Title :
A finite element method applied to new active contour models and 3D reconstruction from cross sections
Author :
Cohen, Laurent D. ; Cohen, Isaac
Author_Institution :
CEREMADE, Paris IX Univ., France
Abstract :
The authors present a model of deformation which solves some of the problems encountered with the original method such as instability and initial data while reducing the computational complexity. This model makes the curve, behave like a balloon which is inflated by an additional force. The initial curve need no longer be close to the solution to converge. The external forces that push the curve to the edges are modified to give more stable results. The system is solved using a conform finite element method in the minimization process. The evolution to the equilibrium presents less oscillations, convergence is obtained faster, and the final results are more accurate. This model is applied for segmenting ultrasound and magnetic resonance images. The authors have also made a first stage to 3-D object reconstruction. by tracking the extracted contour on a series of successive cross sections
Keywords :
computational complexity; computer vision; computerised pattern recognition; computerised picture processing; finite element analysis; minimisation; 3D reconstruction; active contour models; computational complexity; cross sections; curve; finite element method; instability; magnetic resonance images; minimization process; ultrasound images; Active contours; Elasticity; Equations; Finite difference methods; Finite element methods; Force control; Image reconstruction; Shape; Smoothing methods;
Conference_Titel :
Computer Vision, 1990. Proceedings, Third International Conference on
Conference_Location :
Osaka
Print_ISBN :
0-8186-2057-9
DOI :
10.1109/ICCV.1990.139601