AdaBoost Gabor Fisher Classifier for face recognition

	AdaBoost Gabor Fisher Classifier for face recognition
	Shan, SG ; Yang, P ; Chen, XL ; Gao, W
	2005
发表期刊	ANALYSIS AND MODELLING OF FACES AND GESTURES, PROCEEDINGS
ISSN	0302-9743
卷号	3723 页码:279-292
摘要	This paper proposes the AdaBoost Gabor Fisher Classifier (AGFC) for robust face recognition, in which a chain AdaBoost learning method based on Bootstrap re-sampling is proposed and applied to face recognition with impressive recognition performance. Gabor features have been recognized as one of the most successful face representations, but it is too high dimensional for fast extraction and accurate classification. In AGFC, AdaBoost is exploited to select optimally the most informative Gabor features (hereinafter as AdaGabor features). The selected low-dimensional AdaGabor features are then classified by Fisher discriminant analysis for final face identification. Our experiments on two large-scale face databases, FERET and CAS-PEAL (with 5789 images of 1040 subjects), have shown that the proposed method can effectively reduce the dimensionality of Gabor features and greatly increase the recognition accuracy. In addition, our experimental results show its robustness to variations in facial expression and accessories.
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Imaging Science & Photographic Technology
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Imaging Science & Photographic Technology
WOS记录号	WOS:000233332200022
出版者	SPRINGER-VERLAG BERLIN
引用统计	被引频次：18[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/2XEOYT63/10000
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Shan, SG
作者单位	1.Chinese Acad Sci, Inst Comp Technol, ICT ISVISION JDL Face Recognit, Beijing 100080, Peoples R China 2.Rutgers State Univ, Dept Comp Sci, Piscataway, NJ 08855 USA 3.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
推荐引用方式 GB/T 7714	Shan, SG,Yang, P,Chen, XL,et al. AdaBoost Gabor Fisher Classifier for face recognition[J]. ANALYSIS AND MODELLING OF FACES AND GESTURES, PROCEEDINGS,2005,3723:279-292.
APA	Shan, SG,Yang, P,Chen, XL,&Gao, W.(2005).AdaBoost Gabor Fisher Classifier for face recognition.ANALYSIS AND MODELLING OF FACES AND GESTURES, PROCEEDINGS,3723,279-292.
MLA	Shan, SG,et al."AdaBoost Gabor Fisher Classifier for face recognition".ANALYSIS AND MODELLING OF FACES AND GESTURES, PROCEEDINGS 3723(2005):279-292.