• DocumentCode
    3444889
  • 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
    1
  • fYear
    2003
  • fDate
    6-10 April 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 0 dB, 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
    Gaussian noise; acoustic noise; array signal processing; parameter estimation; speech enhancement; speech recognition; time-frequency analysis; Gaussian noise; SNR; delay-and-sum beamforming; digit recognition; phase-dependent time-frequency masking; reverberation; signal-to-noise ratio; speech enhancement; speech noise; 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
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1198873
  • Filename
    1198873