Person-Specific Face Antispoofing With Subject Domain Adaptation

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 生物识别与安全技术

	Person-Specific Face Antispoofing With Subject Domain Adaptation
	Yang, Jianwei; Lei, Zhen; Yi, Dong; Li, Stan Z.
发表期刊	IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
	2015-04-01
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：67[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	多模态人工智能系统全国重点实验室_生物识别与安全技术
作者单位	Chinese Acad Sci, Natl Lab Pattern Recognit, Ctr Biometr & Secur Res, Inst Automat, Beijing 100190, Peoples R China
第一作者单位	模式识别国家重点实验室
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.

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