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A novel synergistic diagnosis methodology for identifying abnormalities in wireless capsule endoscopy videos

Posted on:2011-01-11Degree:Ph.DType:Dissertation
University:Wright State UniversityCandidate:Karargyris, AlexandrosFull Text:PDF
GTID:1444390002452334Subject:Engineering
Abstract/Summary:
Wireless Capsule Endoscopy (WCE) is a new technology that allows medical personnel to view the gastrointestinal (GI) mucosa. It is a swallowable miniature capsule device the size of a pill that transmits thousands of screen-shots of the digestive tract to a wearable receiver. When the procedure finishes the video is uploaded to a workstation for viewing. Capsule Endoscopy has been established as a tool to identify various gastrointestinal (GI) conditions, such as blood-based abnormalities, polyps, ulcers, Crohn's disease in the small intestine, where the classical endoscopy is not regularly used.As of 2009 the market is dominated by Given Imaging Inc. capsule (PillCam SB). More than 300,000 capsules have been sold since 2001 when it was first introduced. The company provides a software package (RAPID) to view the WCE video, offering a bleeding detector feature based on red color. It provides a position estimator of the capsule inside the digestive tract. Additionally its multi-view feature gives a simultaneous view of two or four con-secutive video frames in multiple windows. Finally a library of reference images (RAPID Atlas) is provided so that the user can have easy access to on-screen case images.Although the company's software is a useful tool, the viewing of a WCE video is still a time consuming process (~ 2 hours), even for experienced gas-troenterologists. In addition, the company's software has serious limitations (35% bleeding detection) and no capability of detecting polyps or ulcers ac-cording to gastroenterologists. Therefore, the need for computer aided model-methodology with robust detection performance on various conditions (blood, polyps, ulcers, etc) is clearly obvious.Thus, our research studies have been successfully carried out on: (a) the automatic detection of malignant intestinal features like polyps, bleeding, and abnormal regions (tumors) (b) finding the boundaries of the digestive organs and (c) reducing the viewing-examination time with a robust registration me-thodology. These studies have led to the development of the ATRC Video Toolbox (ATRC-VT).ATRC-VT incorporates signal processing methods, color and image processing techniques, and artificial intelligence tools to detect blood-based abnormalities, polyps and ulcers in the small intestine. It is the first computer aided detection (CAD) software with multiple capabilities for WCE videos de-signed with a Graphics User Interface so that it is easy to use.
Keywords/Search Tags:Capsule endoscopy, WCE, Video, Abnormalities, Software
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