Know Your Space: Inlier and Outlier Construction for Calibrating Medical OOD Detectors

Vivek Narayanaswamy, Yamen Mubarka, Rushil Anirudh +3

We focus on the problem of producing well-calibrated out-of-distribution (OOD) detectors, in order to enable safe deployment of medical image classifiers. Motivated by the difficul…