TINS: Test-time ID-prototype-separated Negative Semantics Learning for OOD Detection

Yifeng Yang, Jubo Feng, Jing Xu +3

Vision-language models enable OOD detection by comparing image alignment with ID labels and negative semantics. Existing negative-label-based methods mainly rely on static negative…