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

no code implementations • 12 Jul 2022 • Vivek Narayanaswamy, Yamen Mubarka, Rushil Anirudh, Deepta Rajan, Andreas Spanias, Jayaraman J. Thiagarajan

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

Data Augmentation Open Set Learning +3