DocumentCode :
85954
Title :
Detection of Wrinkle Frames in Endoluminal Videos Using Betweenness Centrality Measures for Images
Author :
Segui, S. ; Drozdzal, M. ; Zaytseva, Ekaterina ; Malagelada, C. ; Azpiroz, F. ; Radeva, P. ; Vitria, J.
Author_Institution :
Comput. Vision Center, Bellaterra, Spain
Volume :
18
Issue :
6
fYear :
2014
fDate :
Nov. 2014
Firstpage :
1831
Lastpage :
1838
Abstract :
Intestinal contractions are one of the most important events to diagnose motility pathologies of the small intestine. When visualized by wireless capsule endoscopy (WCE), the sequence of frames that represents a contraction is characterized by a clear wrinkle structure in the central frames that corresponds to the folding of the intestinal wall. In this paper, we present a new method to robustly detect wrinkle frames in full WCE videos by using a new mid-level image descriptor that is based on a centrality measure proposed for graphs. We present an extended validation, carried out in a very large database, that shows that the proposed method achieves state-of-the-art performance for this task.
Keywords :
biomechanics; biomedical optical imaging; endoscopes; graph theory; image sequences; medical image processing; object detection; video signal processing; betweenness centrality measures; central frames; clear wrinkle structure; endoluminal videos; frame sequence; full WCE videos; graphs; images; intestinal contractions; intestinal wall folding; mid-level image descriptor; motility pathologiy diagnosis; small intestine; wireless capsule endoscopy; wrinkle frame detection; Biomedical measurement; Endoscopes; Histograms; Image classification; Intestines; Support vector machines; Vectors; Betweenness centrality; contraction detection; small bowel motility dysfunction; structured prediction; wireless capsule endoscopy (WCE);
fLanguage :
English
Journal_Title :
Biomedical and Health Informatics, IEEE Journal of
Publisher :
ieee
ISSN :
2168-2194
Type :
jour
DOI :
10.1109/JBHI.2014.2304179
Filename :
6730655
Link To Document :
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