• Title/Summary/Keyword: Dual QML

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An Efficient Quadratic Projection-Based Iris Recognition: Performance Improvements of Iris Recognition Using Dual QML (효율적인 Quadratic Projection 기반 홍채 인식: Dual QML을 적용한 홍채 인식의 성능 개선 방안)

  • Kwon, Taeyean;Noh, Geontae;Jeong, Ik Rae
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.28 no.1
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    • pp.85-93
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    • 2018
  • Biometric user authentications, day after day, propagate more to human life instead of traditional systems which use passwords and ID cards. However, most of these systems have many problems for given biometric information such noisy data, low-quality data, a limitation of recognition rate, and so on. To deal with these problems, I used Dual QML which is non-linear classification for classifying correctly the real-world data and then proposed preprocessing method for increasing recognition rate and performance by segmenting a specific region on an image. The previous published Dual QML used face, palmprint, ear for the experiment. In this paper, I used iris for experiment and then proved excellence of Dual QML at iris recognition. Finally I demonstrated these results (e.g. increasing recognition rate and performance, suitability for iris recognition) through experiments.