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Clare Pomeroy-Ward

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#artificial intelligence Preprint Sep 2026

Beyond In-Distribution Metrics: A Systematic Out-of-Distribution Evaluation of Congenital Heart Disease Segmentation

Congenital heart disease (CHD) diagnosis and surgical planning often require patient-specific 3D anatomical models, but manual segmentation is labor-intensive, particularly in complex anatomies. Although deep-learning methods can automate this process, they are typically evaluated in-distribution, despite clinically re...

Aniketh Vijesh, Shrisharanyan Vasu, Abhijit Ramesh et al. · 0 citations

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