Title :
Segmentation and visualization of left ventricle in MR cardiac images
Author :
Shin, Il-Hong ; Kwon, Min-Jeong ; Chung, Sung-Taek ; Park, Hyun Wook
Author_Institution :
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Abstract :
The paper presents a segmentation algorithm to extract the endocardial and epicardial walls of the left ventricle in MR cardiac images. The algorithm is based on a generalized gradient vector flow (GGVF) snake and a prediction of initial contour (PIC). Especially, the proposed algorithm uses physical characteristics of endocardial and epicardial contours, cross profile correlation matching (CPCM), and a mixed interpolation model. The proposed method is applied to short axis MR cardiac image sets, which are obtained by Siemens, Medinus, and GE MRI systems. The experimental results show that the proposed algorithm can extract acceptable epicardial and endocardial walls. In addition, we calculate quantitative parameters from the segmented results, which are displayed graphically. The segmented left ventricle is visualized volumetrically by surface rendering. The proposed algorithm is implemented in the Windows environment using Visual C++.
Keywords :
biomedical MRI; cardiology; correlation methods; data visualisation; feature extraction; gradient methods; image segmentation; interpolation; medical image processing; prediction theory; rendering (computer graphics); MR cardiac images; Visual C++; Windows; cross profile correlation matching; data visualization; endocardial walls; epicardial walls; generalized gradient vector flow snake; image segmentation; left ventricle; mixed interpolation; prediction of initial contour; surface rendering; Cost function; Deformable models; Humans; Image segmentation; Interpolation; Magnetic resonance imaging; Rendering (computer graphics); Thyristors; Uncertainty; Visualization;
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
Print_ISBN :
0-7803-7622-6
DOI :
10.1109/ICIP.2002.1039894