Automated localisation of the optic disc, fovea, and retinal blood vesselsfrom digital colour fundus images

Citation
C. Sinthanayothin et al., Automated localisation of the optic disc, fovea, and retinal blood vesselsfrom digital colour fundus images, BR J OPHTH, 83(8), 1999, pp. 902-910
Citations number
45
Categorie Soggetti
Optalmology,"da verificare
Journal title
BRITISH JOURNAL OF OPHTHALMOLOGY
ISSN journal
00071161 → ACNP
Volume
83
Issue
8
Year of publication
1999
Pages
902 - 910
Database
ISI
SICI code
0007-1161(199908)83:8<902:ALOTOD>2.0.ZU;2-A
Abstract
Aim-To recognise automatically the main components of the fundus on digital colour images. Methods-The main features of a fundus retinal image were defined as the opt ic disc, fovea, and blood vessels. Methods are described for their automati c recognition and location. 112 retinal images were preprocessed via adapti ve, local, contrast enhancement. The optic discs were located by identifyin g the area with the highest variation in intensity of adjacent pixels. Bloo d vessels were identified by means of a multilayer perceptron neural net, f or which the inputs were derived from a principal component analysis (PCA) of the image and edge detection of the first component of PCA. The foveas w ere identified using matching correlation together with characteristics typ ical of a fovea-for example, darkest area in the neighbourhood of the optic disc. The main components of the image were identified by an experienced o phthalmologist for comparison with computerised methods. Results-The sensitivity and specificity of the recognition of each retinal main component was as follows: 99.1% and 99.1% for the optic disc; 83.3% an d 91.0% for blood vessels; 80.4% and 99.1% for the fovea. Conclusions-In this study the optic disc, blood vessels, and fovea were acc urately detected. The identification of the normal components of the retina l image will aid the future detection of diseases in these regions. In diab etic retinopathy, for example, an image could be analysed for retinopathy w ith reference to sight threatening complications such as disc neovascularis ation, vascular changes, or foveal exudation.