PALMPRINT RECOGNITION BASED ON DISCRETE CURVELET TRANSFORM AND SUPPORT VECTOR MACHINE

被引:5
|
作者
Xu Xue-Bin [1 ]
Zhang De-Yun [1 ]
Zhang Xin-Man [1 ]
Cao Yang-Jie [1 ,2 ]
机构
[1] Xi An Jiao Tong Univ, Shool Elect & Informat Engn, Xian 710049, Peoples R China
[2] Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore
关键词
curvelet transform; support vector machine (SVM); palmprint recognition; FACE; RADON;
D O I
10.3724/SP.J.1010.2009.00456
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A multiscale palmprint recognition method based on discrete curvelet transform and support vector machine was proposed. First, all palmprint images were decomposed by using discrete curvelet transform via wrapping. As a result, curvelet coefficients in different scales and various angels were obtained. The important feature information of palmprint was included in the low frequency coefficients of curvelet transform decomposition coefficients. After the decomposition coefficients were transformed into feature vectors, they were regarded as feature parameters and sent into SVM for training. Finally, SVM was used for classification of palmprint. The experiments were performed in the PolyU Palmprint database. The results indicate that the proposed method has better performance than wavelet-based method and other classical methods.
引用
收藏
页码:456 / 460
页数:5
相关论文
共 18 条
  • [1] AMAYEH G, 2008, 4 INT S VIS COMP ISV, V2, P541
  • [2] Image retrieval based on radon and wavelet transform
    An Zhi-Yong
    Cui Jiang-Tao
    Zeng Zhi-Yong
    Zhou Li-Hua
    [J]. JOURNAL OF INFRARED AND MILLIMETER WAVES, 2008, 27 (02) : 147 - 151
  • [3] [Anonymous], 1998, STAT LEARNING THEORY
  • [4] New tight frames of curvelets and optimal representations of objects with piecewise C2 singularities
    Candès, EJ
    Donoho, DL
    [J]. COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2004, 57 (02) : 219 - 266
  • [5] CANDES EJ, 2005, APPL COMPUTATIONAL M, P1
  • [6] Pattern recognition with SVM and dual-tree complex wavelets
    Chen, G. Y.
    Xie, W. F.
    [J]. IMAGE AND VISION COMPUTING, 2007, 25 (06) : 960 - 966
  • [7] Dong KF, 2004, LECT NOTES COMPUT SC, V3338, P639
  • [8] Günter S, 2007, J MACH LEARN RES, V8, P1893
  • [9] Feature extraction using Radon and wavelet transforms with application to face recognition
    Jadhav, Dattatray V.
    Holambe, Raghunath S.
    [J]. NEUROCOMPUTING, 2009, 72 (7-9) : 1951 - 1959
  • [10] Palmprint verification based on robust line orientation code
    Jia, Wei
    Huang, De-Shuang
    Zhang, David
    [J]. PATTERN RECOGNITION, 2008, 41 (05) : 1504 - 1513