Author

Hong-Bo Zhang

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Preprint Sep 2026

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...

Liu-Yang Song, Yi Zhang, Zhong-Yi Deng et al. · 0 citations

Preprint Sep 2026

Dyn-3D: Unveiling and Resolving Ego-Motion Ambiguity in Vision-Language Models

This work introduces Dyn-3D, a benchmark using counterfactual 3D rendering to rigorously decouple visual changes from true kinematic properties and proposes the TempoVista framework, featuring the Kinematic-GSPO algorithm.

Jiayu Ding, Zhuo-Dong Liu, Lei Zhang et al. · 0 citations