2026
TTL: Test-time Textual Learning for OOD Detection with Pretrained Vision-Language Models
CVPR 2026
Vision-language models (VLMs) such as CLIP exhibit strong Out-of-distribution (OOD) detection capabilities by aligning visual and textual representations. Recent CLIP-based test-time adaptation methods further improve detection performance by incorporating external OOD labels. However, such labels a