CASIA OpenIR  > 模式识别国家重点实验室  > 生物识别与安全技术研究
Coupled Discriminant Analysis for Heterogeneous Face Recognition
Lei, Zhen1,2; Liao, Shengcai3; Jain, Anil K.3,4; Li, Stan Z.1,2
Source PublicationIEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
2012-12-01
Volume7Issue:6Pages:1707-1716
SubtypeArticle
AbstractCoupled 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.
KeywordFace Recognition Heterogeneous Face Recognition Coupled Discriminant Analysis Coupled Spectral Regression Locality ConstraInt In Kernel Space
WOS HeadingsScience & Technology ; Technology
WOS KeywordSKETCH RECOGNITION ; SPACE ; MODEL
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS IDWOS:000311702600004
Citation statistics
Cited Times:47[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/8004
Collection模式识别国家重点实验室_生物识别与安全技术研究
Affiliation1.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
Recommended Citation
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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