• DocumentCode
    3430169
  • Title

    The effect of phase information in speech enhancement and speech recognition

  • Author

    Langarani, Mahsa Sadat Elyasi ; Veisi, Hadi ; Sameti, Hossein

  • Author_Institution
    Dept. of Comput. Eng., Sharif Univ. of Technol., Tehran, Iran
  • fYear
    2012
  • fDate
    2-5 July 2012
  • Firstpage
    1446
  • Lastpage
    1447
  • Abstract
    The majority of speech enhancement methods perform noise removal in spectral domain and construct the enhanced speech signal from the estimated magnitude of clean speech and the phase of the noisy speech. In this paper, we show that by incorporating the phase information in the enhancement process, the quality and intelligibility of speech signal are improved. In our investigations, the minimum mean-square error short-time spectral amplitude and MMSE log-spectral amplitude methods are used to estimate the magnitude spectrum of speech signal. By conducting six classes of experiments, it is shown that by taking the phase information into account, overall SNR and PESQ measures are improved. In other experiments, the results of speech enhancement system are fed into a speech recognition system and it is shown that by incorporating accurate phase information, the intelligibility of the speech signal is improved.
  • Keywords
    least mean squares methods; spectral analysis; speech enhancement; speech intelligibility; speech recognition; MMSE log-spectral amplitude method; PESQ measures; SNR measures; clean speech; magnitude spectrum estimation; minimum mean-square error short-time spectral amplitude; noise removal; noisy speech; phase information; spectral domain; speech recognition system; speech signal enhancement; speech signal intelligibility; speech signal quality; Noise measurement; Signal to noise ratio; Speech; Speech enhancement; Speech recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
  • Conference_Location
    Montreal, QC
  • Print_ISBN
    978-1-4673-0381-1
  • Electronic_ISBN
    978-1-4673-0380-4
  • Type

    conf

  • DOI
    10.1109/ISSPA.2012.6310533
  • Filename
    6310533