HUI Bin, TANG Xu-sheng, LUO Hai-bo, SU Qi-yin. SDF Matched Filter Based on Gabor Wavelet Transform for Face Recognition[J]. INFORMATION AND CONTROL, 2008, 37(5): 633-636.
Citation: HUI Bin, TANG Xu-sheng, LUO Hai-bo, SU Qi-yin. SDF Matched Filter Based on Gabor Wavelet Transform for Face Recognition[J]. INFORMATION AND CONTROL, 2008, 37(5): 633-636.

SDF Matched Filter Based on Gabor Wavelet Transform for Face Recognition

More Information
  • Received Date: June 23, 2008
  • Published Date: October 19, 2008
  • A novel face recognition method is proposed based on synthetic discriminant function(SDF) matched filters using Gabor wavelet features.In this method,the generic training face database is used,and the corresponding SDF matched filters are generated in the Gabor feature space.Each test image is projected onto those non-orthogonal basis vectors to yield a group of correlative eigenvectors,and the similarity between two face images is measured using the distance between the corresponding eigenvectors.The adoption of Gabor transform,SDF matched filter and class-dependence feature analysis (CFA) enables the proposed method to be robust to the variations of illumination and expression.In addition,this method is of good generalizability.Experimental comparison on FERET face database verifies the validity of the proposed method.
  • [1]
    Turk M A,Pentland A P.Face recognition using eigenfaces[A].Proceeding of the IEEE Computer Society Conference on Com-puter Vision and Pattern Recognition[C].Los Alamitos,CA,USA:IEEE Computer Society,1991.586~591.
    [2]
    Belhumeur P N,Hespanha J P,Kriegman D J.Eigenfaces vs.Fisherfaces:Recognition using class specific linear projection[J].IEEE Transactions on Pattern Analysis and Machine Intel-ligence,1997,19(7):711~720.
    [3]
    Wiskott L,Fellous J M,Kruger N,et al.Face recognition by elastic bunch graph matching[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1997,19(7):775-779.  
    [4]
    Liu C,Wechsler H.Gabor feature based classification using the enhanced Fisher linear discriminant model for face recogni-tion[J].IEEE Transactions on Image Processing,2002,11(4):467~476.
    [5]
    Yang P,Shah S,Gao W,et al.Face recognition using Ada-boosted Gabor features[A].Proceedings of the Sixth IEEE In-ternational Conference on Automatic Face and Gesture Recog-nition[C].Los Alamitos,CA,USA:IEEE Computer Society,2004.356~361.
    [6]
    Savvides M,Kumar B V K V,Khosla P.Face verification using correlation filters[EB/OL].http://www.ece.cmu.edu/-kumar/Biometrics_AutoID.pdf,2002/2008.
    [7]
    Kumar B V K V,Savvides M,Xie C.Correlation pattern recog-nition for face recognition[J].Proceedings of the IEEE,2006,94(11):1963~1976.
    [8]
    Kumar B V K V.Tutorial survey of composite filter de-signs for optical correlators[J].Applied Optics,1992,31(23):4773-4801.  
    [9]
    Hester C F,Casasent D.Multivariant technique for multi-class pattern recognition[J].Applied Optics,1980,19(11):1758~1761.
    [10]
    Xie C,Savvides M,Kumar B V K V.Redundant class-dependence feature analysis based on correlation filters using FRGC2.0 data[A].Proceedings of the 2005 IEEE Computer So-ciety Conference on Computer Vision and Pattern Recognition[C].Los Alamitos,CA,USA:IEEE Computer Society,2005.153.
  • Related Articles

    [1]LIU Feng, ZHONG Kai, HAN Min. Fault Classification Based on Optimized Multi-kernel Local Fisher Discriminant Analysis[J]. INFORMATION AND CONTROL, 2021, 50(5): 582-590, 601. DOI: 10.13976/j.cnki.xk.2021.0611
    [2]SONG Liye, ZHOU Le, LIU Xinming. Wavelet Denoising Analysis Based on an Optimization Method of Multi-threshold New Function with Neighborhood Correlation[J]. INFORMATION AND CONTROL, 2019, 48(1): 57-64. DOI: 10.13976/j.cnki.xk.2019.7355
    [3]XIAO Ying, DONG Yu-hua. A Blind Equalization by Cascaded Hybrid Wavelet Neural Network[J]. INFORMATION AND CONTROL, 2009, 38(4): 479-483.
    [4]ZHENG Yong-kang, CHEN Wei-rong, DAI Chao-hua, WANG Wei-bo. Study on Gaussian Wavelet Support Vector Machine[J]. INFORMATION AND CONTROL, 2008, 37(6): 670-674.
    [5]XUE Jian, YU Sheng-lin. Lifting Wavelet-domain Signal De-noising Based on a New Threshold Function with Neighbor Dependency[J]. INFORMATION AND CONTROL, 2008, 37(6): 665-669.
    [6]JIANG Gang, XIAO Jian, ZHENG Yong-kang, SONG Chang-lin. A Synchronous Optimization Method for Complex Gaussian Wavelet Kernel Function and Multi-parameters[J]. INFORMATION AND CONTROL, 2006, 35(4): 467-473.
    [7]SHI Ze-lin, LI De-qiang, HUANG Sha-bai. Fuzzy Criterion Based Wavelet Feature Selection for Face Recognition[J]. INFORMATION AND CONTROL, 2005, 34(1): 50-53,65.
    [8]HE Shang-hong, ZHONG Jue. IDENTIFICATION OF CONTINUOUS TIME SYSTEM BASED ON WAVELET MODULATING FUNCTIONS[J]. INFORMATION AND CONTROL, 2002, 31(6): 495-498.
    [9]WANG Jian, LI Yuan, KANG Jing-li, ZHANG Jian. APPLICATION OF WAVELET TRANSFORM AND FUZZY RECOGNITION TECHOLOGY IN PROCESSING SIGNAL OF BLOOD PRESSURE[J]. INFORMATION AND CONTROL, 2002, 31(1): 93-96.
    [10]WANG Yuping, CAI Yuanlong, GENG Zhongxing. FILTERING BASED ON WAVELET TRANSFORM[J]. INFORMATION AND CONTROL, 1996, 25(4): 199-205.

Catalog

    Article views (2195) PDF downloads (277) Cited by()
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return