Exposing and Mitigating Temporal Attack in Deepfake Video Detection

Zheyuan Gu, Minghao Shao, Zhen Wang +4

While spatiotemporal deepfake detectors achieve high AUC, our experiments reveal their susceptibility to evasion attacks. These models tend to overfit on fragile temporal spectrum…