Zhong-Yi Deng

BindCLIP: One Balanced Coupling For Compositional Vision Language Scoring

Global vision--language similarities compress an image and a caption into one vector, preserving semantics but not which word corresponds to which region or how those regions are arranged; a model can recognize every word and object yet prefer a compositionally incorrect caption. We argue that a frozen encoder retains...