One-class knowledge distillation for face presentation attack detection

• Main Authors: Li, Zhi, Cai, Rizhao, Li, Haoliang, Lam, Kwok-Yan, Hu, Yongjian, Kot, Alex Chichung
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Face Presentation Attack Detection; Knowledge Distillation
• Online Access: https://hdl.handle.net/10356/168040
• Institution: Nanyang Technological University

Face presentation attack detection (PAD) has been extensively studied by research communities to enhance the security of face recognition systems. Although existing methods have achieved good performance on testing data with similar distribution as the training data, their performance degrades sever...