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
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;
Conference_Titel :
Computer Graphics and Image Processing, 2001 Proceedings of XIV Brazilian Symposium on
Conference_Location :
Florianopolis
Print_ISBN :
0-7695-1330-1
DOI :
10.1109/SIBGRAPI.2001.963041