Real-Time Speaker Verification Based on GMM-UBM for PDA

Yan Chen, Q. Hong, Xiaoyang Chen, Caihong Zhang
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引用次数: 2

Abstract

Personal digital assistant (PDA) is more and more popular due to its powerful functions. To protect the personal information of PDA, we adopt the technology of text-independent speaker verification (SV) for this kind of embedded system. In this paper, Gaussian mixture model (GMM) and universal background model (UBM) are addressed in detail. The optimization of mathematical computation of GMM-UBM guarantees the real-time performance of our SV system.
基于GMM-UBM的PDA实时说话人验证
个人数字助理(PDA)由于其强大的功能而越来越受到人们的欢迎。为了保护PDA的个人信息,我们在这类嵌入式系统中采用了文本无关说话人验证(SV)技术。本文详细讨论了高斯混合模型(GMM)和通用背景模型(UBM)。GMM-UBM的数学计算优化保证了系统的实时性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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