• DocumentCode
    730768
  • Title

    Objective speech intelligibility assessment through comparison of phoneme class conditional probability sequences

  • Author

    Ullmann, Raphael ; Magimai-Doss, Mathew ; Bourlard, Herve

  • Author_Institution
    Idiap Res. Inst., Martigny, Switzerland
  • fYear
    2015
  • fDate
    19-24 April 2015
  • Firstpage
    4924
  • Lastpage
    4928
  • Abstract
    Assessment of speech intelligibility is important for the development of speech systems, such as telephony systems and text-to-speech (TTS) systems. Existing approaches to the automatic assessment of intelligibility in telephony typically compare a reference speech signal to a degraded copy, which requires that both signals be from the same speaker. In this paper, we propose a novel approach that does not have such a requirement, making it possible to also evaluate TTS systems and recent very low bit rate codecs that may modify speaker characteristics. More specifically, our approach is based on comparing sequences of phoneme class conditional probabilities. We show the potential of our approach on low bit rate telephony conditions, and compare it against subjective TTS intelligibility scores from the 2011 Blizzard Challenge.
  • Keywords
    probability; speech intelligibility; telephony; 2011 Blizzard challenge; conditional probability sequences; low bit rate telephony conditions; objective speech intelligibility assessment; phoneme class comparison; reference speech; speech systems; telephony systems; Acoustics; Bit rate; Codecs; Feature extraction; Speech; Speech coding; Artificial neural networks; KL-divergence; Objective intelligibility; Phonemes; Speech intelligibility;
  • 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.2015.7178907
  • Filename
    7178907