Coupled Discriminant Analysis for Heterogeneous Face Recognition
文献类型：期刊论文
| 作者 | Lei, Zhen1,2 ; Liao, Shengcai3; Jain, Anil K.3,4; Li, Stan Z.1,2
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| 刊名 | IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
 |
| 出版日期 | 2012-12-01 |
| 卷号 | 7期号:6页码:1707-1716 |
| 关键词 | Face recognition heterogeneous face recognition coupled discriminant analysis coupled spectral regression locality constraint in kernel space |
| 英文摘要 | 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. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
| 研究领域[WOS] | Computer Science ; Engineering |
| 关键词[WOS] | SKETCH RECOGNITION ; SPACE ; MODEL |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000311702600004 |
| 公开日期 | 2015-09-22 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/8004]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_生物识别与安全技术研究中心 |
| 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 |
| 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. |
入库方式： OAI收割
来源：自动化研究所
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