• DocumentCode
    635450
  • Title

    PDOA based underdetermined blind source separation using two microphones

  • Author

    Levi, Alessandro

  • Author_Institution
    Avaya Labs., Basking Ridge, NY, USA
  • fYear
    2013
  • fDate
    15-19 July 2013
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    This paper builds on the idea of frequency bin-wise separation of mixed speech signals by Gaussian Mixture Model fitting using the Expectation-Maximization algorithm on Phase-Difference-of-Arrival values between two microphones. We find that using a combination of pre-processing steps and error finding post processing, separation performance exceeding the state of the art is achieved on publicly available live recording data.
  • Keywords
    Gaussian processes; blind source separation; direction-of-arrival estimation; expectation-maximisation algorithm; microphones; Gaussian mixture model fitting; PDOA based underdetermined blind source separation; expectation-maximization algorithm; frequency bin-wise separation; microphones; mixed speech signals; phase-difference-of-arrival; Abstracts; Equations; Microphones; Noise; BSS; time-frequency masking; underdetermined;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo (ICME), 2013 IEEE International Conference on
  • Conference_Location
    San Jose, CA
  • ISSN
    1945-7871
  • Type

    conf

  • DOI
    10.1109/ICME.2013.6607562
  • Filename
    6607562