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
Link To Document :
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