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

Research proposes Shift-Aware Calibration (SAC) for fine-tuned Vision-Language Models like CLIP, improving confidence-accuracy alignment on unseen data.