FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and Countering Deepfakes. (arXiv:2204.01960v1 [cs.CV])

Deepfakes and manipulated media are becoming a prominent threat due to the
recent advances in realistic image and video synthesis techniques. There have
been several attempts at combating Deepfakes using machine learning
classifiers. However, such classifiers do not generalize well to black-box
image synthesis techniques and have been shown to be vulnerable to adversarial
examples. To address these challenges, we introduce a deep learning based
semi-fragile watermarking technique that allows media authentication by
verifying an invisible secret message embedded in …

arxiv authentication cv deepfakes media