Coupled Discriminant Analysis for Heterogeneous Face Recognition
Lei, Zhen1,2; Liao, Shengcai3; Jain, Anil K.3,4; Li, Stan Z.1,2
2012-12-01
发表期刊IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
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
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/8004
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
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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.
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