Palmprint Identification Based on Non-separable Wavelet Filter Banks

被引:0
|
作者
Wu, Jie [1 ]
You, Xinge [2 ]
Tang, Yuan Yan [2 ,3 ]
Cheung, Yiu-ming [2 ]
机构
[1] Hubei Univ, Fac Math & Comp Sci, Wuhan 430062, Peoples R China
[2] Huazhong Univ Sci & Technol, Elect & Informat Engn Dept, Wuhan, Peoples R China
[3] Hong Kong Baptist Univ, Dept Comp Sci, Hong Kong, Peoples R China
关键词
Palmprint identification; NDWT;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Creases, as a special salient feature of palmprint, are large in number and distributed at all directions. It changes slowly in a person's whole life, which qualifies themselves as features in palmprint identification. In this paper, we devised a new algorithm of crease extraction by using non-separable bivariate wavelet filter banks with linear phase. Compared with the traditional wavelet, our research demonstrates that the three high frequency sub-images generated by Non-separable Discrete Wavelet Transform (NDWT) can extract more creases and no longer extensively focus on the three special directions. As a consequence, we proposed a new method by combining NDWT and Support Vector Machines (SVM) for palmprint identification. Tested by our experiment, this method achieves a satisfied identification result and computational efficiency as well.
引用
收藏
页码:2917 / 2920
页数:4
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