Face recognition using principal component analysis and wavelet packet decomposition

被引:3
|
作者
Perlibakas, V [1 ]
机构
[1] Kaunas Univ Technol, Image Proc & Anal Lab, LT-51424 Kaunas, Lithuania
关键词
face recognition; PCA; Wavelet Packet Decomposition; WPD;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article we propose a novel Wavelet Packet Decomposition (WPD)-based modification of the classical Principal Component Analysis (PCA)-based face recognition method. The proposed modification allows to use PCA-based face recognition with a large number of training images and perform training much faster than using the traditional PCA-based method. The proposed method was tested with a database containing photographies of 423 persons and achieved 82-89% first one recognition rate. These results are close to that achieved by the classical PCA-based method (83-90%).
引用
收藏
页码:243 / 250
页数:8
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