A new algorithm for generalized optimal discriminant vectors

被引:27
作者
Wu, XJ [1 ]
Yang, JY
Wang, ST
Guo, YF
Cao, QY
机构
[1] E China Shipbldg Inst, Zhenjiang 212003, Peoples R China
[2] Nanjing Univ Sci & Technol, Sch Informat, Nanjing 210094, Peoples R China
[3] Fudan Univ, Dept Comp Sci & Technol, Shanghai 200433, Peoples R China
[4] Chinese Acad Sci, Robot Lab, Shenyang 110016, Peoples R China
基金
中国国家自然科学基金;
关键词
pattern recognition; feature extraction; discriminant analysis; generalized optimal set of discriminant vectors; face recognition;
D O I
10.1007/BF02947310
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A study has been conducted on the algorithm of solving generalized optimal set of discriminant vectors in this paper. This paper proposes an analytical algorithm of solving generalized optimal set of discriminant vectors theoretically for the first time. A lot of computation time can be saved because all the generalized optimal sets of discriminant vectors can be obtained simultaneously with the proposed algorithm, while it needs no iterative operations. The proposed algorithm can yield a much higher recognition rate. Furthermore, the proposed algorithm overcomes the shortcomings of conventional human face recognition algorithms which were effective for small sample size problems only. These statements are supported by the numerical simulation experiments on facial database of ORL.
引用
收藏
页码:324 / 330
页数:7
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