DocumentCode :
2257935
Title :
An advanced WCE video summary using relation matrix rank
Author :
Huo, Jia Sen ; Zou, Yue Xian ; Li, Lei
Author_Institution :
Shenzhen Grad. Sch., Adv. Digital Signal Process. Lab., Peking Univ., Shenzhen, China
fYear :
2012
fDate :
5-7 Jan. 2012
Firstpage :
675
Lastpage :
678
Abstract :
Wireless Capsule Endoscopy (WCE) is a promising new solution for gastrointestinal disease detection, which is able to view the entire gastrointestinal tract without pain. Since there are more than 50,000 frames in one WCE video from each test, the automatic computer-aided technique is highly demanded to remove the redundant frames while remaining the medical information. This paper presents a systematic method to achieve the effective WCE video summary using whole WCE video frames. A cascade color and texture feature based most representative frame extraction algorithm (CCTS-MRFE) has been developed. The color feature extraction method is developed in HSV space. Meanwhile, the texture feature extraction is determined by the proposed block edge directivity descriptor (BEDD) method in gray space. A relation matrix rank (RMR) based most representative frame (MRF) selection approach further improving the performance of the proposed CCTS-MRFE algorithm has been proposed. The preliminary experimental results show that the proposed methods are able to achieve the effective WCE video summary.
Keywords :
diseases; endoscopes; feature extraction; image colour analysis; matrix algebra; medical image processing; video signal processing; HSV space; advanced WCE video summary; automatic computer-aided technique; block edge directivity descriptor; cascade color; color feature extraction; gastrointestinal disease detection; gastrointestinal tract; gray space; most representative frame extraction algorithm; most representative frame selection; relation matrix rank; texture feature extraction; wireless capsule endoscopy;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical and Health Informatics (BHI), 2012 IEEE-EMBS International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4577-2176-2
Electronic_ISBN :
978-1-4577-2175-5
Type :
conf
DOI :
10.1109/BHI.2012.6211673
Filename :
6211673
Link To Document :
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