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Author

Zhuoxu Cui

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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
Jul 2026

VSS-SAM++: Visual State Space-Aware SAM for 3D Medical Image Segmentation.

VSS-SAM++ is introduced, a novel dual-branch architecture that combines SAM's foundational visual priors with Vision Mamba's capacity for modeling long-range spatial dependencies and its robustness to domain shifts and scalability across diverse modalities highlights its potential for clinical deployment.

Jinxuan Lyu, Bin Zhang, Yipan Wang et al. · 0 citations
Preprint Jul 2026

K-space Gaussian Representation for Parallel MRI

The proposed K-space Gaussian Representation (KGR), the first explicit continuous representation formulated directly in the native k-space domain, suggests that explicit continuous parameterization of native k-space provides a principled framework for integrating continuous signal modeling with structured low-rank reco...

Yu Guan, Mingyu Hu, Jiale Hu et al. · 0 citations

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