• DocumentCode
    3325670
  • Title

    Personalized voice command systems in multi modal user interface

  • Author

    Kurniawati, Evelyn ; Celetto, Luca ; Capovilla, Nicola ; George, Sapna

  • fYear
    2012
  • fDate
    12-14 Jan. 2012
  • Firstpage
    45
  • Lastpage
    47
  • Abstract
    The goal of this paper is to describe the voice command system as part of the multi modal user interface for residential application project demoed at CES 2012. The application is a 3D TV panel which can be controlled through face recognition, gesture, and speech. The speech interface is invoked using activation keyword, and terminated in similar fashion with de-activation keyword. Speaker recognition is performed on the activation keyword to allow personalization of the voice commands available to the particular user, who in this scenario is a member of the household. A separate setting is also devised to enable guest user to have basic interaction with the system. Template matching scheme using dynamic time warping is employed for its simplicity and robustness to noise. The template chosen is a cluster of Gaussian Mixture Model (GMM), each representing a sub-word unit. A state model for voice interaction is presented to allow efficient operation of this interface.
  • Keywords
    Gaussian processes; pattern matching; speaker recognition; speech-based user interfaces; three-dimensional television; 3D TV panel; Gaussian mixture model cluster; activation keyword; deactivation keyword; dynamic time warping; face recognition; gesture recognition; multimodal user interface; personalized voice command systems; residential application project; speaker recognition; speech interface; template matching scheme; voice interaction; Accuracy; Hidden Markov models; Speaker recognition; Speech; Speech recognition; Training; User interfaces; Multi modal user interface; dynamic time warping; edits distance; speech recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Emerging Signal Processing Applications (ESPA), 2012 IEEE International Conference on
  • Conference_Location
    Las Vegas, NV
  • Print_ISBN
    978-1-4673-0899-1
  • Type

    conf

  • DOI
    10.1109/ESPA.2012.6152442
  • Filename
    6152442