• DocumentCode
    1293250
  • Title

    Efficient Hardware Accelerators for the Computation of Tchebichef Moments

  • Author

    Chang, Kah-Hyong ; Paramesran, Raveendran ; Asli, Barmak Honarvar Shakibaei ; Lim, Chern-Loon

  • Author_Institution
    Dept. of Electr. Eng., Univ. of Malaya, Kuala Lumpur, Malaysia
  • Volume
    22
  • Issue
    3
  • fYear
    2012
  • fDate
    3/1/2012 12:00:00 AM
  • Firstpage
    414
  • Lastpage
    425
  • Abstract
    Moments extraction from high resolution images in real time may require a large amount of hardware resources. Using a direct method may involve a critically high operating frequency. This paper presents two improved digital-filter based moment accelerators, as exemplified by a Tchebichef moments computation engine, to introduce features that contribute to an area-efficient and timing-efficient accelerator design. The design of the accelerators invariably consists of two on-chip units: the digital Alter and the matrix multiplication units. Among the features introduced are: a data-shifting means, a filter load distribution method, a reduced set of column filters, sectioned left shifters, a double-line buffer, time-multiplexed and pipelined matrix multiplication sections, and multichip amenable features. A total of 98 frames of test data from high definition videos, real and synthetic images are used in the functional tests. The single-chip field-programmable gate array implementation results show the successful realizations of accelerators capable of moment computations of (31, 31) orders, at 50 frames of 1920 × 1080 8-bit pixels per second, and (63, 63) orders, at 30 frames of 512 × 512 pixels per second. These performances have exceeded that of existing multichip and multiplatform designs.
  • Keywords
    Chebyshev filters; digital filters; field programmable gate arrays; image processing; Tchebichef moments; data-shifting; digital-filter based moment accelerators; efficient hardware accelerators; high resolution images; single-chip field-programmable gate array; synthetic images; Clocks; Delay; Digital filters; Random access memory; Real time systems; Spatial resolution; Accelerator architectures; digital filters; large dynamic range; moment methods;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems for Video Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1051-8215
  • Type

    jour

  • DOI
    10.1109/TCSVT.2011.2163980
  • Filename
    5978210