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Personal authentication using palm-print features

机译:使用掌纹功能进行个人身份验证

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摘要

Biometrics-based authentication is a verification approach using the biological features inherent in each individual. They are processed based on the identical, portable. and arduous duplicate characteristics. In this paper, we propose a scanner-based personal authentication system by using the palm-print features. It is very suitable in many network-based applications. The authentication system consists of enrollment and verification stages. In the enrollment stage, the training samples are collected and processed by the pre-processing, feature extraction, and modeling modules to generate the matching templates. In the verification stage, a query sample is also processed by the pre-processing and feature extraction modules, and then is matched with the reference templates to decide whether it is a genuine sample or not. The region of interest (ROI) for each sample is first obtained from the pre-processing module. Then, the palm-print features are extracted from the ROI by using Sobel and morphological operations. The reference templates for a specific user are generated in the modeling module. Last, we use the template-matching and the backpropagation neural network to measure the similarity in the verification stage. Experimental results verify the validity of our proposed approaches in personal authentication. (C) 2002 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved. [References: 15]
机译:基于生物识别的身份验证是一种使用每个人固有的生物学特征的验证方法。它们基于相同的可移植性进行处理。和艰苦的重复特征。在本文中,我们通过使用掌纹功能提出了一种基于扫描仪的个人身份验证系统。它非常适合许多基于网络的应用程序。身份验证系统包括注册和验证阶段。在注册阶段,通过预处理,特征提取和建模模块收集并处理训练样本,以生成匹配模板。在验证阶段,预处理和特征提取模块还会处理查询样本,然后将其与参考模板进行匹配,以确定其是否为真实样本。首先从预处理模块中获取每个样品的关注区域(ROI)。然后,通过使用Sobel和形态学运算从ROI中提取掌纹特征。在建模模块中生成特定用户的参考模板。最后,我们使用模板匹配和反向传播神经网络在验证阶段测量相似度。实验结果验证了我们提出的个人身份验证方法的有效性。 (C)2002模式识别学会。由Elsevier Science Ltd.出版。保留所有权利。 [参考:15]

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