Suppressing Forgery-Specific Shortcuts for Generalizable Deepfake Detection

Yihui Wang, Yonghui Yang, Jilong Liu +3

Deepfake detection suffers from poor generalization across forgery methods, as existing models tend to rely on spurious method-specific shortcuts that fail to transfer to unseen ma…