Title :
Regularized methods for topology-preserving smooth nonrigid image registration using B-spline basis
Author :
Chun, Se Young ; Fessler, Jeffrey A.
Author_Institution :
EECS Dept., Univ. of Michigan, Ann Arbor, MI
Abstract :
B-splines are a convenient tool for nonrigid registration, but ensuring invertibility can be challenge. This paper describes a new penalty method that is devised to enforce a sufficient condition for local invertibility and smoothness of nth order B-spline based deformations. Traditional direct Jacobian penalty methods penalize negative Jacobian determinant values only at grid points. In contrast, our new penalty method enforces the sufficient condition for invertibility directly on the B-spline coefficients by using a modified quadratic penalty function so that it enforces invertibility globally over a 3D continuous domain. This approach also saves computation time and memory compared to using Jacobian determinant values. We apply this method to 3D CT images of a thorax at inhale and exhale.
Keywords :
computerised tomography; image registration; medical image processing; splines (mathematics); 3D CT images; exhale thoracic image; inhale thoracic image; local invertibility; local smoothness; modified quadratic penalty function; nth order B-spline based deformations; topology preserving smooth nonrigid image registration; Computed tomography; Image registration; Interpolation; Jacobian matrices; Minimization methods; Spline; Sufficient conditions; Thorax; Topology; Upper bound; 3D nonrigid image registration; B-splines; penalty method; topology preserving;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2008. ISBI 2008. 5th IEEE International Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-4244-2002-5
Electronic_ISBN :
978-1-4244-2003-2
DOI :
10.1109/ISBI.2008.4541192