This deep neural network fights deepfakes: A.I. can accurately detect altered photos 

Researchers have developed a deep neural network architecture that can identify manipulated images at the pixel level with high precision by studying the boundaries of objects in the image.

Source: This deep neural network fights deepfakes: Artificial intelligence to accurately detect altered photos is getting smarter