Coupled Discriminant Analysis for Heterogeneous Face Recognition

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

	Coupled Discriminant Analysis for Heterogeneous Face Recognition
	Lei, Zhen1,2 ; Liao, Shengcai3 ; Jain, Anil K.3,4; Li, Stan Z.1,2
发表期刊	IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
	2012-12-01
卷号	7 期号:6 页码:1707-1716
文章类型	Article
摘要	Coupled space learning is an effective framework for heterogeneous face recognition. In this paper, we propose a novel coupled discriminant analysis method to improve the heterogeneous face recognition performance. There are two main advantages of the proposed method. First, all samples from different modalities are used to represent the coupled projections, so that sufficient discriminative information could be extracted. Second, the locality information in kernel space is incorporated into the coupled discriminant analysis as a constraint to improve the generalization ability. In particular, two implementations of locality constraint in kernel space (LCKS)-based coupled discriminant analysis methods, namely LCKS-coupled discriminant analysis (LCKS-CDA) and LCKS-coupled spectral regression (LCKS-CSR), are presented. Extensive experiments on three cases of heterogeneous face matching (high versus low image resolution, digital photo versus video image, and visible light versus near infrared) validate the efficacy of the proposed method.
关键词	Face Recognition Heterogeneous Face Recognition Coupled Discriminant Analysis Coupled Spectral Regression Locality ConstraInt In Kernel Space
WOS标题词	Science & Technology ; Technology
关键词[WOS]	SKETCH RECOGNITION ; SPACE ; MODEL
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:000311702600004
引用统计	被引频次：76[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/173211/8004
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	1.Chinese Acad Sci, Ctr Biometr & Secur Res, Beijing 100190, Peoples R China 2.Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing 100190, Peoples R China 3.Michigan State Univ, E Lansing, MI 48824 USA 4.Korea Univ, Dept Brain & Cognit Engn, Seoul 136713, South Korea
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	Lei, Zhen,Liao, Shengcai,Jain, Anil K.,et al. Coupled Discriminant Analysis for Heterogeneous Face Recognition[J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,2012,7(6):1707-1716.
APA	Lei, Zhen,Liao, Shengcai,Jain, Anil K.,&Li, Stan Z..(2012).Coupled Discriminant Analysis for Heterogeneous Face Recognition.IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,7(6),1707-1716.
MLA	Lei, Zhen,et al."Coupled Discriminant Analysis for Heterogeneous Face Recognition".IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 7.6(2012):1707-1716.