The Symmetrical Variation of 2DPCA for Face Recognition

被引:0
|
作者
Yue, Zeng [1 ,2 ]
Feng Dazheng [2 ]
Li, Xiong [2 ]
机构
[1] Jiangxi Vocat Coll Finance & Econ, Informat Dept Engineer, Jiujiang 332000, Peoples R China
[2] Xidian Univ, Xian, Peoples R China
来源
关键词
PCA; 2DPCA; Face recognition; image representation; REPRESENTATION;
D O I
10.4028/www.scientific.net/AMR.255-260.2004
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper first discusses the relationship of Principal Component Analysis (PCA) and two-dimensional PCA (2DPCA). For 2DPCA eliminating the some covariance information which can be useful for recognition, The symmetrical Variation of 2DPCA for Face recognition (V2DPCA) is proposed. These experiments on both of ORL face bases shows improvement in recognition accuracy, fewer coefficients and recognition time over 2DPCA, and this algorithm is also superior to the traditional eigenfaces, ICA and Kernel eigenfaces in terms of the recognition accuracy.
引用
收藏
页码:2004 / +
页数:2
相关论文
共 50 条
  • [1] Face recognition based on symmetrical 2DPCA
    School of Computer Science and Technology, Nanjing University of Science and Technology, Nanjing 210094, China
    [J]. Moshi Shibie yu Rengong Zhineng, 2008, 3 (326-331):
  • [2] Bilateral Angle 2DPCA for Face Recognition
    Zhou, Shuisheng
    Zhang, Danqing
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2019, 26 (02) : 317 - 321
  • [3] Gabor Fused to 2DPCA for Face Recognition
    Bellakhdhar, Faten
    Loukil, Kais
    Abid, Mohamed
    [J]. 2014 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND MULTIMEDIA APPLICATIONS (SIGMAP), 2014, : 193 - 197
  • [4] Double Sides 2DPCA for face recognition
    Lu, Chong
    Liu, Wanquan
    Liu, Xiaodong
    An, Senjian
    [J]. ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, PROCEEDINGS: WITH ASPECTS OF THEORETICAL AND METHODOLOGICAL ISSUES, 2008, 5226 : 446 - +
  • [5] Bayesian Face Recognition Using 2DPCA
    Niu Liping
    Zheng Yanbin
    Li XinYuan
    Dou Yuqiang
    [J]. 2009 INTERNATIONAL FORUM ON INFORMATION TECHNOLOGY AND APPLICATIONS, VOL 2, PROCEEDINGS, 2009, : 567 - 570
  • [6] Color Face Recognition Based on 2DPCA
    Wang, Chengzhang
    Yin, Baocai
    Bai, Xiaoming
    Sun, Yanfeng
    [J]. 19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 612 - +
  • [7] 2DPCA versus PCA for face recognition
    Jian-jun Hu
    Guan-zheng Tan
    Feng-gang Luan
    A. S. M. Libda
    [J]. Journal of Central South University, 2015, 22 : 1809 - 1816
  • [8] 2DPCA versus PCA for face recognition
    胡建军
    谭冠政
    栾凤刚
    A.S.M.LIBDA
    [J]. Journal of Central South University, 2015, 22 (05) : 1809 - 1816
  • [9] AN IMPROVED 2DPCA ALGORITHM FOR FACE RECOGNITION
    Gan, Jun-Ying
    He, Si-Bin
    [J]. PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 2380 - 2384
  • [10] 2DPCA versus PCA for face recognition
    Hu Jian-jun
    Tan Guan-zheng
    Luan Feng-gang
    Libda, A. S. M.
    [J]. JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2015, 22 (05) : 1809 - 1816