• DocumentCode
    247972
  • Title

    A level-set approach for tracking objects in image sequences using a level conservation constraint: Application to cardiac sequences

  • Author

    Dietenbeck, T. ; Barbosa, D. ; Alessandrini, M. ; D´hooge, J. ; Friboulet, D. ; Bernard, O.

  • Author_Institution
    ISIT, Clermont Univ., Clermont, France
  • fYear
    2014
  • fDate
    27-30 Oct. 2014
  • Firstpage
    863
  • Lastpage
    866
  • Abstract
    Tracking of moving objects in an image sequence is an important task in many application (e.g. medical imaging, robotics). However, this task is usually difficult due to inherent problems that could happen in sequences (i.e. possible occlusion of the object, large interframe motion). In this paper, we describe a new approach to integrate a priori motion information into a level-set-based active contour approach. Specifically, we introduce a new constraint that enforces the conservation of the levels of the implicit function along the image sequence. This constraint is formulated as a motion prior energy and is used in a tracking algorithm. The method is validated quantitatively on a clinical application based on 10 echocar-diographic and 5 cine-MRI sequences (≈ 700 images).
  • Keywords
    biomedical MRI; echocardiography; image sequences; motion estimation; object tracking; a-priori motion information; cardiac sequences; cine-MRI sequences; clinical application; echocardiographic; image sequences; implicit function; interframe motion; level conservation constraint; level-set-based active contour approach; motion prior energy; moving object tracking; object occlusion; quantitative analysis; Active contours; Biomedical imaging; Image segmentation; Motion estimation; Motion segmentation; Shape; Tracking; Segmentation; active contour; cardiac imaging; level-set; motion prior; shape prior; tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2014 IEEE International Conference on
  • Conference_Location
    Paris
  • Type

    conf

  • DOI
    10.1109/ICIP.2014.7025173
  • Filename
    7025173