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ARIADNE: A Perception-Reasoning Synergy Framework for Trustworthy Coronary Angiography Analysis

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Conventional pixel-wise loss functions fail to enforce topological consistency in coronary vessel segmentation, producing fragmented vascular trees despite high pixel-level accuracy. We present ARIADNE, a two-stage framework coupling preference-aligned percept... ...