Harnessing Large Language and Vision-Language Models for Robust Out-of-Distribution Detection

Pei-Kang Lee, Jun-Cheng Chen, Ja-Ling Wu

Out-of-distribution (OOD) detection has seen significant advancements with zero-shot approaches by leveraging the powerful Vision-Language Models (VLMs) such as CLIP. However, prio…