• 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