• DocumentCode
    1923153
  • Title

    Detection of changes in color fundus images due to diabetic retinopathy

  • Author

    Nath, Malaya Kumar ; Dandapat, Samarendra

  • Author_Institution
    Dept. of Electron. & Electr. Eng., Indian Inst. of Technol. Guwahati, Guwahati, India
  • fYear
    2012
  • fDate
    2-3 March 2012
  • Firstpage
    81
  • Lastpage
    85
  • Abstract
    Condition of the retina can be known from the color fundus image. Appearance and location of different features such as exudates, hemorrhages and drusen in color fundus image are used for the assessment of diabetic retinopathy (DR). DR affects the structure of blood vessels and optic disc (OD). In this paper we propose a novel method for detecting the changes appeared in the color fundus image due to the progression of diabetics by using independent component analysis (ICA) on wavelet subbands. Wavelet subband decomposition helps highlighting different information such as blood vessels, optic disc, exudates, hemorrhages, macula and drusen in different subband. ICA is applied on the wavelet subbands to find the different changes. This method is tested on 50 number of color fundus images. The changes appeared in the fundus image are detected correctly.
  • Keywords
    blood vessels; diseases; eye; image colour analysis; independent component analysis; medical image processing; wavelet transforms; DR; ICA; blood vessels structure; change detection; color fundus image; diabetic retinopathy assessment; feature appearance; feature location; independent component analysis; optic disc; wavelet subband decomposition; Biomedical imaging; Blood vessels; Diabetes; Histograms; Image color analysis; Lesions; Retina; Fundus image; diabetic retinopathy (DR); independent component analysis (ICA); optic disc; wavelet;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Signal Processing (CISP), 2012 2nd National Conference on
  • Conference_Location
    Guwahati, Assam
  • Print_ISBN
    978-1-4577-0719-3
  • Type

    conf

  • DOI
    10.1109/NCCISP.2012.6189682
  • Filename
    6189682