A Novel Data Augmentation Technique for Out-of-Distribution Sample Detection using Compounded Corruptions

Ramya S. Hebbalaguppe, Soumya Suvra Goshal, Jatin Prakash +2

Modern deep neural network models are known to erroneously classify out-of-distribution (OOD) test data into one of the in-distribution (ID) training classes with high confidence.…