• DocumentCode
    1874253
  • Title

    Robust digit recognition using phase-dependent time-frequency masking

  • Author

    Shi, Guangji ; Aarabi, Parham

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Toronto Univ., Ont., Canada
  • Volume
    3
  • fYear
    2003
  • fDate
    6-9 July 2003
  • Abstract
    A technique using the time-frequency phase information of two microphones is proposed to estimate an ideal time-frequency mask using time-delay-of-arrival (TDOA) of the signal of interest. At a signal-to-noise ratio (SNR) of 0dB, the proposed technique using two microphones achieves a digit recognition rate (average over 5 speakers, each speaking 20-30 digits) of 71%. In contrast, delay-and-sum beamforming only achieves a 40% recognition rate with two microphones and 60% with four microphones. Superdirective beamforming achieves a 44% recognition rate with two microphones and 65% with four microphones.
  • Keywords
    microphones; speech intelligibility; speech recognition; time-frequency analysis; delay-and-sum beamforming; ideal time-frequency mask; microphones; phase-dependent time-frequency masking; robust digit recognition; signal-to-noise ratio; speech recognition; superdirective beamforming; time-delay-of-arrival; time-frequency phase information; Array signal processing; Delay; Frequency domain analysis; Gaussian noise; Independent component analysis; Microphones; Robustness; Speech enhancement; Speech recognition; Time frequency analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo, 2003. ICME '03. Proceedings. 2003 International Conference on
  • Print_ISBN
    0-7803-7965-9
  • Type

    conf

  • DOI
    10.1109/ICME.2003.1221390
  • Filename
    1221390