• DocumentCode
    1791305
  • Title

    Image restoration with precondition conjugate gradient method

  • Author

    Bin Zhang ; Ling Meng

  • Author_Institution
    Sch. of Sci., Commun. Univ. of China, Beijing, China
  • fYear
    2014
  • fDate
    14-16 Oct. 2014
  • Firstpage
    228
  • Lastpage
    232
  • Abstract
    Image restoration can be attributed to solving a linear systems and conjugate gradient method is an effective iteration algorithm for solving various linear systems. However the convergence rate of CGM is determined by condition number of coefficient matrix. The level1 and level2 preconditioner were used to reduce the condition number of coefficient matrix and to accelerate the convergence rate. Simulation experiment show that with same iteration times the PCGM reached better results than other methods.
  • Keywords
    conjugate gradient methods; convergence of numerical methods; image restoration; matrix algebra; CGM convergence rate; PCGM; coefficient matrix; conjugate gradient method; image restoration; iteration algorithm; iteration times; level1 preconditioner; level2 preconditioner; linear systems; Approximation methods; Arrays; Convergence; Educational institutions; Gradient methods; Image restoration; Linear systems; Conjugate gredient method; Image restoration; Preconditioned conjugate gradient method; Preconditioned matrix; block Toeplitz matrix;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image and Signal Processing (CISP), 2014 7th International Congress on
  • Conference_Location
    Dalian
  • Type

    conf

  • DOI
    10.1109/CISP.2014.7003782
  • Filename
    7003782