DocumentCode
148081
Title
Maximum likelihood based multi-channel isotropic reverberation reduction for hearing aids
Author
Kuklasinski, Adam ; Doclo, Simon ; Jensen, Soren Holdt ; Jensen, Jens
Author_Institution
Oticon A/S, Smørum, Denmark
fYear
2014
fDate
1-5 Sept. 2014
Firstpage
61
Lastpage
65
Abstract
We propose a multi-channel Wiener filter for speech dereverberation in hearing aids. The proposed algorithm uses joint maximum likelihood estimation of the speech and late reverberation spectral variances, under the assumption that the late reverberant sound field is cylindrically isotropic. The dereverberation performance of the algorithm is evaluated using computer simulations with realistic hearing aid microphone signals including head-related effects. The algorithm is shown to work well with signals reverberated both by synthetic and by measured room impulse responses, achieving improvements in the order of 0.5 PESQ points and 5 dB frequency-weighted segmental SNR.
Keywords
Wiener filters; maximum likelihood estimation; microphones; reverberation; speech processing; dereverberation performance; head related effects; hearing aids; joint maximum likelihood estimation; multichannel Wiener filter; multichannel isotropic reverberation reduction; realistic hearing aid microphone signals; speech dereverberation; Covariance matrices; Interference; Maximum likelihood estimation; Microphones; Noise; Reverberation; Speech; hearing aids; isotropic; maximum likelihood; multi-channel wiener filter; speech dereverberation;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European
Conference_Location
Lisbon
Type
conf
Filename
6951971
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