What Counts as Real? Speech Restoration and Voice Quality Conversion Pose New Challenges to Deepfake Detection

Researchers demonstrate that current audio deepfake detection systems incorrectly classify legitimate speech processing technologies like voice conversion and restoration as fake audio. A new multi-class detection approach shows improved accuracy by distinguishing between authentic speech, benign modifications, and actual spoofing attempts.