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A Robust Multilevel Speech Verification With Wavelet Decomposition for Inadequate Training Data Sets of Mobile Device Systems

机译:小波分解的鲁棒多级语音验证,用于不足的移动设备系统训练数据集

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摘要

With the development of speech signal processing, universality, easy collection and personal speech signal uniqueness, many researchers are attracted to the field of speech verification. Most of the current speech verifications are based on long training data sets in order to achieve good results, and there are no good verification schemes in case of inadequate training data sets. This paper proposes a novel architecture for speech verification using a multilevel method, which extracts feature parameters through a multiple wavelet transform for mobile phone voice. The experiments show that the multilevel wavelet authentication architecture improves performance in speech verification. The recognition rate of the mobile phone system is more robust and superior to other methods.
机译:随着语音信号处理,通用性,易于收集和个人语音信号唯一性的发展,许多研究人员被吸引到语音验证领域。当前的大多数语音验证都是基于较长的训练数据集,以便获得良好的结果,并且在训练数据集不足的情况下,也没有好的验证方案。本文提出了一种使用多级方法进行语音验证的新颖架构,该架构通过多小波变换提取手机语音的特征参数。实验表明,多级小波身份验证体系结构可以提高语音验证的性能。移动电话系统的识别率更强,并且优于其他方法。

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  • 来源
    《Quality Control, Transactions》 |2019年第2019期|2418-2428|共11页
  • 作者单位

    Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen 518055, Peoples R China;

    Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen 518055, Peoples R China;

    Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Peoples R China;

    Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Peoples R China;

    Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen 518055, Peoples R China;

    Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen 518055, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Biometric; speech verification; wavelet transform; mobile computing;

    机译:生物识别;语音验证;小波变换;移动计算;

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