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The Affection of Gabor Parameters to Iris Recognition and Their Optimization
- 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