Author

Ming-Hsuan Yang

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Preprint Aug 2026

Primitive-Driven Compositional Forensic Visual Prompting for Open-World Face Anti-Spoofing

This work proposes a compositional forensic visual prompt learning framework that operates entirely in the visual feature space and employs patch-aware attention to refine a shared set of learnable micro-forensic primitives into localized forensic evidence units derived from image patches.

Fangling Jiang, Qi Li, Bing Liu et al. · 0 citations

Aug 2026

Anticipating Object Interactions Via Aggregation and Distillation of Spatio-Temporal Knowledge From Vision Language Models.

ST-KAD sets a new state of the art, demonstrating accurate what-when-where prediction of future interactions, and confirms that the prior-informed aggregation and teacher-student distillation generalize beyond anticipation to spatial localization, validating the generality of the design.

Yang Liu, Dejie Yang, Minghang Zheng et al. · IEEE Transactions on Pattern... · 1 citation