CogVis: Must Open-Vocabulary Change Detection Perceive the Scene Anew for Every Query?

Earth-surface monitoring requires change detection models capable of recognizing arbitrary semantic categories. Open-Vocabulary Change Detection (OVCD) addresses this need. However, existing methods often entangle temporal perception, semantic discrimination, and region verification, causing unstabl...