Polyp enhancing level set evolution of colon wall: Method and pilot study

被引:16
|
作者
Konukoglu, Ender
Acar, Burak [1 ]
Paik, David S.
Beaulieu, Christopher F.
Rosenberg, Jarrett
Napel, Sandy
机构
[1] Bogazici Univ, Dept Elect & Elect Engn, TR-34342 Istanbul, Turkey
[2] Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
关键词
CT colonography; computer aided detection (CAD); level-sets; polyp detection; polyp enhancement; virtual colonoscopy;
D O I
10.1109/TMI.2007.901429
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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 (PELS - Polyp Enhancing Level Sets) 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 SNO (Surface Normal Overlap) CAD algorithm [1], on a 9 patient CTC data set with 47 polyps of sizes ranging from 2.0 mm to 17.0 mm in diameter. PELS increased the maximum sensitivity by 8.1% (from 21/37 to 24/37) for small polyps of sizes ranging from 5.0 mm 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. Copyright © 2007 IEEE.
引用
收藏
页码:1649 / 1656
页数:8
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