Title :
Multi-scale decomposition model-based segmentation algorithm for CT image with metal artifacts
Author :
Li Tong ; Ying Zeng ; Shanglian Bao ; Bin Yan ; Linyuan Wang
Author_Institution :
Nat. Digital Switching Syst. Eng. & Technol. Res. Center, Zhengzhou, China
Abstract :
Despite recent progress in X-ray computed tomography (CT), metal artifact remains to be a major problem in CT image processing and significantly limits numerous important applications. To overcome this problem, a CT image segmentation algorithm using an image multi-scale decomposition model based on the total variation/L1 (TV/L1) model is proposed in this paper. Different metal areas are extracted using the multi-scale decomposition properties of the TV/L1 model, which allows the separation of metal areas from artifacts areas. Segmentation experiments are performed on real CT images of a printed circuit board with a distinct metal artifact. Results show that the proposed method is as effective as the interactive segmentation method, and it does not require interactions.
Keywords :
computerised tomography; feature extraction; image segmentation; medical image processing; metals; printed circuits; variational techniques; CT image processing; CT image segmentation algorithm; TV/L1 model; X-ray computed tomography applications; artifact area separation; image multiscale decomposition model; interactive segmentation method; metal area extraction; metal area separation; metal artifacts; multiscale decomposition model-based segmentation algorithm; multiscale decomposition properties; printed circuit board; segmentation experiments; total variation/L1 model; Biological system modeling; Computational modeling; Computed tomography; Image segmentation; Metals; TV; X-ray imaging; CT image segmentation; Metal artifacts; Multi-scale decomposition model; TV/L1 model;
Conference_Titel :
Medical Imaging Physics and Engineering (ICMIPE), 2013 IEEE International Conference on
Conference_Location :
Shenyang
Print_ISBN :
978-1-4799-6305-8
DOI :
10.1109/ICMIPE.2013.6864507