Wireless Capsule Endoscopy Video Reduction Based on Camera Motion Estimation
- 7 August 2012
- journal article
- Published by Springer Nature in Journal of Digital Imaging
- Vol. 26 (2) , 287-301
Abstract
Wireless capsule endoscopy (WCE) is a novel technology aiming for investigating the diseases and abnormalities in small intestine. The major drawback of WCE examination is that it takes a long time to examine the whole WCE video. In this paper, we present a new reduction scheme for WCE video to reduce the examination time. To achieve this task, a WCE video motion model is proposed. Under this motion model, the WCE imaging motion is estimated in two stages (the coarse level and the fine level). In the coarse level, the WCE camera motion is estimated with a combination of Bee Algorithm and Mutual Information. In the fine level, the local gastrointestinal tract motion is estimated with SIFT flow. Based on the result of WCE imaging motion estimation, the reduction scheme preserves key images in WCE video with scene changes. From experimental results, we notice that the proposed motion model is suitable for the motion estimation in successive WCE images. Through the comparison with APRS and FCM-NMF scheme, our scheme can produce an acceptable reduction sequence for browsing and examination.Keywords
This publication has 22 references indexed in Scilit:
- Detection of Small Bowel Polyps and Ulcers in Wireless Capsule Endoscopy VideosIEEE Transactions on Biomedical Engineering, 2011
- Reduction of capsule endoscopy reading times by unsupervised image miningComputerized Medical Imaging and Graphics, 2010
- Wireless Capsule Endoscopy and Endoscopic Imaging: A Survey on Various Methodologies PresentedIEEE Engineering in Medicine and Biology Magazine, 2010
- An intelligent system to detect Crohn's disease inflammation in Wireless Capsule Endoscopy videos2010
- Texture analysis for ulcer detection in capsule endoscopy imagesImage and Vision Computing, 2009
- Computer-based detection of bleeding and ulcer in wireless capsule endoscopy images by chromaticity momentsComputers in Biology and Medicine, 2009
- Computer-Aided Detection of Bleeding Regions for Capsule Endoscopy ImagesIEEE Transactions on Biomedical Engineering, 2009
- Automatic frame reduction of Wireless Capsule Endoscopy video2008
- Wireless Capsule Endoscopy Color Video SegmentationIEEE Transactions on Medical Imaging, 2008
- Wireless capsule endoscopyNature, 2000