Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning

	Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning
	Zhao, Zeng-Shun 1; Zhang, Li ; Zhao, Meng ; Hou, Zeng-Guang2 ; Zhang, Chang-Shui 3
发表期刊	NEUROCOMPUTING
	2012-11-15
卷号	97 页码:398-404
文章类型	Article
摘要	Motivated by the multi-channel nature of the Gabor feature representation and the success of the multiple classifier fusion, and meanwhile, to avoid careful selection of parameters for the manifold learning, we propose a face recognition framework under the multi-channel fusion strategy. The Gabor wavelet endows the algorithm in a similar way as the human visual system, to represent face features. To solve the curse of dimensionality due to multi-channel Gabor feature, as well as to preserve nonlinear labeled intrinsic structure of the sample points, the manifold learning is applied to model the nonlinear labeled intrinsic structure. Each of the filtered multi-channel Gabor features, is treated as an independent channel. Classification is performed in each channel by the component classifier and the final result is obtained using the decision fusion strategy. The experiments on three face datasets show effective and encouraging recognition accuracy compared with other existing methods. (C) 2012 Elsevier B.V. All rights reserved.
关键词	Face Recognition Supervised Kernel Manifold Learning Classifier Fusion Gabor Wavelet
WOS标题词	Science & Technology ; Technology
关键词[WOS]	LOCALITY PRESERVING PROJECTIONS
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000309318200039
引用统计	被引频次：21[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3512
专题	复杂系统认知与决策实验室_先进机器人
作者单位	1.Shandong Univ Sci & Technol, Shandong Prov Key Lab Robot & Intelligent Technol, Coll Informat & Elect Engn, Qingdao 266590, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Tsinghua Univ, Dept Automat, Tsinghua Natl Lab Informat Sci & Technol, State Key Lab Intelligent Technol & Syst, Beijing 100084, Peoples R China
推荐引用方式 GB/T 7714	Zhao, Zeng-Shun,Zhang, Li,Zhao, Meng,et al. Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning[J]. NEUROCOMPUTING,2012,97:398-404.
APA	Zhao, Zeng-Shun,Zhang, Li,Zhao, Meng,Hou, Zeng-Guang,&Zhang, Chang-Shui.(2012).Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning.NEUROCOMPUTING,97,398-404.
MLA	Zhao, Zeng-Shun,et al."Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning".NEUROCOMPUTING 97(2012):398-404.