• DocumentCode
    3272405
  • Title

    Nonrigid image registration with two-sided space-fractional partial differential equations

  • Author

    Garvey, Clarissa C. ; Cahill, Nathan D. ; Melbourne, Andrew ; Tanner, C. ; Ourselin, Sebastien ; Hawkes, D.J.

  • Author_Institution
    Sch. of Math. Sci., Rochester Inst. of Technol., Rochester, NY, USA
  • fYear
    2013
  • fDate
    15-18 Sept. 2013
  • Firstpage
    747
  • Lastpage
    751
  • Abstract
    Fractional partial differential equations can be used to model super-diffusive processes. Recent research into fractional PDEs has explored their impact on nonrigid image registration, which typically uses differential operators of integer order. In this paper, we propose a nonrigid registration algorithm that involves directly and rapidly solving a discretized fractional PDE at each time step that is subject to physically realistic image boundary conditions. The proposed algorithm is validated through registration experiments on breast MR imagery with simulated biomechanical deformations, indicating that the super-diffusive model yields lower average deformation errors than standard diffusion-based registration.
  • Keywords
    image registration; partial differential equations; biomechanical deformations; breast MR imagery; deformation errors; differential operators; diffusion-based registration; discretized fractional PDE; image boundary conditions; magnetic resonance image; nonrigid image registration; super-diffusive model; super-diffusive process; time step; two-sided space-fractional partial differential equations; Biomedical imaging; Boundary conditions; Breast; Force; Image registration; Mathematical model; Vectors; Image registration; breast MRI; fractional regularization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2013 20th IEEE International Conference on
  • Conference_Location
    Melbourne, VIC
  • Type

    conf

  • DOI
    10.1109/ICIP.2013.6738154
  • Filename
    6738154