Support vector machine

Face (sociological concept)

Classifier (UML)

Computer science

Pattern recognition (psychology)

Sociology

Face detection

Artificial intelligence

Deep learning

Facial recognition system

Computer vision

Social science

In this paper, we propose a new method to expose AI-generated fake face images or videos (commonly known as the Deep Fakes). Our method is based on the observations that Deep Fakes are created by splicing synthesized face region into the original image, and in doing so, introducing errors that can be revealed when 3D head poses are estimated from the face images. We perform experiments to demonstrate this phenomenon and further develop a classification method based on this cue. Using features based on this cue, an SVM classifier is evaluated using a set of real face images and Deep Fakes.

Exposing Deep Fakes Using Inconsistent Head Poses