Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing

Muxin Pu, Meng Yi Kuan, Nyee Thoang Lim +2

Fairness of deepfake detectors in the presence of anomalies are not well investigated, especially if those anomalies are more prominent in either male or female subjects. The prima…