Fairness in face presentation attack detection

Meiling Fang, Wufei Yang, Arjan Kuijper, Vitomir Struc, Naser Damer

Abstract: Highlights•A novel Combined Attribute Annotated PAD Dataset including seven attribute labels.•A metric to jointly represent the absolute PAD performance and the PAD fairness.•Detailed fairness assessments reveals unfairness induced by data and thresholds.•A new data augmentation solution enhancing the face PAD fairness.