Noise variance estimation based on dual-channel phase difference for speech enhancement

被引:5
|
作者
Kim, Seon Man [1 ]
Kim, Hong Kook [2 ]
机构
[1] Univ Southampton, Inst Sound & Vibrat Res, Southampton SO17 1BJ, Hants, England
[2] Gwangju Inst Sci & Technol, Sch Informat & Commun, Kwangju 500712, South Korea
基金
新加坡国家研究基金会;
关键词
Dual-microphone speech enhancement; Signal-to-noise ratio (SNR); Direction-of-arrival based SNR estimation; Noise variance estimation; Phase difference; SOURCE SEPARATION; SOFT-DECISION; REDUCTION;
D O I
10.1016/j.dsp.2013.11.012
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a method for estimating a signal-to-noise ratio (SNR) in order to improve the performance of a dual-microphone speech enhancement algorithm. The proposed method is able to reliably estimate both a priori and a posteriori SNRs by exploring a direction-of-arrival (DOA)-based local SNR that is defined by using spatial cues obtained from dual-microphone signals. The estimated a priori and a posteriori SNRs are then incorporated into a Wiener filter. Consequently, it is shown from an objective perceptual evaluation of speech quality (PESQ) comparison and a subjective listening test that a speech enhancement algorithm employing the proposed SNR estimate outperforms those using conventional single- or dual-microphone speech enhancement algorithms such as the Wiener filter, beamformer, or phase error-based filter under different noise conditions ranging from 0 to 20 dB. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:169 / 182
页数:14
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