Title :
How to deal with point correspondences and tangential velocities in the level set framework
Author :
Pons, J.-P. ; Hermosillo, G. ; Keriven, R. ; Faugeras, O.
Author_Institution :
INRIA, Sophia-Antipolis, France
Abstract :
In this paper, we overcome a major drawback of the level set framework: the lack of point correspondences. We maintain explicit backward correspondences from the evolving interface to the initial one by advecting the initial point coordinates with the same speed as the level set function. Our method leads to a system of coupled Eulerian partial differential equations. We show in a variety of numerical experiments that it can handle both normal and tangential velocities, large deformations, shocks, rarefactions and topological changes. Applications are many in computer vision and elsewhere since our method can upgrade virtually any level set evolution. We complement our work with the design of non zero tangential velocities that preserve the relative area of interface patches; this feature may be crucial in such applications as computational geometry, grid generation or unfolding of the organs´ surfaces, e.g. brain, in medical imaging.
Keywords :
brain; computational geometry; computer vision; medical image processing; partial differential equations; backward correspondence; brain; computational geometry; computer vision; coupled Eulerian partial differential equations; deformation; grid generation; interface patches; level set framework; level set function; medical imaging; nonzero tangential velocities; normal velocity; organ surface unfolding; point correspondences; rarefactions; shocks; tangential velocity; topological changes; Application software; Biomedical imaging; Computational geometry; Computer vision; Electric shock; Gold; Lagrangian functions; Level set; Mesh generation; Partial differential equations;
Conference_Titel :
Computer Vision, 2003. Proceedings. Ninth IEEE International Conference on
Conference_Location :
Nice, France
Print_ISBN :
0-7695-1950-4
DOI :
10.1109/ICCV.2003.1238443