CASIA OpenIR  > 模式识别国家重点实验室  > 生物识别与安全技术研究
Person-Specific Face Antispoofing With Subject Domain Adaptation
Yang, Jianwei; Lei, Zhen; Yi, Dong; Li, Stan Z.
Source PublicationIEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
2015-04-01
Volume10Issue:4Pages:797-809
SubtypeArticle
AbstractFace 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.
KeywordFace Anti-spoofing Person-specific Subject Domain Adaptation
WOS HeadingsScience & Technology ; Technology
WOS KeywordPARTIAL-LEAST-SQUARES ; RECOGNITION
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS IDWOS:000351753400003
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/8120
Collection模式识别国家重点实验室_生物识别与安全技术研究
AffiliationChinese Acad Sci, Natl Lab Pattern Recognit, Ctr Biometr & Secur Res, Inst Automat, Beijing 100190, Peoples R China
Recommended Citation
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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