Title :
An elliptic PDE approach for shape characterization
Author :
Haidar, Haissam ; Bouix, Sylvain ; Levitt, James ; McCarley, Robert W. ; Shenton, Martha E. ; Soul, Janet S.
Author_Institution :
Dept. of Neurology, Children´´s Hosp., Boston, MA, USA
Abstract :
This work presents a novel approach to analyze the shape of anatomical structures. Our methodology is rooted in classical physics and in particular Poisson´s equation, a fundamental partial differential equation, The solution to this equation and more specifically its equipotential surfaces display properties that are useful for shape analysis. We present a numerical algorithm to calculate the length of streamlines formed by the gradient field of the solution to this equation for 2D and 3D objects. The length of the streamlines along the equipotential surfaces was used to build a new function which can characterize the shape of objects. We illustrate our method on 2D synthetic and natural shapes as well as 3D medical data.
Keywords :
Poisson equation; elliptic equations; medical image processing; partial differential equations; 2D synthetic shapes; 3D medical data; Poisson equation; anatomical structures; classical physics; elliptic PDE; equipotential surfaces display property; gradient field; natural shapes; numerical algorithm; partial differential equation; shape characterization; streamline length calculation; Anatomical structure; Biomedical imaging; Electrostatics; Geometry; Image analysis; Partial differential equations; Physics; Poisson equations; Shape; Statistics; Partial Differential Equation; Shape Analysis;
Conference_Titel :
Engineering in Medicine and Biology Society, 2004. IEMBS '04. 26th Annual International Conference of the IEEE
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-8439-3
DOI :
10.1109/IEMBS.2004.1403466