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Coronary artery segmentation in non-contrast cardiac CT using anatomy-informed contrastive learning and synthetic data

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Non-contrast cardiac CT (NCCT) offers a low-dose, cost-effective alternative to coronary CT angiography (CCTA) for large-scale coronary artery disease screening. However, automatic segmentation on NCCT is severely hindered by poor vessel visibility and a scarc... ...