• DocumentCode
    2653407
  • Title

    Binaural Speaker Recognition for humanoid robots

  • Author

    Breteau, Bastien ; Argentieri, Sylvain ; Zarader, Jean-Luc ; Wang, ZeFeng ; Youssef, Karim

  • Author_Institution
    Inst. des Syst. Intelligents et de Robot., Univ. Pierre et Marie Curie - Paris 6, Paris, France
  • fYear
    2010
  • fDate
    14-18 Dec. 2010
  • Firstpage
    1405
  • Lastpage
    1410
  • Abstract
    This paper deals with Automatic Speaker Recognition in a binaural context. Such a problematic, not so widely dealt with within the speech processing community, can have potential applications in humanoid robots where speech can be used as the most natural interface between humans and robots. The proposed recognition system is based on parallel Predictive Neural Networks exploiting MFCCs (Mel Frequency Cepstral Coefficients) to discriminate multiple talkers. Because of the binaural nature of the system, the sensitivity of the proposed algorithm to the speaker spatial position during the learning step is carefully studied. The influence of noise and reverberation on the recognition rate is also reviewed. Finally, preliminary experimental results based on the recorded signals from a binaural dummy head are presented.
  • Keywords
    human-robot interaction; humanoid robots; neural nets; speaker recognition; speech processing; Mel frequency cepstral coefficients; automatic speaker recognition; binaural speaker recognition; human-robotic interaction; humanoid robots; learning; multiple talkers; natural interface; parallel Predictive Neural Networks; reverberation; speaker spatial position; speech processing community; Databases; Feature extraction; Mel frequency cepstral coefficient; Noise; Speaker recognition; Speech; Speech recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Biomimetics (ROBIO), 2010 IEEE International Conference on
  • Conference_Location
    Tianjin
  • Print_ISBN
    978-1-4244-9319-7
  • Type

    conf

  • DOI
    10.1109/ROBIO.2010.5723535
  • Filename
    5723535