Colonic wall thickness using level sets for CT virtual Colonoscopy visual assessment and polyp detection

被引:2
|
作者
Van Uitert, Robert L. [1 ]
Summers, Ronald M. [1 ]
机构
[1] Natl Inst Hlth, Dept Diagnost Radiol, Bethesda, MD 20892 USA
关键词
CT; colon; 3D reconstruction; colon cancer; image processing; computer-aided detection;
D O I
10.1117/12.708572
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The detection of polyps in virtual colonoscopy is an active area of research. One of the critical elements in detecting cancerous polyps using virtual colonoscopy, especially in conjunction with computer-aided detection, is the accurate segmentation of the colon wall. The large CT attenuation difference between the lumen and inner, mucosal layer of the colon wall makes the segmentation of the lumen easily performed by traditional threshold segmentation techniques. However, determining the location of the colon outer wall is often difficult due to the low contrast difference between the colon wall's outer serosal layer and the fat surrounding the colon. We have developed an automatic, level set based method to determine from a CT colonography scan the location of the colon inner boundary and the colon outer wall boundary. From the location of the inner and outer colon wall boundaries, the wall thickness throughout the colon can be computed. Color mapping of the wall thickness on the colon surface allows for easy visual determination of potential regions of interest. Since the colon wall tends to be thicker at polyp locations, potential polyps also can be detected automatically at sites of increased colon wall thickness. This method was validated on several CT colonography scans containing optical colonoscopy-proven polyps. The method accurately determined thicker colonic wall regions in areas where polyps are present in the ground truth datasets and detected the polyps at a false positive rate between 44.4% and 82.8% lower than a state-of-the-art curvature-based method for initial polyp detection.
引用
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页数:7
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