Breaking Down Covariate Shift on Pneumothorax Chest X-Ray Classification

Abstract

Acquisition parameters, device manufacturer, and geography impact domain shift in X-ray classification across diverse datasets, and show that our LISA-topK method consistently narrows the out-of-distribution performance gap in clinically relevant pathologies.

Publication
MICCAI UNSURE