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

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

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

55 Scopus citations

Abstract

This work reports 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 to 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 tunning 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.

Original languageBritish English
Title of host publicationProceedings - 14th Brazilian Symposium on Computer Graphics and Image Processing
EditorsShing-Ting Wu, Dibio Leandro Borges
PublisherIEEE Computer Society
Pages84-90
Number of pages7
ISBN (Electronic)0769513301
DOIs
StatePublished - 2001
Event14th Brazilian Symposium on Computer Graphics and Image Processing, SIBGRAPI 2001 - Florianopolis, Brazil
Duration: 15 Oct 200118 Oct 2001

Publication series

NameBrazilian Symposium of Computer Graphic and Image Processing
Volume2001-January
ISSN (Print)1530-1834

Conference

Conference14th Brazilian Symposium on Computer Graphics and Image Processing, SIBGRAPI 2001
Country/TerritoryBrazil
CityFlorianopolis
Period15/10/0118/10/01

Keywords

  • Biological shape analysis
  • Mathematical morphology
  • Multiscale methods
  • Pathology
  • Retina
  • Wavelets

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