Title :
Robust non-vad implementation of Multichannel Wiener filter for binaural noise reduction
Author :
Marin-Hurtado, Jorge I. ; Anderson, David V.
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
Binaural noise-reduction techniques based on Multichannel Wiener filter (MWF) are promising candidates to be used in binaural hearing aids. The real-time implementation of the existing MWF methods involves different challenges, e.g. the robustness against errors in the estimation of the second-order statistics. A typical approach in MWF to estimate these statistics has been the use of a voice activity detector (VAD). But a VAD-based estimation is not particularly suitable for low SNR scenarios, or to track the noise statistics in non-stationary environments during voiced segments. This paper proposes a non-VAD statistics estimation and a method to adapt the trade-off parameter in a well-known MWF method, SDW-MWF. The performance of the proposed implementation is analyzed under realistic scenarios. The proposed method outperforms a VAD-based implementation, is robust under low-SNR and non-stationary environments, and provides good speech quality.
Keywords :
Wiener filters; hearing aids; signal denoising; signal detection; speech processing; statistics; MWF methods; SDW-MWF method; VAD-based estimation; binaural hearing aids; binaural noise-reduction technique; estimation error robustness; low SNR scenario; multichannel Wiener filter; noise statistics; nonVAD statistics estimation; nonstationary environment; robust nonVAD implementation; second-order statistics; speech quality; voice activity detector; Acoustic distortion; Estimation; Hearing aids; Noise reduction; Signal to noise ratio; Speech; Binaural hearing aids; Multichannel Wiener Filter; Multichannel cross-PSD; Noise reduction;
Conference_Titel :
Applications of Signal Processing to Audio and Acoustics (WASPAA), 2011 IEEE Workshop on
Conference_Location :
New Paltz, NY
Print_ISBN :
978-1-4577-0692-9
Electronic_ISBN :
1931-1168
DOI :
10.1109/ASPAA.2011.6082337