Tuning Out-of-Distribution (OOD) Detectors Without Given OOD Data

Sudeepta Mondal, Xinyi Mary Xie, Ruxiao Duan +2

Existing out-of-distribution (OOD) detectors are often tuned by a separate dataset deemed OOD with respect to the training distribution of a neural network (NN). OOD detectors proc…