• 中国计算机学会会刊
  • 中国科技核心期刊
  • 中文核心期刊

J4 ›› 2005, Vol. 27 ›› Issue (9): 93-96.

• 论文 • 上一篇    下一篇

基于置信度的无监督说话人自适应语音识别

丰洪才 卢正鼎   

  • 出版日期:2005-09-01 发布日期:2010-07-03

  • Online:2005-09-01 Published:2010-07-03

摘要:

本文提出一种基于词格信息的置信度计算方法,估计自适应语音识别结果的可靠性,将不可靠的语音从自适应训练集中去掉,从而减小无监督自适应与有监督自适应间的性能差异,提高无监督自适应的性能。

关键词: 语音识别 说话人自适应 置信度

Abstract:

Speaker adaptation is an effective means of improving the performance of a speech recognition system. A word lattice based confidence measurement is p  roposed in this paper to evaluate the reliability of the recognition result and to remove the unreliable speech from the adaptation speech corpus. Then  the difference between supervised and unsupervised adaptations is reduced,and the recognition rate of unsupervised recognition is increased.

Key words: (speech recognition, speaker adaptation, confidence measurement)