• DocumentCode
    1472378
  • Title

    Computer vision algorithms on reconfigurable logic arrays

  • Author

    Ratha, Nalini K. ; Jain, Anil K.

  • Author_Institution
    IBM Thomas J. Watson Res. Center, Hawthorne, NY, USA
  • Volume
    10
  • Issue
    1
  • fYear
    1999
  • fDate
    1/1/1999 12:00:00 AM
  • Firstpage
    29
  • Lastpage
    43
  • Abstract
    Computer vision algorithms are natural candidates for high performance computing systems. Algorithms in computer vision are characterized by complex and repetitive operations on large amounts of data involving a variety of data interactions (e.g., point operations, neighborhood operations, global operations). In this paper, we describe the use of the custom computing approach to meet the computation and communication needs of computer vision algorithms. By customizing hardware architecture at the instruction level for every application, the optimal grain size needed for the problem at hand and the instruction granularity can be matched. A custom computing approach can also reuse the same hardware by reconfiguring at the software level for different levels of the computer vision application. We demonstrate the advantages of our approach using Splash 2-a Xilinx 4010-based custom computer
  • Keywords
    computer vision; image segmentation; logic arrays; neural nets; reconfigurable architectures; Splash 2; Xilinx 4010-based custom computer; computer vision algorithms; custom computing approach; data interactions; global operations; high performance computing systems; instruction level; neighborhood operations; point operations; reconfigurable logic arrays; repetitive operations; Application software; Computer architecture; Computer vision; Hardware; Layout; Logic arrays; Machine vision; Pixel; Reconfigurable logic; Surface reconstruction;
  • fLanguage
    English
  • Journal_Title
    Parallel and Distributed Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9219
  • Type

    jour

  • DOI
    10.1109/71.744833
  • Filename
    744833