• DocumentCode
    2719948
  • Title

    Active contours in optical flow fields for image sequence segmentation

  • Author

    Sorensen, Thomas Sangild ; Noe, Karsten Ostergaard ; Christoffersen, Christian P V ; Kristiansen, Martin ; Mouridsen, Kim ; Osterby, Ole ; Brix, Lau

  • Author_Institution
    Dept. Comput. Sci., Aarhus Univ., Aarhus, Denmark
  • fYear
    2010
  • fDate
    14-17 April 2010
  • Firstpage
    916
  • Lastpage
    919
  • Abstract
    Using variational calculus we develop an active contour model to segment an object across a number of image frames in the presence of an optical flow field. We define an energy functional that is locally minimized when the object is tracked across the entire image stack. Unlike classical snakes, image forces and regularization terms are integrated over the full set of images in the proposed model. This results in a new formulation of active contours. The method is demonstrated by segmenting the ascending aorta in a phase-contrast cine MRI dataset. Techniques to compute the required optical flow field and a “one-click” contour initialization step are suggested for this particular modality.
  • Keywords
    biomedical MRI; image segmentation; image sequences; medical image processing; variational techniques; active contour model; ascending aorta; image sequence segmentation; one-click contour initialization; optical flow field; phase-contrast cine MRI; regularization; variational calculus; Active contours; Biomedical imaging; Biomedical optical imaging; Calculus; Computer science; Image motion analysis; Image segmentation; Image sequences; Magnetic resonance imaging; Optical computing; Active contours; MRI; optical flow estimation; segmentation; variational calculus;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
  • Conference_Location
    Rotterdam
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4244-4125-9
  • Electronic_ISBN
    1945-7928
  • Type

    conf

  • DOI
    10.1109/ISBI.2010.5490136
  • Filename
    5490136