Toward Calibrated, Fair, and accurate Deepfake Detection

Ryan Brown, Chris Russell

Deepfake detectors show large performance gaps across demographic groups. Existing fairness approaches require demographic labels, retraining, or sacrifice accuracy. We introduce F…