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The Affection of Gabor Parameters to Iris Recognition and Their Optimization

Authors :
Fei He
Xiaodong Zhu
Yuanning Liu
Weijie Deng
Guang Huo
Xiaoxu Zhang
Source :
Biometric Recognition ISBN: 9783319029603, CCBR
Publication Year :
2013
Publisher :
Springer International Publishing, 2013.

Abstract

In this paper, a Gabor filter optimization method based on real-coded genetic algorithm is presented for iris recognition. First, we list Gabor filter parameters and analyzed the validity of the expression for texture features. Then, since Gabor parameters has a great influence in Correct Recognition Rate, we took Gabor kernel parameters as chromosomes and Discriminative Index as fitness to on the CASIA V3 and JLUBR-IRIS for optimization. Moreover, the optimized Gabor filters are adopted to extract features for corresponding iris databases, which can obtain excellent results.

Details

ISBN :
978-3-319-02960-3
ISBNs :
9783319029603
Database :
OpenAIRE
Journal :
Biometric Recognition ISBN: 9783319029603, CCBR
Accession number :
edsair.doi...........b7df99098852332f284d9c0e7a2ede12