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News/Shift-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment
arxiv
PublishedJuly 29, 2026 at 4:00 AM

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

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arXiv:2501.19060v4 Announce Type: replace-cross Abstract: Vision-language models (VLMs), such as CLIP, adapt effectively to downstream tasks through prompt tuning, but fine-tuning can misalign predictive confidence and accuracy, particularly on unseen classes. Existing VLM-specific calibration metho

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