Abstract
This Ph.D. research has two key objectives. We aim to design deepfake detection methods focusing primarily on images and videos through comprehensive and scalable formulations. The focus is on open-set scenarios, in which deepfake detection techniques typically struggle to maintain performance due to unfamiliar domains - unknown methods used for synthesis. The objective is to enhance dete…