Expression Manipulation Detection

First and second columns show the original im- ages and manipulated ones respectively. The black and white images in the third column are corresponding bi- nary GT masks. Predicted masks (column 4) and generated CAMs (column 5) for manipulated images from Face2Face (row 1,2,3) and Neural-Textures (row 4,5,6) dataset. (Mazaheri & Roy-Chowdhury, 2022)
Detecting deepfake videos with up to 99% accuracy