Enhancing DeepFake Detection by Blending Frequency Knowledge in Pseudo-Fake Faces

By blending frequency knowledge from fake faces into real faces, the proposed FreqBlender method can generate pseudo-fake faces that closely resemble the distribution of wild fake faces, enhancing the learning of generic forgery features for DeepFake detection.