Robust Mitigation of Age-Dependent Confounding Effects via Sample-Difficulty Decorrelation

Nikhil Cherian Kurian, Victor Caquilpan Parra, Abin Shoby +2

Age dependent performance disparities in medical image classification often arise because age acts as a confounder, linking imaging morphology with disease prevalence. In practice,…