• DocumentCode
    353524
  • Title

    Robust pitch tracking for prosodic modeling in telephone speech

  • Author

    Wang, Chao ; Seneff, Stephanie

  • Author_Institution
    Lab. for Comput. Sci., MIT, Cambridge, MA, USA
  • Volume
    3
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    1343
  • Abstract
    In this paper, we introduce a pitch detection algorithm that is particularly robust for telephone speech and prosodic modeling. The algorithm uses a logarithmically sampled spectral representation of speech, similar to that in the subharmonic summation approach. Constraints for logF0 and ΔlogF0 are combined in a dynamic programming search to find an optimum pitch track. The search algorithm is able to find a continuous pitch contour regardless of the voicing status, while a separate voicing decision module computes the probability of voicing per frame. We evaluated the algorithm using the Keele pitch extraction reference database under both studio and telephone conditions. Our algorithm is very robust to channel degradation, and compares favorably to XWAVES under telephone conditions. It also significantly outperforms XWAVES when used for tone classification on a telephone quality Mandarin digit corpus
  • Keywords
    dynamic programming; frequency estimation; search problems; speech processing; telephony; tracking; Keele pitch extraction reference database; channel degradation; continuous pitch contour; dynamic programming search; logarithmically sampled spectral representation; pitch detection algorithm; prosodic modeling; robust pitch tracking; telephone quality Mandarin digit corpus; telephone speech; tone classification; voicing decision module; voicing per frame probability; voicing status; Chaotic communication; Detection algorithms; Frequency; Laboratories; Natural languages; Personal digital assistants; Robustness; Signal processing algorithms; Speech analysis; Telephony;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-6293-4
  • Type

    conf

  • DOI
    10.1109/ICASSP.2000.861827
  • Filename
    861827