Title :
Locating the optic disk in retinal images via plausible detection and constraint satisfaction
Author :
Trucco, Emunuele ; Kamat, P.J.
Author_Institution :
Heriot-Watt Univ., Edinburgh, UK
Abstract :
This paper present a novel, robust approach to the automatic location of the optic disk in retinal (fundus) images. Instead of generating a single, high-confidence optic disk candidate, we generate sets of plausible candidates for optic disk, macula and main vessels, then search the space of all possible triplets (optic disk, macula, vessels) to identify the one satisfying a-priori anatomical constraints. Our first implementation achieved 100% success with 40 wide-field-of-view retinal images acquired by an OPTOS Panorama ophtalmoscope. It also matched the performance of a visible, recently reported algorithm (A. Hoover et al, IEEE Trans. Medical Imaging, vol.22, no.8, p.951-8, 2003) on the STARE test set, and succeeded in some cases where the aforementioned algorithm failed.
Keywords :
eye; image recognition; medical image processing; a-priori anatomical constraints; constraint satisfaction mechanism; fundus images; macula; main vessels; ophtalmoscope; plausible candidate sets; plausible detection; retinal image optic disk location; wide-field-of-view retinal images; Anatomy; Biomedical imaging; Blood vessels; Degenerative diseases; Detectors; Image analysis; Image generation; Retina; Robustness; Testing;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1418713