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
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;
Conference_Titel :
Image Processing (ICIP), 2014 IEEE International Conference on
Conference_Location :
Paris
DOI :
10.1109/ICIP.2014.7025173