Multi-domain awareness for compressed deepfake videos detection over social networks guided by common mechanisms between artifacts

Yan Wang, Qindong Sun, Dongzhu Rong, Rong Geng

Abstract: Highlights•We analyzed the common mechanisms of compression artifacts and deepfake artifacts.•Based on common mechanisms between artifacts, we designed an anti-compression model.•We designed adaptive notch filter to remove the interference of compression noise.•A multi-task learning strategy was adopted to optimize the detection model.•This method can be integrated with baselines as a plug-and-play model.