DocumentCode :
1848696
Title :
Ellipsoid-Constrained Robust Fitting of Quadrics with Application to the 3D Morphological Characterization of Articular Surfaces
Author :
Allaire, S. ; Jacq, J.-J. ; Burdin, V. ; Roux, C.
Author_Institution :
Princess Margaret Hosp., Toronto
fYear :
2007
fDate :
22-26 Aug. 2007
Firstpage :
5087
Lastpage :
5090
Abstract :
This paper addresses the ellipsoid-type-specified fitting of quadratic surfaces, in the scope of model-based global feature extraction within scattered 3D point clouds. At characterizing articular bone surfaces, the quadrics estimated indicate useful overall-symmetry-related intrinsic centers and axes in joints. A constrained weighted least-squares minimization of algebraic residuals is used, with a robust and bias-corrected metric. With only one quadratic constraint involved, every step produces closed-form eigenvector solutions. To guarantee that an ellipsoid is output, we originally exploit a 2D representation called the quadric shape map (QSM) by carrying out a visual study of the influence of shape constraints. The identified ellipsoid guarantee is needed to extract the center and axes in a wrist joint data stemming from 3D medical images.
Keywords :
biomedical imaging; bone; eigenvalues and eigenfunctions; feature extraction; image representation; least squares approximations; medical image processing; minimisation; 2D representation; 3D medical images; algebraic residuals; articular bone surface characterization; closed-form eigenvector solutions; constrained weighted least-squares minimization; ellipsoid-constrained robust fitting method; global feature extraction; quadratic surface morphology; quadric shape map; scattered 3D point clouds; Bones; Clouds; Ellipsoids; Feature extraction; Joints; Robustness; Scattering; Shape; Surface fitting; Surface morphology; Algorithms; Computer Simulation; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Joints; Models, Anatomic; Models, Biological;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
ISSN :
1557-170X
Print_ISBN :
978-1-4244-0787-3
Type :
conf
DOI :
10.1109/IEMBS.2007.4353484
Filename :
4353484
Link To Document :
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