Title :
B-Spline Explicit Active Surfaces: An Efficient Framework for Real-Time 3-D Region-Based Segmentation
Author :
Barbosa, Daniel ; Dietenbeck, Thomas ; Schaerer, Joel ; D´hooge, Jan ; Friboulet, Denis ; Bernard, Olivier
Author_Institution :
Lab. on Cardiovascular Imaging & Dynamics, Katholieke Univ. Leuven, Leuven, Belgium
Abstract :
A new formulation of active contours based on explicit functions has been recently suggested. This novel framework allows real-time 3-D segmentation since it reduces the dimensionality of the segmentation problem. In this paper, we propose a B-spline formulation of this approach, which further improves the computational efficiency of the algorithm. We also show that this framework allows evolving the active contour using local region-based terms, thereby overcoming the limitations of the original method while preserving computational speed. The feasibility of real-time 3-D segmentation is demonstrated using simulated and medical data such as liver computer tomography and cardiac ultrasound images.
Keywords :
image segmentation; real-time systems; splines (mathematics); B-spline explicit active surfaces; active contours; cardiac ultrasound images; liver computer tomography; local region-based terms; real-time 3D region-based segmentation; real-time 3D segmentation; Active contours; Image segmentation; Minimization; Real time systems; Splines (mathematics); Three dimensional displays; Topology; Active contours; B-splines; image segmentation; real-time image processing; variational method; Algorithms; Diagnostic Imaging; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2011.2161484