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Matcher Performance-Based Score Level Fusion Schemes For Multi-modal Biometric Authentication System

机译:基于匹配器性能的分数模式多模式生物特征认证系统融合方案

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Multimodal systems improves the performance of the authentication system by fusing the physiological or behavioral characteristics of an individual. The fusion can be carried out in score or feature level fusion. This paper explains the multimodal biometric system against the unimodal system to overcome several demerits in the former system and to increase its recognition rate. It integrates ECG, face and fingerprint on score level fusion. Feature vectors were obtained after processing the signal as well as images from the databases FVC2002/2004, Face94 and Physionet (MIT-BIH Arrythmia) for extracting the features. Matching scores and individual accuracy were computed separately on each biometric trait. Since the matchers on these three biometric traits gave different values, Matcher performance based fusion scheme is suggested on the specified traits. The normalization of the scores is determined using OVEBAMM (Overlap extrema-based min-max) technique. The performance analysis of these traits in unimodal system and multimodal system is arrived and they were plotted with respect to the ROC (Receiver Operating Characteristic) curve. The overall accuracy rate was achieved up to 92.6%.
机译:多模式系统通过融合个人的生理或行为特征来提高身份验证系统的性能。融合可以在得分或特征水平融合中进行。本文介绍了针对单峰系统的多峰生物识别系统,以克服前者系统的一些缺点,并提高其识别率。它在分数级别融合中集成了ECG,面部和指纹。在处理信号以及图像后,从数据库FVC2002 / 2004,Face94和Physionet(MIT-BIH Arrythmia)提取图像以获取特征向量。对每个生物特征,分别计算匹配分数和个人准确性。由于这三个生物特征的匹配子给出了不同的值,因此建议在特定特征上使用基于匹配器性能的融合方案。分数的归一化是使用OVEBAMM(基于重叠极值的最小-最大)技术确定的。得出了这些特征在单峰系统和多峰系统中的性能分析,并相对于ROC(接收器工作特性)曲线进行了绘制。总体准确率达到92.6%。

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