Parallel Algorithms for Deblurring of MR Images

Padmanabhan Menon, Vipin Chaudhary, James G. Pipe

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This paper presents a parallelized algorithm for the deblurring of images obtained from Magnetic Resonance Imaging. Images generated by MRI may suffer a loss of clarity due to inhomogeneities in the magnetic field. One of the techniques for removing this blurring artifact is the demodulation of the data for each pixel of the image using the value of the magnetic field near that point in space. This method consists of acquiring a local field map, finding the best fit to a linear map and using it to deblur the image distortions due to local frequency variations. This is a very computation intensive operation and presents appreciable gains through parallelization. This paper presents the implementation of this algorithm using two popular message-passing platforms, PVM and MPI and discusses the pros and cons of each. A message-passing paradigm was chosen for parallelization since the target architecture is a network of workstations. Performance figures are presented for various problem and network sizes and future improvements are discussed.

Original languageEnglish (US)
Title of host publication13th International Conference on Computers and Their Applications 1998, CATA 1998
EditorsNarayan C. Debnath
PublisherThe International Society for Computers and Their Applications (ISCA)
Pages266-269
Number of pages4
ISBN (Electronic)9781618395443
StatePublished - 1998
Event13th International Conference on Computers and Their Applications, CATA 1998 - Honolulu, United States
Duration: Mar 25 1998Mar 27 1998

Publication series

Name13th International Conference on Computers and Their Applications 1998, CATA 1998

Conference

Conference13th International Conference on Computers and Their Applications, CATA 1998
Country/TerritoryUnited States
CityHonolulu
Period3/25/983/27/98

Keywords

  • Algorithms
  • Image Processing
  • MPI
  • Magnetic Resonance Imaging
  • Message Passing
  • PVM

ASJC Scopus subject areas

  • General Computer Science

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