ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms

William Yang, Byron Zhang, Olga Russakovsky

The task of out-of-distribution (OOD) detection is notoriously ill-defined. Earlier works focused on new-class detection, aiming to identify label-altering data distribution shifts…