FACE RECOGNITION METHOD COMBINED WITH GAMMA TRANSFORM AND GABOR TRANSFORM

被引:0
作者
Zhu Dai-xian [1 ]
Su Zhe [1 ]
Wang Jing [1 ]
机构
[1] Xian Univ Sci & Technol, Commun & Informat Engn Coll, Xian 710048, Peoples R China
来源
2015 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATIONS AND COMPUTING (ICSPCC) | 2015年
关键词
Face recognition; Gamma transform; Gabor transform; Principal component analysis; REPRESENTATION;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In order to extract facial features effectively, a face recognition method is proposed in this article, which combined with gamma transform and gabor transform on the basis of the traditional gabor filter method. First of all, the face images are processed with gamma transform, which can eliminate the effects of light and other nonlinear factors; and then decompose the face images by improved gabor transform. After that, instead the original face of the 5 scale and 8 orientations features of face images. At last extract M larger PCA(principal component analysis) characteristic on every Gabor feature matrix, and get the final 5*8*M characteristics, which are combined to form the final face identification feature. When tested in ORL faces database, the recognition rate of this algorithm is 7.5% higher than traditional PCA method.
引用
收藏
页码:345 / 348
页数:4
相关论文
共 8 条
  • [1] Bounds for the maximum likelihood estimates in two-parameter gamma distribution
    Dang, H
    Weerakkody, G
    [J]. JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2000, 245 (01) : 1 - 6
  • [2] [邓洪波 DENG Hongbo], 2007, [中国图象图形学报, Journal of Image and Graphics], V12, P322
  • [3] Classifying facial actions
    Donato, G
    Bartlett, MS
    Hager, JC
    Ekman, P
    Sejnowski, TJ
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (10) : 974 - 989
  • [4] Lee TS, 1996, IEEE T PATTERN ANAL, V18, P959, DOI 10.1109/34.541406
  • [5] Statistical modeling of speech signals based on generalized gamma distribution
    Shin, JW
    Chang, JH
    Kim, NS
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (03) : 258 - 261
  • [6] Wang L., 2010, PATTERN RECOGN, V26, P57
  • [7] (2D)2PCA:: Two-directional two-dimensional PCA for efficient face representation and recognition
    Zhang, DQ
    Zhou, ZH
    [J]. NEUROCOMPUTING, 2005, 69 (1-3) : 224 - 231
  • [8] Comparison between geometry-based and Gabor-wavelets-based facial expression recognition using multi-layer perceptron
    Zhang, ZY
    Lyons, M
    Schuster, M
    Akamatsu, S
    [J]. AUTOMATIC FACE AND GESTURE RECOGNITION - THIRD IEEE INTERNATIONAL CONFERENCE PROCEEDINGS, 1998, : 454 - 459