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Feature selection and its evaluation in binaural ear acoustic authentication

机译:双耳耳声学认证中的特征选择及其评估

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A type of biomelric authentication is ear acoustic authentication, which uses the ear canal transfer characteristic, showing the acoustic characteristics of the ear canal. In ear acoustic authentication, biological information can be acquired from both ears. However, extant literature on an accuracy improvement method using binaural features is inadequate. In this study, we experimentally determine a feature that represents the difference between each user to perform highly accurate authentication. Feature selection was performed by changing the combination of binaural features, and it was evaluated using the ratio of between-class variance and within-class variance and the Equal Error Ratio (EER). As a result, a method that concatenates the features of both ears has the highest performance.
机译:生物金属认证的一种类型是耳声学认证,它利用耳道转移特性来显示耳道的声学特性。在耳朵声学认证中,可以从两只耳朵获取生物信息。但是,关于使用双耳特征的精度提高方法的现有文献是不充分的。在这项研究中,我们通过实验确定代表每个用户之间差异的功能,以执行高度准确的身份验证。通过改变双耳特征的组合来进行特征选择,并使用类间方差和类内方差之比以及均等误差比(EER)进行评估。结果,连接两只耳朵的特征的方法具有最高的性能。

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