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[IEEE 2019 International Conference on Computing, Electronics & Communications Engineering (iCCECE) - London, United Kingdom (2019.8.22-2019.8.23)] 2019 International Conference on Computing, Electronics & Communications Engineering (iCCECE) - Detailed Analysis of IRIS Recognition Performance

DOI:10.1109/iCCECE46942.2019.8941784 出版年份:2019 更新时间:2025-09-16 10:30:52
摘要: Iris recognition is a well-known biometric identification system which distinguishes authentic and imposter individuals based on the features of their irides. It employs stringent statistical analyses of the features of irides due to the fact that each person has a unique iris, just like a fingerprint. In this work, the approach adopted towards the iris recognition problem is through an exhaustive and careful analysis of the statistical properties of the iris images and the randomness of spurious noise effects. The ability to differentiate two different templates from each other improves with the increase in the number of the degrees of freedom (DOF). The DOF depends on the encoding schemes utilized and moreover, it is hypothesized that the encoding schemes used in themselves could influence the recognition performance. The CASIA (Chinese Academy of Sciences Institute of Automation) version 1 database of iris images used in this study has been modified by the addition of artificial noise in order to simulate practical real life in situ noisy iris capture environments. The classical and state-of-the-art segmentation techniques have been compared, determining whether they are superior to the others under several conditions. The 1D, 2D Gabor filters and the short window implementation were all tested. The conclusion was that the 2D Gabor Filters produce a lower equal error rate (EER), higher accuracy and decidability than by using the one-dimensional log Gabor filter. After modifying the one-dimensional log Gabor filters, a lower EER and higher accuracy was found as the noise level increased. This makes the modified 1D log Gabor Filters a better proposition in noisy conditions. The generated iris templates have a predetermined theoretical value of DOF and from the statistical analysis, an experimental value can be determined. The relation between these values can be used as a metric to compare different databases.
作者: Oktay Ko?,Ali Osman Topal,Loredana Tosku,Maaruf Ali,Julian Hoxha,Arban Uka
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Investigating the performance of iris recognition systems through statistical analysis of iris images and the impact of encoding schemes on recognition accuracy under noisy conditions.

The study concludes that the EPK_IRIS segmentation performs better than MASEK and ND_IRIS, with E3 encoding showing superior performance in terms of higher degrees of freedom and lower equal error rate. The 2D log Gabor filters outperform 1D filters in noisy conditions, and modified 1D log Gabor filters offer better accuracy and lower EER as noise levels increase. The introduced 'intra correlational constant' proves to be a sensitive metric for analyzing performance across different databases.

The study is limited by the use of a modified version of the CASIA database with artificial noise, which may not fully replicate all real-life noisy conditions. Additionally, the performance of the system may vary with different iris databases due to inherent correlations and noise factors.

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