Title :
A momentum-based constraint on optical flow tracking of the endocardial surface
Author :
Po, Ming Jack ; Lorsakul, Auranuch ; Laine, Andrew F.
Author_Institution :
Dept. of Biomed. Eng., Columbia Univ., New York, NY, USA
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
Echocardiography is the standard of care for the evaluation of cardiac function in a variety of clinical scenarios. Despite the increasing availability of RT3D imaging, its utility remains limited due to a lack of tools available to analyze 3D+t datasets. In previous work, we have proposed and validated optical flow as an effective correlation-based technique to track myocardial motion and deformation in RT3D datasets. However, OF´s ability to track small regions of tissue (e.g. the endocardial surface) is diminished in less optimal acquisitions. Our goal, therefore, is to develop additional constraints on OF-estimated motion in order to increase the robustness of endocardial surface tracking. We present several modifications to OF-based tracking including motion field smoothing and momentum correction that results in improved OF tracking.
Keywords :
echocardiography; image motion analysis; image sequences; medical image processing; OF-based tracking; echocardiography; endocardial surface tracking; momentum correction; momentum-based constraint; motion field smoothing; optical flow tracking; Adaptive optics; Biomedical optical imaging; Computer vision; Image motion analysis; Optical filters; Optical imaging; Ultrasonic imaging; Algorithms; Animals; Anisotropy; Dogs; Echocardiography; Endocardium; Models, Cardiovascular; Models, Statistical; Motion; Myocardium; Optics and Photonics; Reproducibility of Results; Signal Processing, Computer-Assisted; Surface Properties;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091817