DocumentCode :
598789
Title :
Iris recognition using 2-D elliptical-support wavelet filter bank
Author :
Abdul-Jabbar, Jassim M. ; Abdulkader, Zena N.
Author_Institution :
Comput. Eng. Dept., Univ. of Mosul, Mosul, Iraq
fYear :
2012
fDate :
15-18 Oct. 2012
Firstpage :
359
Lastpage :
363
Abstract :
In this paper, a new identification method for iris recognition is presented. Among the four main steps of iris recognition, traditional segmentation and normalization steps are utilized in the proposed method. A non-traditional step for feature extraction is applied where a new bank of two-dimensional (2-D) elliptical-support wavelet Haar filter bank is used to capture the iris characteristics. The idea is based on a new geometrical image transform called 2-D elliptical-support wavelet transform (2-D ESWT). A five-level 2-D elliptical-support wavelet decomposition is needed to form a reduced fixed length quantized feature vector with improved performance. The efficient approach of Hamming distance is then applied as a final step for iris matching. Experimental results show that the proposed method is reliable with rapid recognition, since it achieves good recognition rate with reduced feature vector length. Thus, a less complex-implementation can be obtained for this identification method.
Keywords :
Haar transforms; channel bank filters; feature extraction; image matching; image segmentation; iris recognition; wavelet transforms; 2D elliptical-support wavelet Haar filter bank; 2D elliptical-support wavelet transform; Hamming distance; feature extraction; fixed length quantized feature vector; geometrical image transform; identification method; iris characteristics; iris matching; iris recognition; normalization step; recognition rate; segmentation step; wavelet decomposition; Digital filters; Feature extraction; Filter banks; Iris; Iris recognition; Wavelet transforms; 2-D Elliptical-Support Wavelet Transform (2-D ESWT); Digital Spectral Transformation (DST); Elliptical-Support Wavelet Haar Filter Bank; Hamming Distance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing Theory, Tools and Applications (IPTA), 2012 3rd International Conference on
Conference_Location :
Istanbul
ISSN :
2154-5111
Print_ISBN :
978-1-4673-2585-1
Type :
conf
DOI :
10.1109/IPTA.2012.6469520
Filename :
6469520
Link To Document :
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