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

Yimao Guo, Zuomin Qu, Wei Lu

The rapid advancement of video generation models has led to the increasing misuse of image-to-video (I2V) models. Although substantial progress has been made in detecting AI-genera…