A new approach for iris localization based on an improved level set method

W. Zhang, Yide Ma
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引用次数: 4

Abstract

In iris recognition systems, iris localization is a critical step which affects the further results definitively. Most of the traditional localization methods were time consuming and sensitive to noises. To solve the problems, we propose an algorithm which adopts a momentum based level set method to locate the pupil boundary. This method hasan advantage of decreasing the effect of local optima solutions and poor convergence dramatically, thus it could accurately describes the pupil boundary and decrease the influences of error parts. Experiment results show the iris localization under this method has a higher accuracy, and the inner iris boundary is much closer to the real one, localization results have been improved significantly.
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基于改进水平集方法的虹膜定位新方法
在虹膜识别系统中,虹膜定位是影响后续结果的关键步骤。传统的定位方法大多耗时且对噪声敏感。为了解决这一问题,我们提出了一种基于动量的水平集方法定位瞳孔边界的算法。该方法具有显著降低局部最优解和收敛性差影响的优点,能够准确地描述瞳孔边界,减小误差部分的影响。实验结果表明,该方法的虹膜定位精度更高,虹膜内部边界更接近真实边界,定位结果有明显改善。
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