DocumentCode :
3331899
Title :
Geodesic-ring based curvature maps for polyp detection in CT colonography
Author :
Seghouane, Abd-Krim ; Ong, Ju Lynn
Author_Institution :
Canberra Res. Lab., Australian Nat. Univ., Canberra, ACT, Australia
fYear :
2010
fDate :
26-29 Sept. 2010
Firstpage :
1421
Lastpage :
1424
Abstract :
Existing polyp detection methods rely heavily on curvature-based characteristics to differentiate between lesions. However, as curvature is a local feature and a second order differential quantity, simply inspecting the curvature at a point is not sufficient. In this paper, we propose to inspect a local neighbourhood around a candidate point using curvature maps. This candidate point is pre-identified using the geodesic centroid of a surface patch containing vertices with positive point curvature values corresponding to convex shaped protrusions. Geodesic rings are then constructed around this candidate point and point curvatures around these rings are accumulated to produce curvature maps. From this, a cumulative shape property, S for a given neighbourhood radius can be computed and used for identifying bulbous polyps which typically have a high S value, and its corresponding ´neck´ region. We show that a threshold value of S > 0.48 is sufficient to discriminate between polyps and non polyps with 100% sensitivity and specificity for bulbous polyps > 10mm.
Keywords :
computerised tomography; differential geometry; medical image processing; CT colonography; convex shaped protrusions; curvature maps; differential quantity; geodesic-ring; polyp detection; Cancer; Colon; Colonography; Computed tomography; Lesions; Sensitivity; Shape; CAD; Computed tomography (CT); Curvature; Geodesic distance; Geometry Processing; Polyp Detection; Shape Analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
ISSN :
1522-4880
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2010.5651359
Filename :
5651359
Link To Document :
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