shown promise for accelerated MRI reconstruction, supervised methods rely...

Jing-Ran Xu, Seng Jia, Yuan-Biao Yang et al. · 0 citations

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