most citedUnlabeled Data vs. Pre-trained Knowledge: Rethinking SSL in the Era of Large Models

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cs.CV2025

Shift-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment

Song-Lin Lv, Yu-Yang Chen, Zhi Zhou +1

Vision-language models (VLMs), such as CLIP, adapt effectively to downstream tasks through prompt tuning, but fine-tuning can misalign predictive confidence and accuracy, particula…