Title :
Towards real-time 3D region-based segmentation: B-spline explicit active surfaces
Author :
Barbosa, D. ; D´hooge, J. ; Dietenbeck, T. ; Friboulet, D. ; Bernard, O.
Author_Institution :
Lab. on Cardiovascular Imaging & Dynamics, Katholieke Univ. Leuven, Leuven, Belgium
Abstract :
We introduce in this paper a formulation of region-based active contours using explicit surfaces. By formally relating the explicit formulation to the usual implicit formulation, we show that it allows to take advantage of the local or global region-based functionals designed in the level-set framework, while providing a fast algorithm yielding close to real-time segmentation of 3D objects. We compare the segmentation performance of the proposed method with the fast level-set based method of Shi [8]. In similar conditions, the proposed method is 26x to 46x faster. Furthermore, we show that it can handle challenging, inhomogeneous data, while keeping a low computational burden.
Keywords :
image segmentation; solid modelling; splines (mathematics); visual databases; B-spline explicit active surface; explicit formulation; fast algorithm; global region-based functional; implicit formulation; inhomogeneous data; level-set framework; local region-based functional; real-time 3D region-based segmentation; region-based active contour; Active contours; Image segmentation; Nonhomogeneous media; Real time systems; Spline; Surface treatment; Three dimensional displays; B-splines; Image segmentation; active contours; real-time; variational method;
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2011.6116327