Title :
A new consistent image registration formulation with a B-spline deformation model
Author :
Feng, Wei ; Reeves, Stanley J. ; Denney, Thomas S., Jr. ; Lloyd, Steven ; Dell´Italia, L. ; Gupta, Himanshu
Author_Institution :
ECE Dept., Auburn Univ., Auburn, AL, USA
fDate :
June 28 2009-July 1 2009
Abstract :
A consistent image registration formulation with B-spline deformation model is proposed. This formulation avoids the computation of the inverse of a deformation in the iterative optimization and allows the analytical computation of both gradient and Hessian of the cost function. Because of the formulation, the algorithm is computationally efficient and could potentially produce more accurate registration results. Experiments show that the proposed algorithm produces promising results while keeping the estimated deformations consistent.
Keywords :
Hessian matrices; biomedical MRI; gradient methods; image registration; medical image processing; splines (mathematics); B-spline deformation model; Hessian matrix; brain MR images; consistent image registration formulation; gradient algorithm; iterative optimization; magnetic resonance imaging; B-spline; MRI; consistent image registration; myocardial strain;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. IEEE International Symposium on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-3931-7
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2009.5193218