Title :
Segmentation and Tracking of the Left Ventricle in 3D MRI Sequences Using an Active Surface Model
Author :
Mille, Julien ; Boné, Romuald ; Makris, Pascal ; Cardot, Hubert
Author_Institution :
Univ. Francois Rabelais de Tours, Tours
Abstract :
We describe a 3D+T active surface model for segmentation and tracking of the left ventricular endocardium within 3D MRI sequences of the cardiac cycle. In order to perform segmentation and tracking simultaneously, the surface structure is divided through both time and space, and is therefore handled as an array of planar active contours, interconnected between adjacent slices and frames, providing spatial and temporal consistency. In a given frame, the stacking of slice contours constitute a 3D triangular mesh with a cylindrical topology. Extraction of ventricle border is performed by means of energy minimization, using a combination of boundary-based term and a new computationally efficient region-based term.
Keywords :
biomedical MRI; brain; cardiovascular system; surface structure; 3D MRI sequences; 3D triangular mesh; active surface model; boundary-based term; cardiac cycle; computationally efficient region-based term; cylindrical topology; energy minimization; left ventricle; left ventricular endocardium; planar active contours; segmentation; slice contours; spatial consistency; surface structure; temporal consistency; tracking; ventricle extraction; Active contours; Data mining; Deformable models; Humans; Image segmentation; Image sequences; Magnetic resonance imaging; Stacking; Surface structures; Topology;
Conference_Titel :
Computer-Based Medical Systems, 2007. CBMS '07. Twentieth IEEE International Symposium on
Conference_Location :
Maribor
Print_ISBN :
0-7695-2905-4
DOI :
10.1109/CBMS.2007.96