Identity-constrained noise modeling with metric learning for face anti-spoofing

• Published in: Neurocomputing (Amsterdam) Vol. 434; pp. 149 - 164
• Main Authors: Xu, Yaowen, Wu, Lifang, Jian, Meng, Zheng, Wei-Shi, Ma, Yukun, Wang, Zhuming
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 28.04.2021
• Subjects: Identity constrain; Metric learning; Noise modeling; Presentation attack detection; Noise modeling; Identity constrain; Presentation attack detection; Metric learning

Face presentation attack detection (PAD) has become a key component in face-based application systems. Typical face de-spoofing algorithms estimate the noise pattern of a spoof image to detect presentation attacks. These algorithms are device-independent and have good generalization ability. However...