DocumentCode :
2046904
Title :
CT Colonography Computer-Aided Polyp Detection using Topographical Height Map
Author :
Yao, Jianhua ; Li, Jiang ; Summers, Ronald
Author_Institution :
Nat. Institutes of Health, Bethesda
Volume :
5
fYear :
2007
fDate :
Sept. 16 2007-Oct. 19 2007
Abstract :
CT colonography (CTC) is an emerging noninvasive technique for screening and diagnosing colon cancers. Computer aided detection (CAD) techniques can increase sensitivity and reduce false positives. We propose to employ topographical height maps in our CAD pipeline. For every detection, a height map is computed using a ray-casting algorithm. Since colonic polyps are protrusions outward from the colon wall and are round in contour, their height maps present concentric patterns. The projection direction is optimized through a multi-scale spherical search. We derive several topographic features from the map, and also compute texture features from the Haar wavelet coefficients. We send the selected features to a committee of support vector machines for classification. We have tested our method on 1186 patients with 226 polyps. Results showed that the height map features can reduce false positives by about 50%.
Keywords :
Haar transforms; cancer; computerised tomography; image classification; image texture; medical image processing; support vector machines; CAD pipeline; CT colonography; Haar wavelet coefficient; colon cancer; computer-aided polyp detection; image classification; multiscale spherical search; noninvasive technique; ray-casting algorithm; support vector machine; texture feature; topographical height map; Cancer; Colon; Colonic polyps; Colonography; Noninvasive treatment; Pipelines; Support vector machine classification; Support vector machines; Virtual colonoscopy; Wavelet coefficients; CAD; CT Colonography; Height map;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2007. ICIP 2007. IEEE International Conference on
Conference_Location :
San Antonio, TX
ISSN :
1522-4880
Print_ISBN :
978-1-4244-1437-6
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2007.4379754
Filename :
4379754
Link To Document :
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