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...
A. Gambetti, Qi-Wei Han
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