Covariance-aware Scoring: A Geometric Correction for Vision-Language Test-Time Adaptation

Lakpa Tamang, Saman Forouzandeh, Kamal Berahmand +3

Test-time adaptation (TTA) enables vision--language models such as CLIP to adapt to distribution shifts without labels or access to source data. Existing methods adapt through feat…