• DocumentCode
    1841633
  • Title

    Blood vessels segmentation in retina: preliminary assessment of the mathematical morphology and of the wavelet transform techniques

  • Author

    Leandro, Jorge J G ; Cesar, Roberto M., Jr. ; Jelinek, Herbert F.

  • Author_Institution
    Dept. of Comput. Sci., Sao Paulo Univ., Brazil
  • fYear
    2001
  • fDate
    37165
  • Firstpage
    84
  • Lastpage
    90
  • Abstract
    The article reports on the development of a system for automatic analysis of retinal angiographic images. Particularly, we focus on the segmentation of the blood vessels in these images. We started by implementing a previously known technique based on mathematical morphology. Due to some shortcomings of this method for our data, we have developed a new approach based on the continuous wavelet transform using the Morlet wavelet. The main advantage of the latter with respect to our images lies in its capabilities in tuning to specific frequencies, thus allowing noise filtering and blood vessel enhancement in a single step. Furthermore, as we intend to use shape analysis techniques for the detection and quantitative characterisation of the vascular branching pattern in the retina, the wavelets will also be important with respect to performing fractal and multifractal image analysis. Nevertheless, it is worth mentioning that the mathematical morphology method was able to detect finer detail more precisely. Our present results suggest that an interesting direction to be investigated is how to use both approaches together in order to obtain better results and apply this as a diagnostic tool
  • Keywords
    blood vessels; eye; fractals; image segmentation; mathematical morphology; medical image processing; wavelet transforms; Morlet wavelet; automatic analysis; biological shape analysis; blood vessel enhancement; blood vessel segmentation; continuous wavelet transform; diagnostic tool; fractal image analysis; mathematical morphology; multifractal image analysis; multiscale methods; noise filtering; quantitative characterisation; retina; retinal angiographic images; shape analysis techniques; vascular branching pattern; wavelet transform techniques; Biomedical imaging; Blood vessels; Continuous wavelet transforms; Fractals; Image analysis; Image segmentation; Morphology; Retina; Tuning; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Graphics and Image Processing, 2001 Proceedings of XIV Brazilian Symposium on
  • Conference_Location
    Florianopolis
  • Print_ISBN
    0-7695-1330-1
  • Type

    conf

  • DOI
    10.1109/SIBGRAPI.2001.963041
  • Filename
    963041