DocumentCode :
2807318
Title :
Combining mesh, volume, and streamline representations for polyp detection in CT colonography
Author :
van Ravesteijn, V.F. ; Zhao, L. ; Botha, C.P. ; Post, F.H. ; Vos, F.M. ; van Vliet, L.J.
Author_Institution :
Quantitative Imaging Group, Delft Univ. of Technol., Delft, Netherlands
fYear :
2009
fDate :
June 28 2009-July 1 2009
Firstpage :
907
Lastpage :
910
Abstract :
CT colonography is a screening technique for adenomatous colorectal polyps, which are important precursors to colon cancer. Computer aided detection (CAD) systems are developed to assist radiologists. We present a CAD system that substantially reduces false positives while keeping the sensitivity high. Hereto, we combine protrusion measures derived from the solution of a non-linear partial differential equation (PDE) applied to both an explicit mesh and an implicit volumetric representation of the colon wall. The shape of the protruding elements is efficiently described via a technique from data visualization based on curvature streamlines. A low-complex pattern recognition system based on an intuitive feature from the aforementioned representations improves performance to less than 1.6 false positives per scan at 92% sensitivity per polyp.
Keywords :
cancer; computerised tomography; data visualisation; diagnostic radiography; image representation; medical image processing; mesh generation; pattern recognition; CT colonography; adenomatous colorectal polyps; colon cancer; colon wall; computer aided detection; curvature streamlines; data visualization; intuitive feature; low-complex pattern recognition system; mesh representation; nonlinear partial differential equation; radiology; streamline representation; volume representation; Cancer; Colon; Colonic polyps; Colonography; Data visualization; Partial differential equations; Pattern recognition; Shape; Virtual colonoscopy; Volume measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. IEEE International Symposium on
Conference_Location :
Boston, MA
ISSN :
1945-7928
Print_ISBN :
978-1-4244-3931-7
Electronic_ISBN :
1945-7928
Type :
conf
DOI :
10.1109/ISBI.2009.5193200
Filename :
5193200
Link To Document :
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