• 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