Sajjad Shahabi

Fake It Until You Make It : Towards Accurate Near-Distribution Novelty Detection

We aim for image-based novelty detection. Despite considerable progress, existing models either fail or face dramatic drop under the so-called ``near-distribution" setup, where the differences between normal and anomalous samples are subtle. We first demonstrate existing methods could experience up…