Title :
Multiview myocardial tracking in echocardiographic 2D sequences using shape and motion constrained level-set
Author :
Dietenbeck, T. ; Barbosa, D. ; Alessandrini, M. ; Jasaityte, Ruta ; Robesyn, V. ; D´hooge, J. ; Friboulet, D. ; Bernard, O.
Author_Institution :
INSA-Lyon, Univ. de Lyon, Lyon, France
Abstract :
Segmentation of the myocardium in echocardiographic images is an important task for the diagnosis of heart disease. This task is difficult due to the inherent problems of echographic images (i.e. low contrast, speckle noise, signal dropout, presence of shadows). In this article, we extend a level-set method recently proposed in [1] in order to track the whole myocardium in echocardiographic sequences. To this end, we formulate a new motion prior energy that constrains the zero-level of the implicit function to satisfy the optical flow hypothesis. The algorithm is then compared to experts references and to another method on a dataset of 12 sequences (more than 700 images) acquired in the four main echocardiographic views.
Keywords :
echocardiography; image motion analysis; image segmentation; image sequences; medical image processing; object tracking; echocardiographic 2D image sequence; heart disease diagnosis; image contrast; image shadow; motion constrained level set method; motion prior energy; multiview myocardial tracking; myocardium segmentation; optical flow hypothesis; shape constrained level set method; signal dropout; speckle noise; High definition video; Image segmentation; Motion segmentation; Myocardium; Shape; Tracking; Ultrasonic imaging; Segmentation; active contour; echocardiography; level-set; motion prior; shape prior; tracking;
Conference_Titel :
Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4673-6456-0
DOI :
10.1109/ISBI.2013.6556651