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
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