DocumentCode
2490557
Title
Ranking of stopping criteria for log domain diffeomorphic demons application in clinical radiation therapy
Author
Peroni, M. ; Golland, P. ; Sharp, G.C. ; Baroni, G.
Author_Institution
Dept. of Bioeng., Politec. di Milano, Milan, Italy
fYear
2011
fDate
Aug. 30 2011-Sept. 3 2011
Firstpage
4884
Lastpage
4887
Abstract
Deformable Image Registration is a complex optimization algorithm with the goal of modeling a non-rigid transformation between two images. A crucial issue in this field is guaranteeing the user a robust but computationally reasonable algorithm. We rank the performances of four stopping criteria and six stopping value computation strategies for a log domain deformable registration. The stopping criteria we test are: (a) velocity field update magnitude, (b) vector field Jacobian, (c) mean squared error, and (d) harmonic energy. Experiments demonstrate that comparing the metric value over the last three iterations with the metric minimum of between four and six previous iterations is a robust and appropriate strategy. The harmonic energy and vector field update magnitude metrics give the best results in terms of robustness and speed of convergence.
Keywords
computerised tomography; image registration; iterative methods; mean square error methods; medical image processing; optimisation; radiation therapy; clinical radiation therapy; complex optimization algorithm; computationally reasonable algorithm; deformable image registration; harmonic energy; iteration; log domain deformable registration; log domain diffeomorphic demon application; mean squared error; metric value; nonrigid transformation; robustness; stopping criteria; stopping value computation strategy; vector field Jacobian; vector field update magnitude metrics; Convergence; Helium; Jacobian matrices; Measurement; Phantoms; Vectors; Algorithms; Models, Theoretical; Radiotherapy;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location
Boston, MA
ISSN
1557-170X
Print_ISBN
978-1-4244-4121-1
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2011.6091210
Filename
6091210
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