• DocumentCode
    2420925
  • Title

    Deformable models: Software implementation based on mathematical fundamentals

  • Author

    Mitrea, Alexandru I. ; Mitrea, Paulina

  • Author_Institution
    Tech. Univ. of Cluj-Napoca, Cluj-Napoca
  • Volume
    3
  • fYear
    2008
  • fDate
    22-25 May 2008
  • Firstpage
    378
  • Lastpage
    383
  • Abstract
    This paper is devoted to the mathematical approaches and software implementations in the domain of deformable models. Based on a general result of calculus of variations, we deduce the Euler-Lagrange-Poisson (ELP) Equation associated to the 2D deformable models, with relevant applications in medical imaging; the optimal solution of these models is found among the solutions (named extremals) of ELP Equation. Then, we perform a discretization of ELP Equation, using the method of finite differences, in order to obtain an approximation of the optimal solution for static and dynamic deformable models; this discrete solution is given by a matriceal system, which involves the so-called stiffness matrix. Finally, based on the good quality of the results obtained with this method, providing the formal definitions required by the image processing standardization, we extend the set of standard image processing operators with the ldquosnake operatorrdquo, taking into account its performances in the domain of feature extraction and object recognition in medical imaging.
  • Keywords
    Poisson equation; feature extraction; finite difference methods; matrix algebra; medical image processing; object recognition; Euler-Lagrange-Poisson equation; deformable models; feature extraction; finite difference method; image processing operators; image processing standardization; mathematical fundamentals; matriceal system; medical imaging; object recognition; software implementations; stiffness matrix; Application software; Biomedical imaging; Calculus; Deformable models; Difference equations; Feature extraction; Finite difference methods; Image processing; Object recognition; Standardization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automation, Quality and Testing, Robotics, 2008. AQTR 2008. IEEE International Conference on
  • Conference_Location
    Cluj-Napoca
  • Print_ISBN
    978-1-4244-2576-1
  • Electronic_ISBN
    978-1-4244-2577-8
  • Type

    conf

  • DOI
    10.1109/AQTR.2008.4588948
  • Filename
    4588948