Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging

Luke Oakden-Rayner, Jared Dunnmon, Gustavo Carneiro +1

Machine learning models for medical image analysis often suffer from poor performance on important subsets of a population that are not identified during training or testing. For e…