ai, deep-learning, domain-generalization, Machine Learning

Why Your Retinal Disease Model Fails Outside the Lab

How a 96% model collapsed to near-random guessing and what we did about itSystem ArchitectureA retinal disease detection model scoring an mAUC of 0.963 sounds impressive. Until it drops to 0.534 the moment you test it on a different hospital’s images.T…