DocumentCode
3472705
Title
Perceptually adapted method for optic disc detection on retinal fundus images
Author
Fondon, I. ; van Grinsven, Mark J. J. P. ; Sanchez, Clara I. ; Saez, Aurora
Author_Institution
Univ. of Seville, Seville, Spain
fYear
2013
fDate
20-22 June 2013
Firstpage
279
Lastpage
284
Abstract
This paper presents a novel technique for the detection of the optic disc (OD) in retinal fundus images. The method exploits the color information of the image with a perception adapted approach. CIE L*a*b* color space along with CIE94 color distance are used to obtain 12 color derivatives for each pixel under study. Based on this information, a classifier assigns a probability value to each pixel in the image, meaning its suitability for being part of the OD border. Looking for the pixels with highest probability values, the method detects the basic points for the OD border that are subsequently connected with the livewire technique. The reliability of the tool has been tested with three different classifiers on 198 images from four public available databases obtaining an average success percentage of 85.48% and a mean distance to the closest point of 2 pixels.
Keywords
biomedical optical imaging; biomimetics; edge detection; eye; image classification; image colour analysis; medical image processing; probability; CIE Lab color space; CIE94 color distance; image color information; livewire technique; optic disc border basic point detection; optic disc detection; perceptually adapted method; pixel classifier; pixel color derivative; pixel probability value; retinal fundus image; Biomedical optical imaging; Classification algorithms; Diabetes; Image color analysis; Optical imaging; Retina;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer-Based Medical Systems (CBMS), 2013 IEEE 26th International Symposium on
Conference_Location
Porto
Type
conf
DOI
10.1109/CBMS.2013.6627802
Filename
6627802
Link To Document