DocumentCode :
946581
Title :
Polyp Enhancing Level Set Evolution of Colon Wall: Method and Pilot Study
Author :
Konukoglu, Ender ; Acar, Burak ; Paik, David S. ; Beaulieu, Christopher F. ; Rosenberg, Jarrett ; Napel, Sandy
Author_Institution :
Bogazici Univ., Istanbul
Volume :
26
Issue :
12
fYear :
2007
Firstpage :
1649
Lastpage :
1656
Abstract :
Computer aided detection (CAD) in computed tomography colonography (CTC) aims at detecting colonic polyps that are the precursors of colon cancer. In this work, we propose a colon wall evolution algorithm polyp enhancing level sets (PELS) based on the level-set formulation that regularizes and enhances polyps as a preprocessing step to CTC CAD algorithms. The underlying idea is to evolve the polyps towards spherical protrusions on the colon wall while keeping other structures, such as haustral folds, relatively unchanged and, thereby, potentially improve the performance of CTC CAD algorithms, especially for smaller polyps. To evaluate our methods, we conducted a pilot study using an arbitrarily chosen CTC CAD method, the surface normal overlap (SNO) CAD algorithm, on a nine patient CTC data set with 47 polyps of sizes ranging from 2.0 to 17.0 mm in diameter. PELS increased the maximum sensitivity by 8.1% (from to ) for small polyps of sizes ranging from 5.0 to 9.0 mm in diameter. This is accompanied by a statistically significant separation between small polyps and false positives. PELS did not change the CTC CAD performance significantly for larger polyps.
Keywords :
biological organs; cancer; computerised tomography; image enhancement; medical image processing; tumours; colon cancer; colon wall evolution algorithm; colonic polyps detection; computed tomography colonography; computer aided detection; haustral folds; level-set formulation; polyp enhancing level set evolution; preprocessing step; size 2 mm to 17 mm; size 5 mm to 9 mm; spherical protrusions; statistically significant separation; surface normal overlap CAD algorithm; CT colonography; Computed Tomography Colonography (CTC); Computer Aided Detection and Diagnosis; Interface Propagation; Level-Set Evolution; Optical Colonoscopy (OC); Polyp Enhancement; Small and Flat Polyps; Virtual Colonoscopy; computer aided detection (CAD); level-sets; polyp detection; polyp enhancement; virtual colonoscopy; Anatomy, Cross-Sectional; Colon; Colonic Polyps; Colonography, Computed Tomographic; Humans; Pattern Recognition, Automated; Pilot Projects; Radiographic Image Interpretation, Computer-Assisted; Sensitivity and Specificity;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2007.901429
Filename :
4359027
Link To Document :
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