Face recognition based on discriminant fractional Fourier feature extraction

被引:29
|
作者
Jing, Xiao-Yuan [1 ]
Wong, Hau-San
Zhang, David
机构
[1] Harbin Inst Technol, Shenzhen Grad Sch, Shenzhen 518055, Guangdong, Peoples R China
[2] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
[3] Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
face recognition; fractional Fourier transform; linear discrimination analysis; feature extraction; angle parameter; reformative Fisherface method;
D O I
10.1016/j.patrec.2006.02.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Developed from the conventional Fourier transform, the fractional Fourier transform is a powerful signal analysis and processing technique. In this paper, we apply it to the field of face recognition. By combining it with the discrimination analysis technique, we propose a new face recognition approach. First, we use a two-dimensional separability judgment to select appropriate value of angle parameter for discrete fractional Fourier transform. Second, we present a reformative Fisherface method to extract discriminative features from the preprocessed images and perform the classification using the nearest neighbor classifier. Experimental results on two public face databases indicate that our approach outperforms four representative discrimination methods. It obtains better and robust classification effects. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:1465 / 1471
页数:7
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