• 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