• DocumentCode
    2882269
  • Title

    Time-frequency vector quantization with application to isolated world recognition

  • Author

    Rogers, F. ; Aken, P. Van ; Cuperman, V.

  • Author_Institution
    Sch. of Eng. Sci., Simon Fraser Univ., Burnaby, BC, Canada
  • fYear
    1996
  • fDate
    18-21 Jun 1996
  • Firstpage
    497
  • Lastpage
    500
  • Abstract
    In low-complexity speaker-independent isolated word recognition systems based on vector quantization (VQ) with multiple codebooks, the performance of the VQ has a big impact on the overall performance of the system. This paper introduces two techniques for combining spectral and temporal information in the VQ process, with the objective of improving the recognition performance, while maintaining or decreasing the storage requirement. The proposed techniques are compared to an existent method based on the probability distribution of the time of occurrence of spectral vectors in the quantization process. The experimental results show that the proposed methods improve significantly the recognition performance and have similar or lower memory requirements to the reference method
  • Keywords
    probability; spectral analysis; speech coding; speech processing; speech recognition; time-frequency analysis; vector quantisation; VQ; experimental results; isolated world recognition; multiple codebooks; probability distribution; recognition performance; speaker-independent isolated word recognition systems; spectral information; spectral vectors; storage requirement; system performance; temporal information; time-frequency vector quantization; Books; Character generation; Dictionaries; Distortion measurement; Euclidean distance; Probability density function; Spectral shape; Time frequency analysis; Vector quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Time-Frequency and Time-Scale Analysis, 1996., Proceedings of the IEEE-SP International Symposium on
  • Conference_Location
    Paris
  • Print_ISBN
    0-7803-3512-0
  • Type

    conf

  • DOI
    10.1109/TFSA.1996.550101
  • Filename
    550101