DocumentCode
394695
Title
The impact of speech detection errors on the noise reduction performance of multi-channel Wiener filtering
Author
Spriet, Ann ; Moonen, Marc ; Wouters, Jan
Author_Institution
Katholieke Univ., Leuven, Belgium
Volume
5
fYear
2003
fDate
6-10 April 2003
Abstract
The noise reduction performance of the generalized sidelobe canceller (GSC) depends on the validity of a priori assumptions about the signal model, whereas the recently developed multi-channel Wiener filter (MWF) techniques do not, hence, their potential benefit. However, both techniques rely on a speech detection algorithm. In this paper, we analyze the average effect of speech detection errors on the performance of the GSC and MWF both theoretically and experimentally. It is shown that the MWF preserves its benefit over the GSC for a reasonable speech detection error rate of 20% or less, even when the GSC is supplied with a robustness constraint.
Keywords
Wiener filters; error statistics; interference suppression; speech processing; GSC; error rate; generalized sidelobe canceller; multi-channel Wiener filtering; noise reduction performance; performance; robustness constraint; speech detection errors; Error analysis; Hearing aids; Microphones; Noise reduction; Noise robustness; Oral communication; Performance analysis; Speech analysis; Speech enhancement; Wiener filter;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
ISSN
1520-6149
Print_ISBN
0-7803-7663-3
Type
conf
DOI
10.1109/ICASSP.2003.1200016
Filename
1200016
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