Title :
Deformable models for 3-D medical images using finite elements and balloons
Author :
Cohen, Laurent D. ; Cohen, Isaac
Author_Institution :
Univ. Paris-Dauphine, Paris, France
Abstract :
A 3-D generalization of the balloon model as a 3-D deformable surface, which evolves in 3-D images, is presented. It is deformed under the action of internal and external forces attracting the surface toward detected edge elements by means of an attraction potential. To solve the minimization problem for a surface, two simplified approaches are shown, defining a 3-D surface as a series of 2-D planar curves. Then the 3-D model is solved using the finite-element method, yielding greater stability and faster convergence. This model has been used to segment magnetic resonance images
Keywords :
finite element analysis; image segmentation; medical image processing; minimisation; 2-D planar curves; 3-D medical images; balloons; convergence; deformable models; detected edge elements; finite elements; finite-element method; magnetic resonance images; minimization problem; stability; Biomedical imaging; Deformable models; Detectors; Feature extraction; Finite element methods; Image edge detection; Image reconstruction; Image segmentation; Stability; Surface reconstruction;
Conference_Titel :
Computer Vision and Pattern Recognition, 1992. Proceedings CVPR '92., 1992 IEEE Computer Society Conference on
Conference_Location :
Champaign, IL
Print_ISBN :
0-8186-2855-3
DOI :
10.1109/CVPR.1992.223130