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cardiac ct segmentation 1clinical validation 1human-in-the-loop annotation 1multicenter evaluation 1self-supervised learning 1

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cs.CV2026

A Unified Framework for Comprehensive Cardiac CT Segmentation and Phenotyping: Human-in-the-Loop Data Annotation, Vision Foundation Model Development, Multicenter Evaluation and Clinical Validation

Pooya Mohammadi Kazaj, Leo Fridolin Weber, Wen Xie +17

The paper introduces a unified system for segmenting and phenotyping cardiac structures in CT scans, combining human‑in‑the‑loop annotation, a CT augmentation method, and a self‑su…