Direction-of-Arrival Based SNR Estimation for Dual-Microphone Speech Enhancement

被引:16
|
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
Direction-of-arrival; dual-microphone signal; signal-to-noise ratio; spatial cue; speech enhancement; target-to-non-target directional signal ratio; BLIND SOURCE SEPARATION; NOISE-REDUCTION; MODEL;
D O I
10.1109/TASLP.2014.2360646
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, we propose a method for estimating target speech by exploring the spatial cues in adverse noise environments. This method is able to reliably estimate the signal-to-noise ratio (SNR) using the phase difference obtained from dual-microphone signals. To this end, spatial cues such as the phase difference are used to estimate the target-to-non-target directional signal ratio (TNR). Based on the estimated TNR, a direction-of-arrival (DOA)-based SNR is then estimated by using a statistical model-based log-likelihood ratio test for the target speech activity decision followed by a decision-directed approach. The estimate is then incorporated into a Wiener filter in order to obtain a spectral-gain attenuator. The perceptual evaluation of speech quality shows that the performance of a dual-microphone speech enhancement system employing the proposed estimation method outperforms single-and dual-microphone speech enhancement systems that use conventional methods such asWiener filtering, beamforming, or phase-error-based filtering under noise conditions whose SNR ranges from 0 to 20 dB.
引用
收藏
页码:2207 / 2217
页数:11
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