Title :
Identification of ulcers in Wireless Capsule Endoscopy videos
Author :
Karargyris, Alexandros ; Bourbakis, Nikolaos
Author_Institution :
Assistive Technol. Res. Center, Wright State Univ., Dayton, OH, USA
fDate :
June 28 2009-July 1 2009
Abstract :
Wireless Capsule Endoscopy (WCE) is a non invasive procedure which is used to view the lower gastrointestinal tract. Physicians can detect diseases such as bleeding, Crohn´s disease, peptic ulcers, and colon cancer. In this paper a methodology is presented to identify peptic ulcers in the small intestine automatically. It first performs color transformation into the HSV color space; it utilizes log Gabor filters to find meaningful regions. A segmentation scheme is used to extract color information of these meaningful regions in the original RGB color space. Additionally, texture information is extracted and together with color values are fed into an artificial neural network for classification. Illustrative results from the methodology are also given in this paper.
Keywords :
Gabor filters; biological organs; diseases; endoscopes; feature extraction; image classification; image segmentation; medical image processing; neural nets; video signal processing; Crohn´s disease; HSV color space; RGB color space; artificial neural network; bleeding; colon cancer; color information extraction; diseases; gastrointestinal tract; image classification; log Gabor filters; noninvasive procedure; peptic ulcers; segmentation scheme; small intestine; texture information; wireless capsule endoscopy videos; Cancer detection; Colon; Data mining; Diseases; Endoscopes; Gabor filters; Gastrointestinal tract; Hemorrhaging; Intestines; Videos; HSV color space; Wireless capsule Endoscopy Imaging; fuzzy least squares support vector machines; fuzzy region segmentation; log-Gabor filters; texture; ulcers;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. IEEE International Symposium on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-3931-7
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2009.5193107