mlsanityData to 14 Oct 2026

Geometrically Constrained Stenosis Editing in Coronary Angiography via Entropic Optimal Transport

arXiv 2605.08851 ↗First posted 9 May 2026cs.CV cs.AI cs.LGcited by 1

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Abstract (arXiv)

The scarcity of high-quality imaging data for coronary angiography (CAG) stenosis limits the clinical translation of automated stenosis detection. Synthetic stenosis data provides a practical avenue to augment training sets, improving data quality, diversity, and distributional coverage, and enhancing detection precision and generalization. However, diffusion-based editing commonly relies on soft guidance in a noise-initialized reverse process, offering limited pixel-level precision and structure preservation. We propose the OT-Bridge Editor, which reframes localized editing as a constrained entropic optimal transport (OT) problem and leverages geometric information to steer the generation path, enabling stronger geometric control. Extensive experiments show that our synthesized angiograms consistently improve downstream stenosis detection, yielding substantial relative gains of 27.8% on the public ARCADE benchmark and 23.0% on our multi-center dataset, supported by consistent qualitative results.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 30 of its 55 references that are in the map. First posted on arXiv 9 May 2026.

Builds on

30 of 55 references.

References · 30

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18 more
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