Tag
This paper introduces the Alpha Blending Hypothesis, suggesting deepfake detectors primarily identify compositing artifacts rather than semantic anomalies. It proposes a method called BlenD that achieves superior cross-dataset generalization using real-only image augmentation with self-blended images.