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《Journal of South China University of Technology(Natural Science Edition)》 2007-01
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Principal Component Analysis Combined with Wavelet Low-Frequency Band

He Jia-zhong Du Ming-hui (School of Electronic and Information Engineering,South China Univ.of Tech.,Guangzhou 510640,Guangdong,China)  
This paper proposes a principal component analysis method combined with wavelet low-frequency band to deal with the face recognition with single training sample.To enhance the classification information of a single sa-mple image,the method combines the original training image with its reconstructed image based on wavelet low-frequency band,and performs the principal component analysis on the joined version of the training image.Experimental results on the ORL database show that,when each person has only one training sample,the proposed me-thod achieves 3.6% higher recognition accuracy and uses 14.8% fewer eigenfaces than the standard eigenface al-gorithm.
【Fund】: 广东省自然科学基金资助项目(05006593)
【CateGory Index】: TP391.41
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【References】
Chinese Journal Full-text Database 1 Hits
1 WU Xian-chao,LIU Sha,YAN Lin,HOU Xiao-rong(Faculty of Science,Ningbo University,Ningbo 315211,China);Face Recognition Based on Wavelet Weighted Sub-band Energy[J];Journal of Ningbo University(Natural Science & Engineering Edition);2009-02
【Citations】
Chinese Journal Full-text Database 1 Hits
1 Wan Feng Du Ming-hui(College of Electronic & Information Engineering, South China Univ. of Tech., Guangzhou 510640, Guangdong, China);A New Gabor Feature Extraction Method for Face Recognition[J];Journal of South China University of Technology(Natural Science);2004-08
【Co-citations】
Chinese Journal Full-text Database 6 Hits
1 XUE Xiaoli1,HU Rong2,ZHU Jinling1(1.School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,China;2.Communication Engineering Department,Chengdu Electromechanical College,Chengdu 610071,China);The Application of an Improved Gabor Algorithm in Face Recognition[J];Journal of Chengdu Electromechanical College;2011-02
2 Sun Yue-hui Du Ming-hui(School of Electronic and Information Engineering,South China Univ.of Tech.,Guangzhou 510640,Guangdong,China);Face Recognition via DT-CWT Feature-Based Orthogonal Neighborhood Preserving Projections[J];Journal of South China University of Technology(Natural Science Edition);2007-09
3 Bai Ke-jia1 Liu Wei-ming2 Tang Yi2(1.School of Automation Science and Engineering,South China University of Technology,Guangzhou 510640,Guangdong,China;2.School of Civil Engineering and Transportation,South China University of Technology,Guangzhou 510640,Guangdong,China);Shadow Detection Algorithm Based on Gabor Wavelet and Color Model[J];Journal of South China University of Technology(Natural Science Edition);2009-01
4 LUO Hai-bo (Department of Information Engineering, Liuzhou Vocational and Technical College,Liuzhou Guangxi545006, China);Facial feature extraction method based on Gabor transform and Zernike moment[J];Journal of Computer Applications;2009-S2
5 Chen Xiaogang Sun Quanping(Digital Manufacturing Technology Lab.,Huaiyin Institute of Technology,Huaian 223003,Jiangsu,China);GROWTH PRINCIPLE BASED RECOGNITION METHOD FOR OCCLUSAL SURFACE FEATURE REGIONS OF MOLAR RESTORATION[J];Computer Applications and Software;2010-03
6 ZHANG Jia shu 1, CHEN Hui 1, LI De fang 2, LUO Xiao bin 1, XIA Xiao dong 1(1. Signal and Information Processing Key Lab. of Sichuan Province, Southwest Jiaotong University, Chengdu 610031, China; 2. School of Humanities and Social Science, Southwest Jiaotong University, Chengdu 610031, China);Research Advances in Automatic Facial Expression Recognition[J];Journal of Southwest Jiaotong University;2005-03
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1 Huang Rong-bing Liang Guo-ying ZHANG Ming-xiao Du Ming-hui(School of Electronics& Information Engineering of South China Univ.of Tech.,Guangzhou 510640);Facial Image Feature Extraction Approach Based on LDA and Gabor Wavelet Invariant Moment[A];[C];2008
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 WANG Xiao-zhe,LI Chen-yang,WU Cheng-dong (School of Information Science & Engineering,Northeastern University,Shenyang 110004,China.);Human Face Recognition Based on Fast Wavelet Transform and FLD[J];Journal of Northeastern University(Natural Science);2009-02
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7 ZHANG Lei,PAN Quan,ZHANG Hong cai,DAI Guan zhong(Automatic Control Dept.,Northwestern Polytechnical University,Xi'an 710072,China);On the Determination of Threshold in Threshold based De noising by Wavelet Transform[J];Acta Electronica Sinica;2001-03
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9 LIU Fang,LIU Wen-xue,JIAO Li-cheng (School of Computer Science and Engineering,Xidian University,Xi'an,Shaanxi 710071);Image Denoising Using Local Contextual Hidden Markov Model Based on Complex Wavelet[J];Acta Electronica Sinica;2005-07
10 WU Ya-dong,SUN Shi-xin (School of Computer Science and Engineering,University of Electronic Science and Technology of China,Chengdu,Sichuan 610054,China);A New Hybrid Image De-noising Algorithm Based on 2D Wavelet Shrinkage and Nonlinear Diffusion[J];Acta Electronica Sinica;2006-01
【Secondary References】
Chinese Journal Full-text Database 1 Hits
1 WANG Chang-bo1,WANG Long2 (1.Software Engineering Institute,East China Normal University,Shanghai 200062,China;2.Shanghai YGTH Imaging Design Co.,Ltd.,Shanghai 200092,China);Method of Human Faces Synthesis for Virtual Display[J];Computer and Modernization;2010-10
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