• DocumentCode
    1629006
  • Title

    Coarse Space Correction for Graphic Analysis

  • Author

    Gbikpi-Benissan, Guillaume ; Magoules, Frederic

  • Author_Institution
    Ecole Centrale Paris, Paris, France
  • fYear
    2013
  • Firstpage
    234
  • Lastpage
    238
  • Abstract
    In this paper we present an effective coarse space correction addressed to accelerate the solution of an algebraic linear system. The system arises from the formulation of the problem of interpolating scattered data by means of Radial Basis Functions. Radial Basis Functions are commonly used for interpolating scattered data during the image reconstruction process in graphic analysis. This requires to solve a linear system of equations for each color component and this process represents the most time-consuming operation. Several basis functions like trigonometric, exponential, Gaussian, polynomial are here investigated to construct a suitable coarse space correction to speed-up the solution of the linear system. Numerical experiments outline the superiority of some functions for the fast iterative solution of the image reconstruction problem.
  • Keywords
    Gaussian processes; algebra; computer graphics; image colour analysis; image reconstruction; interpolation; radial basis function networks; Gaussian function; algebraic linear system; coarse space correction; color component; exponential function; graphic analysis; image reconstruction; polynomial function; radial basis function; trigonometric function; Convergence; Equations; Image reconstruction; Interpolation; Iterative methods; Linear systems; Vectors; coarse space; image reconstruction; iterative method; preconditioning technique; radial basis function;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Distributed Computing and Applications to Business, Engineering & Science (DCABES), 2013 12th International Symposium on
  • Conference_Location
    Kingston upon Thames, Surrey, UK
  • Type

    conf

  • DOI
    10.1109/DCABES.2013.49
  • Filename
    6636453