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
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;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European
Conference_Location :
Lisbon