• DocumentCode
    2202838
  • Title

    Parallel implementation of the Hough transform for the extraction of rectangular objects

  • Author

    Hopwood, LeAndra ; Miller, Winston ; George, Alan

  • Author_Institution
    High Performance Comput. & Simulation Res. Lab., Florida State Univ., Tallahassee, FL, USA
  • fYear
    1996
  • fDate
    11-14 Apr 1996
  • Firstpage
    261
  • Lastpage
    264
  • Abstract
    In image processing applications, the storage capacity required for images can exceed feasible storage capabilities. A technique to alleviate this problem by removal of unnecessary background information through image processing is discussed. Specifically, a parallel implementation of a first-order, derivative-based edge detection algorithm and the Hough transform applied to rectangular objects is given. A variation of the classical Hough transform to detect lines is employed to locate rectangular objects of known size in an image. A parallel virtual machine is used to exploit the inherent parallelism found in these algorithms over a cluster of 7 workstations. Through the use of these techniques, the rectangular object is detected and stored as a separate image, and storage capacity can be reduced by approximately 30%, not including standard data compression. Parallelizing the algorithms provides a significant speedup advantage over the normal sequential operation of the programs
  • Keywords
    Hough transforms; digital storage; edge detection; parallel algorithms; parallel machines; virtual machines; workstations; Hough transform; background information removal; data compression; derivative based edge detection algorithm; first-order algorithm; image line detection; image processing applications; parallel algorithms; parallel implementation; parallel language; parallel virtual machine; rectangular object detection; rectangular objects extraction; storage capacity; workstations; Clustering algorithms; Computational modeling; Digital images; Image edge detection; Image segmentation; Image storage; Laboratories; Object detection; Packaging machines; Virtual machining;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Southeastcon '96. Bringing Together Education, Science and Technology., Proceedings of the IEEE
  • Conference_Location
    Tampa, FL
  • Print_ISBN
    0-7803-3088-9
  • Type

    conf

  • DOI
    10.1109/SECON.1996.510069
  • Filename
    510069