利用二阶泰勒级数展开的部分和进行虹膜识别

B. H. Shekar, S. S. Bhat
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引用次数: 7

摘要

虹膜是目前生物识别研究中最受追捧的特征之一。从虹膜中提取合适的特征一直是研究人员最喜欢的话题。提出了一种基于二阶泰勒级数展开式部分和的虹膜特征提取方法。在多个尺度上任意小邻域上计算的TSE有限和可以很好地逼近该函数,从而为提取虹膜结构的复杂自然局部特征提供了一种强大的机制。为了计算TSE的高阶导数,我们通过扩展Sobel算子提出了核结构。在IITD、MMU v-2和CASIA v-4距离数据库上进行了多尺度的大量实验,并与现有算法进行了对比分析,验证了所提方法的性能。
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Iris recognition using partial sum of second order Taylor series expansion
Iris is presently one among the most sought after traits in biometric research. Extracting well-suited features from iris has been a favourite topic of the researchers. This paper proposes a novel iris feature extraction technique based on partial sum of second order Taylor series expansion (TSE). The finite sum of TSE computed on an arbitrary small neighbourhood on multiple scales can approximate the function extremely well and hence provides a powerful mechanism to extract the complex natured localised features of iris structure. To compute the higher order derivatives of TSE, we propose kernel structures by extending the Sobel operators. Extensive experiments are conducted with multiple scales on IITD, MMU v-2 and CASIA v-4 distance databases and comparative analysis is performed with the existing algorithms to substantiate the performance of the proposed method.
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