Title :
Tracking Endocardium Using Optical Flow along Iso-Value Curve
Author :
Duan, Qi ; Angelini, Elsa ; Homma, Shunichi ; Laine, Andrew
Author_Institution :
Dept. of Biomed. Eng., Columbia Univ., New York, NY
fDate :
Aug. 30 2006-Sept. 3 2006
Abstract :
In cardiac image analysis, optical flow techniques are widely used to track ventricular borders as well as estimate myocardial motion fields. The optical flow computation is typically performed in Cartesian coordinates, and not constrained from a priori knowledge of normal myocardium deformation patterns. However, for cardiac motion analysis, displacements along specific directions and their derivatives are usually more interesting than 2D or 3D displacement fields themselves. In this context, we propose a general frame work on optical flow estimation along iso-value curves. We applied the proposed framework in a specific application: for endocardium tracking on cine cardiac MRI series. The endocardial surfaces tracked with the proposed algorithm were quantitatively compared with manual tracing at each frame. The proposed method was also compared to the regular Lucas-Kanade optical flow method directly applied to MRI image data in Cartesian coordinates. Quantitative comparison showed a positive improvement in average tracking errors, through the whole cardiac cycle
Keywords :
biomechanics; biomedical MRI; cardiology; image motion analysis; image sequences; medical image processing; muscle; Cartesian coordinates; Lucas-Kanade optical flow method; cardiac image analysis; cardiac wall motion analysis; cine cardiac MRI series; echocardiography; endocardial surface; endocardium tracking; iso-value curve; myocardial motion estimation; myocardium deformation; three-dimensional ultrasound; Biomedical optical imaging; Image motion analysis; Image segmentation; Magnetic resonance imaging; Motion analysis; Myocardium; Optical computing; Tracking; USA Councils; Ultrasonic imaging; cardiac wall motion analysis; echocardiography; optical flow; three-dimensional ultrasound;
Conference_Titel :
Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
Conference_Location :
New York, NY
Print_ISBN :
1-4244-0032-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2006.260172