Sequential Row-Column 2DPCA for face recognition

被引：15
|
作者：
Yang, Wankou [1 ,2 ]
Sun, Changyin [1 ]
Ricanek, Karl [2 ]
机构：
[1] Southeast Univ, Sch Automat, Nanjing 210096, Jiangsu, Peoples R China
[2] UNC Wilmington, Dept Comp Sci, Face Aging Grp, Wilmington, NC USA
来源：
NEURAL COMPUTING & APPLICATIONS | 2012年 / 21卷 / 07期
基金：
中国博士后科学基金;
关键词：
PCA; 2DPCA; RC2DPCA; Feature extraction; Face recognition; 2-DIMENSIONAL PCA;
D O I：
10.1007/s00521-011-0676-5
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
For better representation and feature extraction of face images, a two-stage method, called Sequential Row-Column 2DPCA (RC2DPCA), is proposed in this paper, which uses 2DPCA operated in the row direction and alternative 2DPCA operated in column direction. RC2DPCA can compress image in row and column direction. RC2DPCA needs fewer coefficients for image representation than 2DPCA. The experimental results on the ORL and FERET face database show that RC2DPCA works well and surpasses 2DPCA, BDPCA, and GPCA.
引用
下载
收藏
页码：1729 / 1735
页数：7
相关论文
共 50 条
  • [31] Research of 2DPCA Principal Component Uncertainty in Face Recognition
    Wang, Shimin
    Ye, Jihua
    Ying, Dequan
    PROCEEDINGS OF THE 2013 8TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2013), 2013, : 159 - 162
  • [32] A Simulated Annealing and 2DPCA Based Method for Face Recognition
    Xu, Zhijie
    Wang, Laisheng
    Yang, Liming
    SITIS 2007: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SIGNAL IMAGE TECHNOLOGIES & INTERNET BASED SYSTEMS, 2008, : 777 - 782
  • [33] Face Recognition Based on Wavelet Transform and Improved 2DPCA
    Wang, Aili
    Jiang, Na
    Feng, Yuan
    2014 FOURTH INTERNATIONAL CONFERENCE ON INSTRUMENTATION AND MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2014, : 616 - 619
  • [34] An infrared human face recognition method based on 2DPCA
    刘侠
    李廷军
    Journal of Harbin Institute of Technology(New series), 2009, (02) : 265 - 268
  • [35] Research on the Application and Comparison of PCA & 2DPCA in Face Recognition
    Yang, Yi-lin
    Wang, Guang-yan
    Geng, Yan-xiang
    INTERNATIONAL CONFERENCE ON APPLIED MECHANICS AND MECHANICAL AUTOMATION (AMMA 2017), 2017, : 209 - 215
  • [36] An Advanced BPNN Face Recognition Based On Curvelet Transform and 2DPCA
    Ye Jihua
    Hu Dan
    Xia Guomiao
    Chen Yahui
    PROCEEDINGS OF THE 2013 8TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2013), 2013, : 1019 - 1022
  • [37] FACE EXPRESSION RECOGNITION BASED ON GABOR FILTER AND 2DPCA METHOD
    Ting, Gong
    4TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER THEORY AND ENGINEERING ( ICACTE 2011), 2011, : 125 - 129
  • [38] Cross grouping strategy based 2DPCA method for face recognition
    Turhal, U. C.
    Duysak, A.
    APPLIED SOFT COMPUTING, 2015, 29 : 270 - 279
  • [39] Face recognition using a fusion method based on bidirectional 2DPCA
    Kim, Young-Gil
    Song, Young-Jun
    Chang, Un-Dong
    Kim, Dong-Woo
    Yun, Tae-Sung
    Ahn, Jae-Hyeong
    APPLIED MATHEMATICS AND COMPUTATION, 2008, 205 (02) : 601 - 607
  • [40] Adaptively Weighted 2DPCA Based on Local Feature for Face Recognition
    Xu, Qian
    Deng, Wei
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 4, PROCEEDINGS, 2008, : 76 - 79
12345