• DocumentCode
    3373289
  • Title

    Automatic hookworm image detection for wireless capsule endoscopy using hybrid color gradient and contourlet transform

  • Author

    Honghan Chen ; Junzhou Chen ; Qiang Peng ; Ganglu Sun ; Tao Gan

  • Author_Institution
    Dept. of Comput. Sci. & Technol., Southwest Jiaotong Univ., Chengdu, China
  • fYear
    2013
  • fDate
    16-18 Dec. 2013
  • Firstpage
    116
  • Lastpage
    120
  • Abstract
    Wireless Capsule Endoscopy (WCE) is a relative novel technology, which can view entire gastrointestinal (GI) tract without invasiveness and sedation. The main disadvantage associated with WCE is that the huge number of recorded images must be examined by clinicians. It is a tedious and time consuming task. Developing an automatic computer-aided detection system to alleviate the burden of clinicians is required. In this paper, we proposed a new hookworm image detection algorithm. A new gradient space, named Hybrid Color Gradient (HCG) for hookworm detection is developed by analyzing the characteristics of hookworm infection images. Contourlet transformation is introduced to construct the final features. Real experiments using SVM show that reasonable classification results can be obtained. Moreover, according to our literature survey, this is the first work on automatic hookworm detection of WCE images.
  • Keywords
    biomedical optical imaging; biomedical telemetry; computer aided analysis; diseases; endoscopes; gradient methods; image classification; image colour analysis; medical image processing; support vector machines; wavelet transforms; HCG; SVM; WCE images; automatic computer-aided detection system; automatic hookworm image detection; contourlet transformation; gastrointestinal tract; gradient space; hookworm image detection algorithm; hookworm infection image characteristics; hybrid color gradient; image classification; tedious consuming task; time consuming task; wireless capsule endoscopy; Diseases; Endoscopes; Feature extraction; Image color analysis; Sensitivity; Transforms; Wireless communication; color gradient; contourlet transform; hookworm; wireless capsule endoscopy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Engineering and Informatics (BMEI), 2013 6th International Conference on
  • Conference_Location
    Hangzhou
  • Print_ISBN
    978-1-4799-2760-9
  • Type

    conf

  • DOI
    10.1109/BMEI.2013.6746918
  • Filename
    6746918