• 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