Color Based Stool Region Detection in Colonoscopy Videos for Quality Measurements

Colonoscopy is the accepted screening method for detecting colorectal cancer or colorectal polyps. One of the main factors affecting the diagnostic accuracy of colonoscopy is the quality of bowel preparation. Despite a large body of published data on methods that could optimize cleansing, a substantial level of inadequate cleansing occurs in 10% to 75% of patients in randomized controlled trials. In this paper, we propose a novel approach that automatically determines percentages of stool areas in images of digitized colonoscopy video files, and automatically computes an estimate of the BBPS (Boston Bowel Preparation Scale) score based on the percentages of stool areas. It involves the classification of image pixels based on their color features using a new method of planes on RGB (Red, Green and Blue) color space. Our experiments show that the proposed stool classification method is sound and very suitable for colonoscopy video analysis where variation of color features is considerably high.

[1]  Wallapak Tavanapong,et al.  Automatic real-time capture and segmentation of endoscopy video , 2008, SPIE Medical Imaging.

[2]  JungHwan Oh,et al.  Real-time phase boundary detection in colonoscopy videos , 2009, 2009 Proceedings of 6th International Symposium on Image and Signal Processing and Analysis.

[3]  Fabio Roli,et al.  Multiple Classifier Systems, 9th International Workshop, MCS 2010, Cairo, Egypt, April 7-9, 2010. Proceedings , 2010, MCS.

[4]  Gheorghe Doros,et al.  The Boston bowel preparation scale: a valid and reliable instrument for colonoscopy-oriented research. , 2007, Gastrointestinal endoscopy.

[5]  Wallapak Tavanapong,et al.  Stool detection in colonoscopy videos , 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[6]  N. Chalasani,et al.  Predictors of inadequate bowel preparation for colonoscopy , 2001, American Journal of Gastroenterology.

[7]  Henrik Stovring,et al.  Proton Pump Inhibitor or Testing for Helicobacter pylori as the First Step for Patients Presenting with Dyspepsia? A Cluster-Randomized Trial , 2006, The American Journal of Gastroenterology.

[8]  Mitchell S Cappell,et al.  The role of sigmoidoscopy and colonoscopy in the diagnosis and management of lower gastrointestinal disorders: endoscopic findings, therapy, and complications. , 2002, The Medical clinics of North America.

[9]  J. Marshall,et al.  A randomized blinded clinical trial of a rapid colonic lavage solution (Golytely) compared with standard preparation for colonoscopy and barium enema. , 1983, Gastroenterology.

[10]  Zeki Erdem,et al.  Ensemble of SVMs for Incremental Learning , 2005, Multiple Classifier Systems.

[11]  H. K. Huang,et al.  PACS and Imaging Informatics , 2009 .