Title :
Adaptive Multi-Resolution Myocardial Motion Analysis of B-Mode Echocardiography Images using Combined Local/Global Optical Flow
Author :
Tavakoli, Vahid ; Sahba, Nima ; Ahmadian, Alireza ; Abolhassani, Mohammad D. ; Rizi, Fereshte Yousefi ; Amini, Amir
Author_Institution :
Dept. of Biomed. Eng., Univ. of Tehran, Tehran
Abstract :
Since myocardial motion is directly related to cardiac vascular supply, it can be helpful in diagnosing the heart abnormalities. The most comprehensive and available imaging study of the cardiac function is echocardiography and therefore it is important to make the echocardiography motion more quantitative. To overcome the sensitivity to shear, rotation and wide range of motion, we propose an adaptive hybrid method based on combined local global (CLG) optical flow in combination with adaptive multi-resolution spatiotemporal spline moments. In adaptive multi-resolution strategy the coarse moments are applied on the coarse moving regions and the fine moments are applied on the fine moving areas. The fine and coarse moving regions are obtained using motion segmentation. The evaluation was performed on simulated, synthetic, real data. The proposed method achieved rotational error of 2.8 degrees per frame and amplitude error of 2.2 percent per frame. These results demonstrate a better performance with respect to other B-Mode echocardiography motion estimation techniques such as Lucas-Kanade, Horn-Shunck and spatiotemporal affine technique.
Keywords :
blood vessels; diseases; echocardiography; image motion analysis; image resolution; image segmentation; image sequences; medical image processing; motion estimation; spatiotemporal phenomena; splines (mathematics); B-mode echocardiography image; Horn-Shunck technique; Lucas-Kanade technique; adaptive multiresolution spatiotemporal spline moment; amplitude error; cardiac vascular supply; combined local global optical flow; heart abnormality; motion estimation; motion segmentation; myocardial motion analysis; rotational error; Adaptive optics; Echocardiography; Heart; Image motion analysis; Motion analysis; Myocardium; Optical imaging; Optical sensors; Spatiotemporal phenomena; Spline;
Conference_Titel :
Bioinformatics and Biomedical Engineering, 2008. ICBBE 2008. The 2nd International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1747-6
Electronic_ISBN :
978-1-4244-1748-3
DOI :
10.1109/ICBBE.2008.908