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Person-Specific Face Antispoofing With Subject Domain Adaptation

文献类型：期刊论文

作者Yang, Jianwei; Lei, Zhen; Yi, Dong; Li, Stan Z.
刊名IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
出版日期2015-04-01
卷号10期号:4页码:797-809
关键词Face anti-spoofing person-specific subject domain adaptation
英文摘要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.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
研究领域[WOS]Computer Science ; Engineering
关键词[WOS]PARTIAL-LEAST-SQUARES ; RECOGNITION
收录类别SCI
语种英语
WOS记录号WOS:000351753400003
公开日期2015-09-22
源URL[http://ir.ia.ac.cn/handle/173211/8120]  
专题自动化研究所_模式识别国家重点实验室_生物识别与安全技术研究中心
作者单位Chinese Acad Sci, Natl Lab Pattern Recognit, Ctr Biometr & Secur Res, Inst Automat, Beijing 100190, Peoples R China
推荐引用方式
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.

入库方式： OAI收割

来源：自动化研究所

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