DocumentCode :
88502
Title :
Direction-of-Arrival Based SNR Estimation for Dual-Microphone Speech Enhancement
Author :
Seon Man Kim ; Hong Kook Kim
Author_Institution :
Inst. of Sound & Vibration Res. (ISVR), Univ. of Southampton, Southampton, UK
Volume :
22
Issue :
12
fYear :
2014
fDate :
Dec. 2014
Firstpage :
2207
Lastpage :
2217
Abstract :
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 as Wiener filtering, beamforming, or phase-error-based filtering under noise conditions whose SNR ranges from 0 to 20 dB.
Keywords :
Wiener filters; attenuators; direction-of-arrival estimation; microphone arrays; spatial filters; speech enhancement; statistical analysis; DOA-based SNR Estimation; TNR estimation; Wiener filter; decision-directed approach; direction-of-arrival based snr estimation; dual-microphone signal; dual-microphone speech enhancement; phase difference; signal-to-noise ratio estimation; spatial cues; spectral-gain attenuator; speech quality perceptual evaluation; statistical model-based log-likelihood ratio test; target speech estimation; target-to-nontarget directional signal ratio estimation; Direction-of-arrival estimation; Estimation; Microphones; Signal to noise ratio; Speech; Speech enhancement; Direction-of-arrival; dual-microphone signal; signal-to-noise ratio; spatial cue; speech enhancement; target-to-non-target directional signal ratio;
fLanguage :
English
Journal_Title :
Audio, Speech, and Language Processing, IEEE/ACM Transactions on
Publisher :
ieee
ISSN :
2329-9290
Type :
jour
DOI :
10.1109/TASLP.2014.2360646
Filename :
6911993
Link To Document :
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