Medical Image Analysis

Self-supervised small vessel segmentation with shape-aware geometric models and attention

By Zhiwei Deng, Songnan Xu, Jianwei Zhang, Yonggang Shi

Computational studyAI & data

Cohort study, declared no competing interests

The paper

Zhiwei Deng, Songnan Xu, Jianwei Zhang, Yonggang Shi

University of Southern California

Medical Image Analysis, 12 Aug 2026

doi.org/10.1016/j.media.2026.104229 PubMed 42612517

Scientific Reports6 Oct 2026
Software measures age-related calcium deposits on brain scans
Research Square4 Oct 2026
Simple anatomical features match complex AI models on brain MRIs
medRxiv4 Oct 2026
Automated tool counts teeth from routine brain MRI
Academic Radiology10 Oct 2026
Model predicts acute ischemic stroke risk in type 2 diabetes