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
Link To Document