Title :
Atherosclerotic blood vessel tracking and lumen segmentation in topology changes situations of MR image sequences
Author :
Xu, Dongxiang ; Hwang, Jenq-Neng ; Yuan, Chun
Author_Institution :
Dept. of Electr. Eng., Washington Univ., Seattle, WA, USA
Abstract :
Carotid artery vessel tracking and lumen segmentation is an important task for atherosclerotic plaque study, where the active contour model Snake has become one of the most powerful techniques for this purpose. However, its intrinsic weakness in initialization and topology changes handling limits its application in complicated situations. In this research, we focus our work on atherosclerotic blood vessel tracking and lumen contour segmentation of magnetic resource (MR) image sequences, along which the blood vessel bifurcates at indefinite position. To automatically capture this topology change in the processing, a practical solution is proposed by extending our previous research work. The procedure first presegments each MR slice into regions, and then uses a decision tree to track the blood vessel´s topology change. Finally, the minimal path Snake (MPS) algorithm is applied to further search optimal lumen contours. Some experimental results in the preliminary study are provided to demonstrate its encouraging performance
Keywords :
biomedical MRI; blood vessels; edge detection; feature extraction; haemodynamics; image motion analysis; image segmentation; image sequences; medical image processing; tracking; MPS algorithm; MR image sequences; active contour model Snake; atherosclerotic blood vessel tracking; atherosclerotic plaque; carotid artery vessel tracking; decision tree; lumen segmentation; magnetic resource image sequences; minimal path Snake algorithm; optimal lumen contours; topology changes situations; Active contours; Biomedical imaging; Blood vessels; Carotid arteries; Diseases; Image segmentation; Image sequences; Optical imaging; Topology; Ultrasonic imaging;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.901039