Volume 2 Issue 5
Oct.  2009
Turn off MathJax
Article Contents
GE Wei, CHENG Yu-qi, LIU Chun-xiang, Chen Qiu-ping. Research of face recognition methods based on subspace analysis[J]. Chinese Optics, 2009, 2(5): 377-387.
Citation: GE Wei, CHENG Yu-qi, LIU Chun-xiang, Chen Qiu-ping. Research of face recognition methods based on subspace analysis[J]. Chinese Optics, 2009, 2(5): 377-387.

Research of face recognition methods based on subspace analysis

More Information
  • Corresponding author: GE Wei
  • Received Date: 14 Jul 2009
  • Rev Recd Date: 17 Aug 2009
  • Publish Date: 20 Oct 2009
  • Face recognition is an important problem of pattern recognition and machine learning. Among many approaches to the problem of face recognition, subspace analysis gives the most promising results, and becomes one of the most popular methods. This paper researches subspace analysis methods, introduces the basic theory of linear subspace such as PCA、LDA、ICA 、FastICA etc. and non-linear subspace such as KPCA etc. and their application in face recognition ,including some new research fruits concretely . In addition ,ORL database and YALE B database are used to experiment basic subspace methods. The experiment results indicate that FastICA method is more powerful than other subspace methods for face recognition. Finally, the advantage and disadvantage of these methods are discussed by the experiment results.

     

  • loading
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索
    Article views(5941) PDF downloads(4254) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return