期刊文献+

基于GMM的实时说话人识别系统 被引量:2

A Real Time Speaker Recognition System Based on GMM
下载PDF
导出
摘要 介绍了一个基于GMM实时说话人识别系统的设计与实现,系统具有实时说话人辨认和实时说话人确认功能。在实验室条件下,对不同的高斯混合密度个数及采样率进行了测试,测试了模型的自适应性能。实验表明系统具有较好的识别准确率。 The design and implementation of a real-time speaker recognition system which is based on GMM (Gaussian Mixture Model) are presented. The system has the characteristics of real time speaker identification and real time speaker verification. In the lab environment, the performance of the system, as well as the model adaptation, has been fully tested with GMMs of different numbers of Gaussian mixtures and different sampling rates. The testing results show that the GMM-based system has a satisfactory correctness in performing speaker recognition.
出处 《电声技术》 2007年第6期53-55,共3页 Audio Engineering
基金 厦门大学"985工程"二期"信息技术"创新平台项目资助 项目编号0000-X07204
关键词 说话人识别 实时系统 高斯混合模型 speaker recognition real-time systems GMM
  • 相关文献

参考文献6

  • 1REYNOLDS D A, ROSE R C. Robust text-independent speaker identification using Gaussian mixture speaker models[J]. IEEE Trans. Speech Audio Processing, 1995,3 (1):72-83.
  • 2REYNOLDS D A. Speaker identification and verification using Gaussian mixture speaker models[J]. Speech Communication, 1995,17:92-105.
  • 3REYNOLDS D A, QUATITERI T F,DUNN R B. Speaker verification using adapted Gaussian mixture models [J]. Digital Signal Processing,2000,10:19-41.
  • 4BAHL R, BROWN P F, DE SOUZA P V, etc. Maximum mutual information estimation of hidden Markov model parameters for speech recognition[C]// Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing. [S.l.] : IEEE Press, 1986,1:49-52.
  • 5HONG Q Y, KWONG S. Discriminative training for speaker identification based on maximum model distance algorithm[C]// Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing. [S.l.]:IEEE Press. 2004.1 : 25-28.
  • 6WU Chou. Discriminant-function-based minimum recognition error rate pattern-recognition approach to speech recognition [C]// Proceedings of the IEEE. [S.l.] : IEEE Press, 2000,88 : 1 201-1 223.

同被引文献12

引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部