• DocumentCode
    2197537
  • Title

    A Modified Kaczmarz Algorithm for Computerized Tomographic Image Reconstruction

  • Author

    Guo, Wei ; Chen, Hexin ; Geng, Weijie ; Lei, Lingyin

  • Author_Institution
    Sch. of Commun. Eng., Jilin Univ., Changchun, China
  • fYear
    2009
  • fDate
    17-19 Oct. 2009
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    A modified version of Kaczmarz algorithm for improving image reconstruction from projections in computerized tomography is proposed. Instead of taking projection onto hyperplanes sequentially in the given order in each iteration by classical Kaczmarz algorithm, the proposed algorithm does projection in an adaptive order which is evaluated from pseudo measurement error of each hyperplane. Since this algorithm proceeds with a basic aspect of traditional Kaczmarz algorithm, it can suit a variety of Kaczmarz extended algorithm. Numerical experiments described in the last part of the paper indicate that the Modified Kaczmarz algorithm gives much better results than the classical one.
  • Keywords
    computerised tomography; image reconstruction; iterative methods; classical Kaczmarz algorithm; computerized tomographic image reconstruction; iteration; modified Kaczmarz algorithm; Computed tomography; Computer science; Education; Image reconstruction; Iterative algorithms; Measurement errors; Pixel; Pollution measurement; Sparse matrices; X-ray imaging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Engineering and Informatics, 2009. BMEI '09. 2nd International Conference on
  • Conference_Location
    Tianjin
  • Print_ISBN
    978-1-4244-4132-7
  • Electronic_ISBN
    978-1-4244-4134-1
  • Type

    conf

  • DOI
    10.1109/BMEI.2009.5305654
  • Filename
    5305654