VPA-Guard: Defending and Benchmarking Image-to-Video Generation Against Visual Prompt Attacks
Published in arXiv, 2026
We study visual prompt attacks in image-to-video generation, introduce VVA-Bench, and propose VPA-Guard as a defense framework.
Recommended citation: Yining Sun, Haoyu Kang, Jiajun Wu, Heng Zhang, Danyang Zhang, Zhenjun Zhao, Haochen Han, Fangming Liu, Wai Kin Victor Chan, and Alex Jinpeng Wang. (2026). "VPA-Guard: Defending and Benchmarking Image-to-Video Generation Against Visual Prompt Attacks." arXiv. arXiv:2606.25592.
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