Title :
Heat diffusion based detection of colonic polyps in CT colonography
Author :
Konukoglu, Ender ; Acar, Burak ; Paik, David S. ; Beaulieu, Christopher F. ; Napel, Sandy
Author_Institution :
Dept. of Electr. & Electron. Eng., Bogazici Univ., İstanbul, Turkey
Abstract :
Computer Aided Detection (CAD) in Computed Tomography Colonography (CTC) aims at detecting colonic polyps that are the precursors of cancer. We propose a polyp detection / identification algorithm with a built-in enhancement scheme. The underlying idea of the proposed method is to utilize the nonlinear heat diffusion process, which is closely related to the nonlinear diffusion filtering, to generate a vector field that is correlated with the shape of the colon wall. The nonlinearity is used to specifically enhance the difference between polyp and nonpolyp structures to improve the detection and the identification performance. The method was evaluated on real patient CTC data acquired from a polyp-rich volunteer. 3 FPs (17 FPs) were achieved at 6/7 (7/7) sensitivity levels for polyps larger than 8mm.
Keywords :
cancer; computerised tomography; data acquisition; image enhancement; medical image processing; thermal diffusion; CAD; CT colonography; cancer; colonic polyp detection-identification algorithm; computed tomography colonography; computer aided detection; heat diffusion-based detection; image enhancement; nonlinear diffusion filtering; nonlinear heat diffusion; nonpolyp structures; patient CTC data acquisition; polyp-rich volunteer; vector field; Colonic polyps; Colonography; Computed tomography; Radiology; Three-dimensional displays; Vectors;
Conference_Titel :
Signal Processing Conference, 2005 13th European
Conference_Location :
Antalya
Print_ISBN :
978-160-4238-21-1