Modified maximum scatter-difference discriminant analysis and face recognition

被引:0
|
作者
Liu, Yong-Jun [1 ,2 ]
Chen, Cai-Kou [1 ,3 ]
Wang, Zheng-Qun [1 ]
机构
[1] Department of Computer Science and Engineering, Yangzhou University, Yangzhou 225009, China
[2] Department of Software Engineering, Changshu Institute of Technology, Changshu 215500, China
[3] Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China
关键词
Database systems - Discriminant analysis - Feature extraction - Image processing - Pattern recognition;
D O I
10.3724/sp.j.1146.2006.00811
中图分类号
学科分类号
摘要
Cosidering the so-called 'Small Sample Size'(SSS) problem in nature and the 'inferior' problem in traditional Fisher linear discriminant analysis, a new method of feature extraction based on modified maximum scatter-difference criterion is developed in this paper. The method gives an effective way to resolve two difficulties of the traditional Fisher linear discriminant analysis theoretically in face recognition. Finally, extensive experiments performed on ORL and AR face database verify the effectiveness of the proposed method.
引用
收藏
页码:190 / 193
相关论文
共 50 条
  • [1] Kernel scatter-difference based discriminant analysis for face recognition
    Liu, QS
    Tang, XO
    Lu, HQ
    Ma, SD
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, 2004, : 419 - 422
  • [2] Kernel-based Two-Dimensional Maximum Scatter-Difference Projection Discriminant Analysis and Face Recognition
    Chen Caikou
    Cui Meiling
    Cao Li
    Liu Yongjun
    [J]. PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 4, 2008, : 603 - 606
  • [3] Improved Maximum Scatter Difference Discriminant Analysis for Face Recognition
    Guan Shiliang
    Li Xiaodong
    [J]. PROCEEDINGS OF 2009 INTERNATIONAL WORKSHOP ON INFORMATION SECURITY AND APPLICATION, 2009, : 368 - 371
  • [4] Block-based Two-Dimensional Scatter-Difference Discriminant Analysis and Face Recognition
    Chen, Caikou
    Cao, Li
    Cui, Meilin
    Yang, Jingyu
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 3854 - +
  • [5] Discriminant Color Space of Maximum Scatter Difference and Face Recognition
    Hu, Hong
    Gao, Xiumei
    Yuan, Xiaohua
    Zheng, Wei
    [J]. 2013 6TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), VOLS 1-3, 2013, : 474 - 478
  • [6] Two-directional maximum scatter difference discriminant analysis for face recognition
    Wang, Jianguo
    Yang, Wankou
    Lin, Yusheng
    Yang, Jingyu
    [J]. NEUROCOMPUTING, 2008, 72 (1-3) : 352 - 358
  • [7] Face recognition using fuzzy maximum scatter discriminant analysis
    Wang, Jianguo
    Yang, Wankou
    Yang, Jingyu
    [J]. NEURAL COMPUTING & APPLICATIONS, 2013, 23 (3-4): : 957 - 964
  • [8] Face recognition using fuzzy maximum scatter discriminant analysis
    Jianguo Wang
    Wankou Yang
    Jingyu Yang
    [J]. Neural Computing and Applications, 2013, 23 : 957 - 964
  • [9] Angular-diversity target recognition by kernel scatter-difference based discriminant analysis on RCS
    Chan, Sheng-Chih
    Lee, Kun-Chou
    [J]. INTERNATIONAL JOURNAL OF APPLIED ELECTROMAGNETICS AND MECHANICS, 2013, 42 (03) : 409 - 420
  • [10] Fuzzy Maximum Scatter Discriminant Analysis and Its Application to Face Recognition
    Feng, Wanli
    Gao, Shangbing
    [J]. EQUIPMENT MANUFACTURING TECHNOLOGY AND AUTOMATION, PTS 1-3, 2011, 317-319 : 150 - 153