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 :
بازگشت