• DocumentCode
    3215761
  • Title

    Effects of improved Adaptive Gamma Correction Method on Wireless Capsule Endoscopy images: Illumination compensation and edge detection

  • Author

    Alizadeh, Mahdi ; Talebpour, Alireza ; Soltanian-Zadeh, Hamid ; Aghamiri, Seyed Mahmoud Reza

  • Author_Institution
    Dept. of Radiat. Med. Eng., Shahid Beheshti Univ., Tehran, Iran
  • fYear
    2012
  • fDate
    15-17 May 2012
  • Firstpage
    1544
  • Lastpage
    1548
  • Abstract
    Several methods for adjusting image contrast have been developed in the field of image processing for image enhancement. Illumination is one of the most significant factors affecting the appearance of an image. Improper illumination causes a variety of problems in practice and thus, it is necessary to compensate for nonuniform illumination. Wireless Capsule Endoscopy (WCE) images suffer from this problem too. We propose an improved Adaptive Gamma Correction Method (AGCM) to compensate for nonuniform illumination in WCE color images.The experiments have shown that the proposed AGCM performs well in improving image quality. The WCE images obtained with AGCM are also better than those obtained with histogram equalization and adaptive histogram equalization in terms of brightness constancy, overall visual rendition and contrast. The Peak Signal to Noise Ratio (PSNR) and Contrast to Noise Ratio (CNR) values are also higher for AGCM than for other correction algorithms. Also, the differences between edge pixels and neighboring pixels in the WCE images are increased. We use a color variant of the canny operator for color edge detection. By using this method, 65% of the borders are detected correctly, while the detection rate is 45% without using this method.
  • Keywords
    biomedical telemetry; compensation; edge detection; endoscopes; equalisers; image colour analysis; image enhancement; medical image processing; AGCM; CNR; Canny operator; PSNR; WCE color images; adaptive gamma correction method; adaptive histogram equalization; brightness constancy; color edge detection; contrast to noise ratio; edge pixels; histogram equalization; illumination compensation; image processing; image quality; improved adaptive gamma correction method; neighboring pixels; nonuniform illumination; peak signal to noise ratio; wireless capsule endoscopy images; Biomedical imaging; Image edge detection; adaptive gamma correction method; color variant of canny operator; edge detection; illumination; wireless capsule endoscopy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering (ICEE), 2012 20th Iranian Conference on
  • Conference_Location
    Tehran
  • Print_ISBN
    978-1-4673-1149-6
  • Type

    conf

  • DOI
    10.1109/IranianCEE.2012.6292604
  • Filename
    6292604