Component-based cascade linear discriminant analysis for face recognition

	Component-based cascade linear discriminant analysis for face recognition
	Zhang, WC ; Shan, SG ; Gao, W ; Chang, YZ ; Cao, B
	2004
发表期刊	ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS
ISSN	0302-9743
卷号	3338 页码:288-295
摘要	This paper presents a novel face recognition method based on cascade Linear Discriminant Analysis (LDA) of the component-based face representation. In the proposed method, a face image is represented as four components with overlap at the neighboring area rather than a whole face patch. Firstly, LDA is conducted on the principal components of each component individually to extract component discriminant features. Then, these features are further concatenated to undergo another LDA to extract the final face descriptor, which actually have assigned different weights to different component features. Our experiments on the FERET face database have illustrated the effectiveness of the proposed method compared with the traditional Fisherface method both for face recognition and verification.
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号	WOS:000226133000031
出版者	SPRINGER-VERLAG BERLIN
引用统计	被引频次：10[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/13812
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Zhang, WC
作者单位	1.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China 2.CAS, ICT, ISVISION, Joint R&D Lab Face Recognit, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Zhang, WC,Shan, SG,Gao, W,et al. Component-based cascade linear discriminant analysis for face recognition[J]. ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,2004,3338:288-295.
APA	Zhang, WC,Shan, SG,Gao, W,Chang, YZ,&Cao, B.(2004).Component-based cascade linear discriminant analysis for face recognition.ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,3338,288-295.
MLA	Zhang, WC,et al."Component-based cascade linear discriminant analysis for face recognition".ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS 3338(2004):288-295.