一种改进的基于说话者的语音分割算法

语音分割是语音识别和语音文档检索等众多语音应用的基础.提出一种改进的基于说话者的语音分割算法,对GLR和BIC相结合的算法作进一步的改进:(1) 基于GLR距离方差的自适应阈值调整算法改进了不同声学特征下基于距离的语音分割算法中的阈值选取方法;(2) 引入BIC可测度概念来度量其适用范围;(3) BIC信息准则校准非冗余的候选分割点的偏差.实验结果表明,此改进算法优于原算法.

An Improved Speaker Based Speech Segmentation Algorithm

Speech segmentation is the foundation of some applications such as speech recognition and spoken document retrieval. An improved algorithm is proposed here which include: (1) GLR variance based threshold adaptive algorithm is to improve the threshold selection approach in speaker based speech segmentation under various acoustic environments;(2) BICs Detection Ability is referred to determine when BIC is effective;(3) Besides to verify the candidate segmentation points, BIC is used to calibrate their bias caused by GLR variance.Experimental results indicate that the improved algorithm is prior to the original one.