• DocumentCode
    573560
  • Title

    Automatic organs´ detection in WCE

  • Author

    Haji-Maghsoudi, Omid ; Talebpour, Alireza ; Soltanian-Zadeh, Hamid ; Haji-maghsoodi, Navid

  • Author_Institution
    Dept. of Radiat. Med., Shahid Beheshti Univ. of Tehran, Tehran, Iran
  • fYear
    2012
  • fDate
    2-3 May 2012
  • Firstpage
    116
  • Lastpage
    121
  • Abstract
    Wireless capsule endoscopy (WCE) views the entire gastrointestinal (GI) tract. A main problem associated with this novel device is that too many frames must be reviewed by physicians. Thus it is essential to find an automatic and intelligent method to help physicians. One of the problems in WCE is its difficulty to distinguish among different organ´s tissues. So, we introduce two novel algorithms which are able to classify main organs (among esophagus, stomach, small bowel and colon) in WCE´s frames. In order to obtain our aim, we use statistic features (Haralick features) and non-statistic features (different diagrams and Gabor filter banks), colored features and non-colored features. Our experimental studies indicate good results that are shown in conclusion.
  • Keywords
    Gabor filters; biological organs; endoscopes; feature extraction; image classification; medical image processing; object detection; GI tract; Gabor filter banks; Haralick features; WCE frame; automatic organ detection; colon; esophagus; gastrointestinal tract; noncolored features; nonstatistic features; organ classification; small bowel; stomach; wireless capsule endoscopy; Active contours; Esophagus; Gabor filters; Level set; Medical services; Optical wavelength conversion; Wireless communication; Active contour; Color spaces; Fuzzy Clustering; Gabor Filter; Haralick Features; Image Segmentation; Neural Network; WCE;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Artificial Intelligence and Signal Processing (AISP), 2012 16th CSI International Symposium on
  • Conference_Location
    Shiraz, Fars
  • Print_ISBN
    978-1-4673-1478-7
  • Type

    conf

  • DOI
    10.1109/AISP.2012.6313729
  • Filename
    6313729