Title :
Vision-based techniques for efficient Wireless Capsule Endoscopy examination
Author :
That Mon Htwe ; Chee Khun Poh ; Liyuan Li ; Jiang Liu ; Eng Hui Ong ; Khek Yu Ho
Author_Institution :
Dept. of Comput. Vision & Image Understanding, Inst. for Infocomm Res., Singapore, Singapore
Abstract :
Although there are several devices for screening the digestive tract, Wireless Capsule Endoscopy (WCE) is now the gold standard for a non-invasive viewing of small intestine. However, in each examination, more than 55,000 images are recorded. Reading so many images can be time consuming. Thus, image processing and vision recognition techniques are being created to help doctors to save the time for diagnosis. This paper presents a comprehensive overview of WCE devices and recent progresses in vision-based techniques on reducing the time needed for WCE video reading. The recently developed techniques can be classified into three categories: disease (bleeding) detection, image-level and video-level summarizations. Firstly, the features and classification strategies employed for automatic bleeding, disease or abnormal detection are presented. Second, this paper presents the image-level summarization based on motion estimation, C-mean clustering and epitome techniques. Third, we present and compare the various color-bar based global-level WCE video summarizations. The capabilities and advantages of different techniques for improving the efficiency of diagnosis are evaluated.
Keywords :
diseases; endoscopes; medical image processing; video signal processing; WCE video reading; bleeding detection; disease detection; image level summarization; image processing; small intestine; video level summarization; vision based techniques; vision recognition; wireless capsule endoscopy; Diseases; Endoscopes; Feature extraction; Hemorrhaging; Image color analysis; Wireless communication; Wireless sensor networks; bleeding detection; medical image processing; small intestine; summarization; wireless capsule endoscopy;
Conference_Titel :
Defense Science Research Conference and Expo (DSR), 2011
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-9276-3
DOI :
10.1109/DSR.2011.6026865