With advancements of deep learning techniques, it is now possible to generate super-realistic fake images and videos. These manipulated forgeries could reach mass audience and result in adverse impacts on our society. Although lots of efforts have been devoted to detect forgeries, their performance drops significantly on previously unseen but related manipul