DeepFake Detection Based on Discrepancies Between Faces and Their Context.We propose a method for detecting face swapping and other identity manipulations in single images.  Face swapping methods, such as DeepFake, manipulate the face region, aiming to adjust the face to the appearance of its context, while leaving the context unchanged. 
DeepFake
Our method achieves state of the art results on the FaceForensics++ and Celeb-DF-v2 benchmarks for face manipulation detection, and even generalizes to detect fakes produced by unseen methods.
FaceForensics++
Our method achieves state of the art results on the FaceForensics++ and Celeb-DF-v2 benchmarks for face manipulation detection, and even generalizes to detect fakes produced by unseen methods.
Celeb-DF-v2