• DocumentCode
    2034945
  • Title

    A RBF-Based Multiphase Level Set Method for Segmentation in Echocardiography using the Statistics of the Radiofrequency Signal

  • Author

    Bernard, O. ; Touil, B. ; Gelas, A. ; Prost, R. ; Friboulet, D.

  • Author_Institution
    INSA, Villeurbanne
  • Volume
    3
  • fYear
    2007
  • fDate
    Sept. 16 2007-Oct. 19 2007
  • Abstract
    This work presents an algorithm for the segmentation of myocardial regions in echocardiography imaging based on the statistics of the radiofrequency image. We formulate the problem of segmentation in a maximum likelihood framework using the Generalized Gaussian as an a priori distribution. We minimize the resulting functional using a radial basis functions-based multiphase level set model. Numerical results obtained on both simulation and in vivo data demonstrate the capacity of our approach to segment myocardial regions in echocardiography imaging.
  • Keywords
    Gaussian distribution; echocardiography; image segmentation; maximum likelihood estimation; medical image processing; radial basis function networks; RBF-based multiphase level set method; echocardiography imaging; generalized Gaussian distribution; maximum likelihood framework; myocardial region segmentation; radial basis function; radiofrequency signal statistics; Blood; Echocardiography; Image segmentation; In vivo; Level set; Myocardium; Radio frequency; Statistical distributions; Statistics; Ultrasonic imaging; Multiphase level set; Radial Basis Functions; Segmentation; echocardiography; radiofrequency signal; statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2007. ICIP 2007. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1437-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2007.4379270
  • Filename
    4379270