• DocumentCode
    3036710
  • Title

    Systolic computational memory approach to high-speed codebook design

  • Author

    Sano, Kentaro ; Takagi, Chiaki ; Nakamura, Tadao

  • Author_Institution
    Graduate Sch. of Inf. Sci., Tohoku Univ., Sendai
  • fYear
    2005
  • fDate
    21-21 Dec. 2005
  • Firstpage
    334
  • Lastpage
    339
  • Abstract
    This paper presents a systolic computational memory approach to high-speed codebook design required for vector quantization (VQ). Our proposed systolic computational memory has the advantages of both the systolic array and computational RAM: massively parallel processing capability and wide bandwidth of internal memory. By introducing deferred update of a codebook, the parallelism of the mini-max partial distortion competitive learning (MMPDCL) algorithm is enhanced and fully exploited by the proposed systolic computational memory for high-speed codebook design. The experiments of VQ-based image compression show that the FPGA-based prototype running at 33 MHz achieves about 400 times faster codebook design than a software approach on a general-purpose microprocessor running at 2 GHz
  • Keywords
    field programmable gate arrays; image coding; learning (artificial intelligence); minimax techniques; parallel algorithms; parallel memories; random-access storage; systolic arrays; vector quantisation; FPGA; computational RAM; high-speed codebook design; image compression; internal memory; microprocessor; mini-max partial distortion competitive learning algorithm; parallel processing capability; systolic array; systolic computational memory approach; vector quantization; Algorithm design and analysis; Bandwidth; Concurrent computing; Image coding; Parallel processing; Random access memory; Read-write memory; Software prototyping; Systolic arrays; Vector quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Information Technology, 2005. Proceedings of the Fifth IEEE International Symposium on
  • Conference_Location
    Athens
  • Print_ISBN
    0-7803-9313-9
  • Type

    conf

  • DOI
    10.1109/ISSPIT.2005.1577119
  • Filename
    1577119