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An Introduction to Information Sets with an Application to Iris Based Authentication

机译:对基于IRIS的应用程序的信息集的简介

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This paper presents the information set which originates from a fuzzy set on applying the Hanman-Anirban entropy function to represent the uncertainty. Each element of the information set is called the information value which is a product of the information source value and its membership function value. The Hanman filter that modifies the information set is derived by using a filtering function. Adaptive Hanman-Anirban entropy is formulated and its properties are given. It paves the way for higher form of information sets called Hanman transforms that evaluate the information source based on the information obtained on it. Based on the information set six features, Effective Gaussian Information source value (EGI), Total Effective Gaussian Information (TEGI), Energy Feature (EF), Sigmoid Feature (SF), Hanman transform (HT) and Hanman Filter (HF) features are derived. The performance of the new features is evaluated on CASIA-IRIS-V3-Lamp database using both Inner Product Classifier (IPC) and Support Vector Machine (SVM). To tackle the problem of partially occluded eyes, majority voting method is applied on the iris strips and this enables better performance than that obtained when only a single iris strip is used.
机译:本文介绍了从应用Hanman-Anirban熵函数代表不确定性的模糊集的信息集。信息集的每个元素称为信息值,该信息值是信息源值及其成员函数值的乘积。通过使用过滤功能导出修改信息集的Hanman滤波器。配制自适应Hanman-Anirban熵,并提供其性质。它为更高形式的信息集铺平了汉语变换的方式,这些信息基于在其上获得的信息评估信息源。基于信息集六个特征,有效的高斯信息源值(EGI),总有效高斯信息(TEGI),能量特征(EF),SIGMOID特征(SF),Hanman变换(HT)和Hanman滤波器(HF)功能是衍生的。使用内部产品分类器(IPC)和支持向量机(SVM)对Casia-Iris-V3-Lamp数据库进行新功能的性能。为了解决部分闭塞眼睛的问题,大多数投票方法应用于虹膜条,这使得能够比仅使用单个虹膜条时获得的性能更好。

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