Person-Specific Face Antispoofing With Subject Domain Adaptation
Yang, Jianwei; Lei, Zhen; Yi, Dong; Li, Stan Z.
2015-04-01
发表期刊IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
卷号10期号:4页码:797-809
文章类型Article
摘要Face antispoofing is important to practical face recognition systems. In previous works, a generic antispoofing classifier is trained to detect spoofing attacks on all subjects. However, due to the individual differences among subjects, the generic classifier cannot generalize well to all subjects. In this paper, we propose a person-specific face antispoofing approach. It recognizes spoofing attacks using a classifier specifically trained for each subject, which dismisses the interferences among subjects. Moreover, considering the scarce or void fake samples for training, we propose a subject domain adaptation method to synthesize virtual features, which makes it tractable to train well-performed individual face antispoofing classifiers. The extensive experiments on two challenging data sets: 1) CASIA and 2) REPLAY-ATTACK demonstrate the prospect of the proposed approach.
关键词Face Anti-spoofing Person-specific Subject Domain Adaptation
WOS标题词Science & Technology ; Technology
关键词[WOS]PARTIAL-LEAST-SQUARES ; RECOGNITION
收录类别SCI
语种英语
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号WOS:000351753400003
引用统计
被引频次:18[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/8120
专题模式识别国家重点实验室_生物识别与安全技术研究
作者单位Chinese Acad Sci, Natl Lab Pattern Recognit, Ctr Biometr & Secur Res, Inst Automat, Beijing 100190, Peoples R China
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GB/T 7714
Yang, Jianwei,Lei, Zhen,Yi, Dong,et al. Person-Specific Face Antispoofing With Subject Domain Adaptation[J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,2015,10(4):797-809.
APA Yang, Jianwei,Lei, Zhen,Yi, Dong,&Li, Stan Z..(2015).Person-Specific Face Antispoofing With Subject Domain Adaptation.IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,10(4),797-809.
MLA Yang, Jianwei,et al."Person-Specific Face Antispoofing With Subject Domain Adaptation".IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 10.4(2015):797-809.
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