• DocumentCode
    1687967
  • Title

    Frequency offset correction in speech without detecting pitch

  • Author

    Clark, P. ; Mallidi, S.H. ; Jansen, Anton ; Hermansky, Hynek

  • Author_Institution
    Human Language Technol. Center of Excellence, Johns Hopkins Univ., Baltimore, MD, USA
  • fYear
    2013
  • Firstpage
    7020
  • Lastpage
    7024
  • Abstract
    Radio-transmitted speech sometimes contains a residual frequency shift or offset, resulting from incorrect demodulation in single-sideband channels. Frequency-shifted speech can mask speaker identity and reduce intelligibility. Therefore, frequency offset will degrade the performance of downstream speech technologies. Existing offset correction methods require a pitch estimate of the speech signal, which is difficult in noisy radio channels. We present a new, automatic algorithm for detecting and correcting frequency offset, based on third-order modulation spectral analysis. Our method is remarkably simple and does not require pitch estimation. We provide derivations, examples, and a pilot study demonstrating how offset correction improves speaker verification for radio-transmitted speech.
  • Keywords
    estimation theory; frequency allocation; signal detection; speaker recognition; spectral analysis; speech intelligibility; wireless channels; automatic algorithm; detecting pitch; downstream speech technology; frequency offset correction; frequency offset detection; frequency-shifted speech; incorrect demodulation; noisy radio channels; offset correction methods; pitch estimate; pitch estimation; radio-transmitted speech; residual frequency shift; single-sideband channels; speaker identity; speaker verification; speech intelligibility; speech signal; third-order modulation spectral analysis; Amplitude modulation; Demodulation; Frequency modulation; Harmonic analysis; Speech; Speech processing; Modulation spectrum; frequency offset; single-sideband; speaker recognition; speech enhancement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6639023
  • Filename
    6639023