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paperarXivTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago

MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

Multi-view reasoning in coronary X-ray angiography is inherently a cross-projection geometric problem, yet automated report generation in this setting remains largely unexplored. The 3D vascular topology leads to projection-dependent branch overlap and foreshortening, rendering single-view modeling fundamentally incomplete and unstable for lesion localization and stenosis grading. Although multi-view fusion appears promising, learning anatomically consistent fusion from real angiograms is impeded by a critical limitation: cross-view alignment is unobservable and cannot be explicitly supervised

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  • PossiblePossibly related (embedding) · 49%mlmed/torchxrayvision
  • LinkedLinked via arxiv author · 85%Chen Jia

    MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

  • LinkedLinked via arxiv author · 85%Baochang Zhang

    MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

  • LinkedLinked via arxiv author · 85%Fatia Kusuma Dewi

    MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

  • LinkedLinked via arxiv author · 85%Amir Yousefi

    MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

  • LinkedLinked via arxiv author · 85%Heribert Schunkert

    MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

  • LinkedLinked via arxiv author · 85%Reza Ghotbi

    MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

  • LinkedLinked via arxiv author · 85%Nassir Navab

    MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

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