• DocumentCode
    2836416
  • Title

    An Anisotropic Diffusion Filtering Implementation to Execute in Parallel Distributed Systems

  • Author

    Sobieranski, Antonio C. ; Coser, Leandro ; Dantas, M.A.R. ; Wangenheim, Aldo V. ; Comunello, Eros

  • Author_Institution
    LAPIX - Image Process. & Graphic Comput. Lab., Fed. Univ. of Santa Catarina, Florianopolis
  • fYear
    2008
  • fDate
    16-18 July 2008
  • Firstpage
    182
  • Lastpage
    187
  • Abstract
    In this paper, we present a parallelization of a filtering algorithm related to non-linear anisotropic diffusion, used to enhance the performance of an application in a parallel distributed system. The anisotropic diffusion is a well-established technique for image enhancement by means of diffusivity functions, which act as border attenuators. However, it requires a high computational cost when a large amount of data is used. The proposed implementation was parallelized considering both point-to-point and collective communications, adopting the MPI paradigm. Results from both approaches indicate that the proposed algorithm has reached interesting levels of performance (81% and 93% of efficiency, respectively) when compared to the execution of one process in a single computer node. In addition, our results indicate an enhancement of around 21% utilizing the collective communication strategy when compared to point-to-point communication.
  • Keywords
    filtering theory; image enhancement; message passing; parallel processing; MPI paradigm; anisotropic diffusion filtering; collective communications; diffusivity functions; filtering algorithm; image enhancement; nonlinear anisotropic diffusion; parallel distributed systems; point-to-point communications; Anisotropic filters; Anisotropic magnetoresistance; Application software; Concurrent computing; Digital images; Distributed computing; Filtering; Image processing; Magnetic separation; Message passing; Digital image processing; anisotropic diffusion filter; message passing interface (MPI); parallel distributed systems; point-to-point and collective communication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Science and Engineering Workshops, 2008. CSEWORKSHOPS '08. 11th IEEE International Conference on
  • Conference_Location
    San Paulo
  • Print_ISBN
    978-0-7695-3257-8
  • Type

    conf

  • DOI
    10.1109/CSEW.2008.64
  • Filename
    4625059