• DocumentCode
    1706408
  • Title

    A codebook design method for fast VQ search

  • Author

    Skinnemoen, Harald

  • Author_Institution
    NERA Telecommunications, Billingstad, Norway
  • fYear
    1996
  • Firstpage
    283
  • Lastpage
    286
  • Abstract
    Vector quantization (VQ) is a multidimensional block quantizer methodology that can be very efficient with respect to approaching the rate-distortion bounds. Best performance is obtained for longer blocks. However, as the vectors become longer, the number of codebook vectors will generally increase, and the complexity of searching the codebook for the best codebook vector may soon become prohibitive. For best quantizer performance, the VQ must be trained for the source, but this usually prohibits the use of structured (or algebraic) codebooks that are fast to search. This paper presents a novel methodology for codebook design that combines the traditional training of codebooks by the well proven generalized Lloyd algorithm (GLA) with a structured codebook that can be searched efficiently. The concept is termed gradient search algorithm (GSA) since it is based upon a gradient in the error surface of the codebook pointing towards the optimum codebook vector choice
  • Keywords
    computational complexity; learning (artificial intelligence); rate distortion theory; search problems; vector quantisation; codebook design method; codebook vectors; complexity; fast VQ search; generalized Lloyd algorithm; gradient search algorithm; multidimensional block quantizer; rate-distortion bounds; structured codebook; training; vector quantization; Algorithm design and analysis; Design methodology; Multidimensional systems; Rate-distortion; Robustness; Shape; Signal processing algorithms; Speech; Training data; Vector quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Signal Processing Workshop Proceedings, 1996., IEEE
  • Conference_Location
    Loen
  • Print_ISBN
    0-7803-3629-1
  • Type

    conf

  • DOI
    10.1109/DSPWS.1996.555516
  • Filename
    555516