Title :
A FEM deformable mesh for active region segmentation
Author :
Popuri, Karteek ; Cobzas, Dana ; Jagersand, Martin
Author_Institution :
Comput. Sci., Univ. of Alberta, Edmonton, AB, Canada
Abstract :
We propose a novel template-based multi-region segmentation method using a finite element method (FEM) deformation model with diffusion-based regularization. Our proposed method is computationally more efficient than the traditional template-based segmentation methods that use non-parametric or B-spline based deformation models, as it significantly reduces the number of degrees of freedom (DOF) associated with the energy minimization that arises in template-based segmentation. Further, like all template-based segmentation approaches our method is able to preserve topology of the initial regions of interest (ROIs) defined in the template, which is very useful for segmentation of anatomical structures. Segmentation results on medical images with various anatomical structures show that the proposed method improves computational efficiency without compromising segmentation accuracy.
Keywords :
computerised tomography; finite element analysis; image segmentation; medical image processing; minimisation; FEM deformable mesh; FEM deformation model; active region segmentation; anatomical structure segmentation; anatomical structures; degrees of freedom; diffusion based regularization; energy minimization associated DOF; finite element method; medical image segmentation; regions of interest; template based multiregion segmentation method; topology preservation; Biomedical imaging; Computational modeling; Deformable models; Finite element analysis; Image segmentation; Level set; Mathematical model; FEM model; Template-based segmentation;
Conference_Titel :
Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4673-6456-0
DOI :
10.1109/ISBI.2013.6556673