#image-to-video generation

I2VShield: An Efficient Proactive Defense Framework against DiT-based Image-to-Video Models

Yimao Guo, Zuomin Qu, Wei Lu

The paper introduces I2VShield, a lightweight proactive defense that generates text‑adaptive perturbations and uses a multimodal attention disruption attack to protect images from…