DocumentCode :
471485
Title :
Endocardium and Epicardium Contour Modeling Based on Markov Random Fields and Active Contours
Author :
Cordero-Grande, Lucilio ; Casaseca-de-la-Higuera, Pablo ; Martin-Fernandez, Marcos ; Alberola-López, Carlos
Author_Institution :
Lab. de Procesado de Imagen, Valladolid Univ.
fYear :
2006
fDate :
Aug. 30 2006-Sept. 3 2006
Firstpage :
928
Lastpage :
931
Abstract :
A segmentation application prototype of the volume of the left ventricle for Magnetic Resonance Imaging is being developed. The foundation for this work is given by modeling possible radial deformations of the epicardium and endocardium contours by means of a Markov Random Field over which the most probable configuration is estimated. The field makes use of a Bayesian approach based on a priori terms which impose smoothness along the coupled contours and likelihood terms which gather information provided by the images about the areas where the contours are supposed to be. The parameters of the field are estimated on a supervised basis
Keywords :
Markov processes; biomedical MRI; cardiovascular system; image segmentation; medical image processing; smoothing methods; Bayesian approach; Markov random fields; active contours; contour smoothness; endocardium contour modeling; epicardium contour modeling; left ventricle; magnetic resonance imaging; radial deformation; segmentation application prototype; Active contours; Cities and towns; Deformable models; Heart; Image edge detection; Image segmentation; Markov random fields; Myocardium; USA Councils; Ultrasonic imaging;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
Conference_Location :
New York, NY
ISSN :
1557-170X
Print_ISBN :
1-4244-0032-5
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2006.260361
Filename :
4461905
Link To Document :
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