• DocumentCode
    2433400
  • Title

    Parallel image thinning through topological operators on shared memory parallel machines

  • Author

    Mahmoudi, Ramzi ; Akil, Mohamed ; Matas, Petr

  • Author_Institution
    Lab. d´´Inf. Gaspard-Monge, Univ. Paris-Est, Noisy Le Grand, France
  • fYear
    2009
  • fDate
    1-4 Nov. 2009
  • Firstpage
    723
  • Lastpage
    730
  • Abstract
    In this paper, we present a concurrent implementation of a powerful topological thinning operator. This operator is able to act directly over grayscale images without modifying their topology. We introduce an adapted parallelization methodology which combines split, distribute and merge (SDM) strategy and mixed parallelism techniques (data and thread parallelism). The introduced strategy allows efficient parallelization of a large class of topological operators including, mainly, ??-leveling, skeletonization and crest restoring algorithms. To achieve a good speedup, we cared about coordination of threads. Distributed work during thinning process is done by a variable number of threads. Tests on 2D grayscale image (512*512), using shared memory parallel machine (SMPM) with 8 CPU cores (2?? Xeon E5405 running at frequency of 2 GHz), showed an enhancement of 6.2 with a maximum achieved cadency of 125 images/s using 8 threads.
  • Keywords
    image thinning; microprocessor chips; multi-threading; parallel processing; parallel programming; shared memory systems; topology; SDM; SMPM; crest restoring algorithms; data parallelism; grayscale images; parallel image thinning through topological operators; parallelism techniques; powerful topological thinning operator; shared memory parallel machine; shared memory parallel machines; split distribute and merge; thread parallelism; Biological cells; Fingerprint recognition; Frequency synchronization; Gray-scale; Image processing; Parallel machines; Parallel processing; Random access memory; Topology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 2009 Conference Record of the Forty-Third Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA
  • ISSN
    1058-6393
  • Print_ISBN
    978-1-4244-5825-7
  • Type

    conf

  • DOI
    10.1109/ACSSC.2009.5469946
  • Filename
    5469946