An Empirical Analysis of VLM-based OOD Detection: Mechanisms, Advantages, and Sensitivity

Yuxiao Lee, Xiaofeng Cao, Wei Ye +3

Vision-Language Models (VLMs), such as CLIP, have demonstrated remarkable zero-shot out-of-distribution (OOD) detection capabilities, vital for reliable AI systems. Despite this pr…