INSTITUTE OF PHYSICS PUBLISHING PHYSICS IN MEDICINE AND BIOLOGY
Phys. Med. Biol. 49 (2004) 3067–3087 PII: S0031-9155(04)75850-9
Fast free-form deformable registration via calculus
of variations
Weiguo Lu
1
, Ming-Li Chen
2
, Gustavo H Olivera
1,2
, Kenneth J Ruchala
1
and Thomas R Mackie
1,2
1
TomoTherapy Inc., 1240 Deming Way, Madison, WI 53717, USA
2
University of Wisconsin-Madison, 1300 University Avenue Madison, WI 53705, USA
E-mail: wlu@tomotherapy.com
Received 5 February 2004
Published 28 June 2004
Online at stacks.iop.org/PMB/49/3067
doi:10.1088/0031-9155/49/14/003
Abstract
In this paper, we present a fully automatic, fast and accurate deformable
registration technique. This technique deals with free-form deformation. It
minimizes an energy functional that combines both similarity and smoothness
measures. By using calculus of variations, the minimization problem was
represented as a set of nonlinear elliptic partial differential equations (PDEs).
A Gauss–Seidel finite difference scheme is used to iteratively solve the PDE.
The registration is refined by a multi-resolution approach. The whole process
is fully automatic. It takes less than 3 min to register two three-dimensional
(3D) image sets of size 256 × 256 × 61 using a single 933 MHz personal
computer. Extensive experiments are presented. These experiments include
simulations, phantom studies and clinical image studies. Experimental results
show that our model and algorithm are suited for registration of temporal
images of a deformable body. The registration of inspiration and expiration
phases of the lung images shows that the method is able to deal with large
deformations. When applied to the daily CT images of a prostate patient, the
results show that registration based on iterative refinement of displacement field
is appropriate to describe the local deformations in the prostate and the rectum.
Similarity measures improved significantly after the registration. The target
application of this paper is for radiotherapy treatment planning and evaluation
that incorporates internal organ deformation throughout the course of radiation
therapy. The registration method could also be equally applied in diagnostic
radiology.
0031-9155/04/143067+21$30.00 © 2004 IOP Publishing Ltd Printed in the UK 3067