Ankesh Kumar Pandey

Representation-dependent domain adaptation for cross-cohort generalization of mammography diagnostic models

Background Artificial intelligence (AI) models for mammography can achieve high diagnostic performance when training and test data originate from similar populations and imaging environments, but performance often deteriorates under cross-cohort domain shift. Differences in acquisition systems, image characteristics, p...