Fusion of Gabor filter and steerable pyramid to improve iris recognition system

TitreFusion of Gabor filter and steerable pyramid to improve iris recognition system
Publication TypeJournal Article
Year of Publication2022
AuthorsRadouane, M, Zouggari, NI, Amraoui, A, Amraoui, M
JournalIAES International Journal of Artificial Intelligence
Volume11
Pagination1460-1468
Abstract

Iris recognition system is a technique of identifying people using their distinctive features. Generally, this technique is used in security, because it offers a good reliability. Different researchers have proposed new methods for iris recognition system to increase its effectiveness. In this paper, we propose a new method for iris recognition based on Gabor filter and steerable pyramid decomposition. It’s an efficient and accurate linear multi-scale, multi-orientation image decomposition to capture texture details of an image. At first, the iris image is segmented, normalized and decomposed by Gabor filter and steerable pyramid method. Multiple sub-band are generated by applying steerable pyramid on the input image. High frequency sub-band is ignored to eliminate noise and increase the accuracy. The method was validated using Chinese Academy of Sciences Institute of Automation (CASIA-v4), Indian Institute of Technology Delhi (IITD) and University of Phoenix Online (UPOL) databases. The performance of the proposed method is better than the most methods in the literature. The proposed algorithm provides accuracy of 99.99%. False acceptance rate (FAR), equal error rate (EER) and genuine acceptance rate (GAR) have also been improved. © 2022, Institute of Advanced Engineering and Science. All rights reserved.

URLhttps://www.scopus.com/inward/record.uri?eid=2-s2.0-85136268629&doi=10.11591%2fijai.v11.i4.pp1460-1468&partnerID=40&md5=54ad763c812d3874d3c1e97ff0cfc8f8
DOI10.11591/ijai.v11.i4.pp1460-1468
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