• DocumentCode
    730686
  • Title

    A priori SAP estimator based on the magnitude square coherence for dual-channel microphone system

  • Author

    Youna Ji ; Yonghyun Baek ; Young-cheol Park

  • Author_Institution
    Comput. & Telecomm. Eng. Div., Yonsei Univ., Wonju, South Korea
  • fYear
    2015
  • fDate
    19-24 April 2015
  • Firstpage
    4415
  • Lastpage
    4419
  • Abstract
    In this paper, we present a time-frequency (TF)-dependent a priori speech absence probability (SAP) estimator utilizing the magnitude square coherence (MSC) between two microphone signals. It is shown that the normalized SNR can be numerically computed from the MSC by solving a quadratic equation. Based on the fact that the normalized SNR is bounded between 0 and 1, we directly use it for the probability of speech absence in each TF-unit. Since this approach does not require prior statistical knowledge of noise and speech, it is not affected by the performance of the noise PSD estimator. Furthermore, unlike the conventional SNR-based estimator, additional mapping strategy is unnecessary. The algorithm was evaluated using the receiver operating characteristic (ROC) curve and it attained higher correct detection rate at a given false-alarm rate than the conventional algorithms.
  • Keywords
    microphones; probability; speech processing; time-frequency analysis; MSC; ROC curve; TF-dependent a priori speech absence probability estimator; dual-channel microphone system; magnitude square coherence; microphone signals; noise PSD estimator; normalized SNR; quadratic equation; receiver operating characteristic curve; time-frequency a priori SAP estimator; Coherence; Microphones; Signal to noise ratio; Speech; Speech enhancement; magnitude square coherence; speech absence probability; speech presence probability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
  • Conference_Location
    South Brisbane, QLD
  • Type

    conf

  • DOI
    10.1109/ICASSP.2015.7178805
  • Filename
    7178805