Stop My Dancing! Understanding, Detecting and Attributing Motion-Aware Deepfake Videos

In plain English

Builds a benchmark of real and synthetic full-body videos animated by pose-guided diffusion models and proposes MoDA, a detector that also identifies which generator made a clip. The authors report detection accuracy of 94.8% in-distribution and 89.1% across datasets.