Qi-Wei Han

Human-Grounded Calibration for Long-Text Image-Text Congruence in Vision-Language Models

Congruency Score (CS), a lightweight calibration layer that maps image--text similarity evidence into a bounded score, is proposed, establishing long-text image--text congruence scoring as a calibrated score-estimation problem, where retrieval performance, human association, and threshold calibration must be evaluated...