Face recognition using complex wavelet moments

被引:16
|
作者
Singh, Chandan [1 ]
Sahan, Ali Mohammed [1 ]
机构
[1] Punjabi Univ, Dept Comp Sci, Patiala 147002, Punjab, India
来源
关键词
Face recognition; Wavelet moments; Complex wavelet moments; FEATURE-EXTRACTION; ZERNIKE MOMENTS; INVARIANT; GABOR; DESCRIPTORS; PATTERNS; FEATURES;
D O I
10.1016/j.optlastec.2012.09.004
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The wavelet moments are very useful image descriptors which contain both global and local characteristics of an image. Its usefulness is further characterized by rotation invariant property of its magnitude. The phase information is, however, left out because it changes with image rotation. In this paper, we incorporate phase information and use both the real and imaginary components of wavelet moments to describe an image and develop a similarity measure which is invariant under image rotation. The proposed framework is applied to face recognition. Extensive experimental results are provided to demonstrate the enhanced performance of the proposed framework as compared to the magnitude only framework. The results are also compared with many other state-of-the-art techniques used for face recognition. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:256 / 267
页数:12
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