DocumentCode :
2835520
Title :
Elastic shape registration using an incremental free form deformation approach with the ICP algorithm
Author :
Abdelmunim, Hossam ; Farag, Aly A.
Author_Institution :
Comput. & Syst. Eng. Dept., Ain Shams Univ., Cairo, Egypt
fYear :
2011
fDate :
11-14 Sept. 2011
Firstpage :
729
Lastpage :
732
Abstract :
Our paper handles the elastic shape registration by combining the incremental free form deformation (IFFD) with the point- based registration technique using the sum of least squares method. The iterative closest point (ICP) algorithm is used as criteria to establish point correspondences in each level of the IFFD framework. The IFFD control lattice resolution is in- creased step by step to achieve a satisfactory deformation of the source shape to exactly match the target boundaries. Our point-based registration is based on least squares that measure the Euclidean distance between source and target boundaries in addition to the shape constrains. The minimization gives a closed form solution of the lattice control points positions. Promising results will be demonstrated for closed and open shapes and structures. The approach can also work for structures that contain multiple parts without any problems.
Keywords :
image registration; least squares approximations; shape recognition; Euclidean distance; ICP algorithm; IFFD; elastic shape registration; incremental free form deformation approach; iterative closest point; least squares method; point based registration technique; shape constrains; Equations; Iterative closest point algorithm; Lattices; Mathematical model; Shape; Spline; Three dimensional displays;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
ISSN :
1522-4880
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2011.6116657
Filename :
6116657
Link To Document :
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