Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns Injection

Davide Alessandro Coccomini, Roberto Caldelli, Claudio Gennaro +3

Deepfake detectors are typically trained on large sets of pristine and generated images, resulting in limited generalization capacity; they excel at identifying deepfakes created t…