TAPS queries uncertain test images in a single-sample stream, stores them in a class-balanced buffer, and updates CLIP prompts to achieve small improvements over test-time tuning baselines.
Align your prompts: Test-time prompting with distribution alignment for zero-shot generalization
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TAPS : Frustratingly Simple Test Time Active Learning for VLMs
TAPS queries uncertain test images in a single-sample stream, stores them in a class-balanced buffer, and updates CLIP prompts to achieve small improvements over test-time tuning baselines.