Title :
Image segmentation and registration techniques for MR-Guided Liver Cancer Surgery
Author :
Yen-Wei Chen ; Tsubokawa, K. ; Foruzan, Amir H. ; Morikaw, S. ; Kurumi, Y.
Author_Institution :
Electron. & Inf. Eng. Sch., Central South Univ. of Forestry & Tech., Changsha, China
Abstract :
Recently a growing interest has been seen in minimally invasive treatments with open configuration magnetic resonance (Open-MR) scanners. Because of the lower magnetic field (0.5T) and various different surgical conditions, sometimes tumors can not be visualized clearly on Open-MR volumes. Combining of CT volumes acquired before surgery, it is possible to identify the tumor´s location by application of registration techniques. In this paper, we proposed a non-rigid registration method combined with a semi-automatic liver segmentation method for MR-Guided Liver Cancer Surgery. We first propose a robust method using K-means clustering and graph cut to segment liver from low contrast open MR images and then a free-form deformation based non-rigid registration method is applied to the segmented livers.
Keywords :
biomedical MRI; cancer; computerised tomography; graph theory; image registration; image segmentation; liver; medical image processing; pattern clustering; surgery; CT volumes; MR-guided liver cancer surgery; Open-MR volumes; free-form deformation; graph cut; image registration; image segmentation; k-means clustering; minimally invasive treatments; nonrigid registration method; open configuration magnetic resonance scanners; segmented livers; semiautomatic liver segmentation method; Computed tomography; Image segmentation; Liver; Minimally invasive surgery; Mutual information; Tumors; Clustering; Computer Aided Surgery; Free Form Deformation; Liver Segmentation; Non-rigid Image Registration; Open-MR Scanner Guided Liver Cancer Surgery;
Conference_Titel :
Mechatronics and Embedded Systems and Applications (MESA), 2012 IEEE/ASME International Conference on
Conference_Location :
Suzhou
Print_ISBN :
978-1-4673-2347-5
DOI :
10.1109/MESA.2012.6275545