DocumentCode :
2036993
Title :
Exudates detection in fundus image using non-uniform illumination background subtraction
Author :
Sae-Tang, W. ; Chiracharit, W. ; Kumwilaisak, W.
Author_Institution :
Dept. of Electron. & Telecommun. Eng., King Mongkut´´s Univ. of Technol. Thonburi, Bangkok, Thailand
fYear :
2010
fDate :
21-24 Nov. 2010
Firstpage :
204
Lastpage :
209
Abstract :
Exudates detection in fundus image using non-uniform illumination background subtraction is proposed in this paper. Non-uniform illumination background that is the major problem of fundus imagge processing is need to be eliminated. Weighted surface fitting is used in fundus image background estimation after image compensation is performed. The unwanted data for fundus image background estimation Le. optic disk, fovea, blood vessels, and lesions are detected without traditional image segmentation. The estimated background is subtracted from the image and then exudates are detected from the foreground of image using level-set evolution without re-initialization. The experimental results show that the proposed method is robust to non-uniform illumination environment. Averaging sensitivity and positive predictive value are 91.84 % and 92.81 % respectively.
Keywords :
lighting; medical image processing; Weighted surface fitting; diabetic patients; exudates detection; fundus image; nonuniform illumination background subtraction; positive predictive value; Exudates detection; background subtraction; non-uniform illumination;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON 2010 - 2010 IEEE Region 10 Conference
Conference_Location :
Fukuoka
ISSN :
pending
Print_ISBN :
978-1-4244-6889-8
Type :
conf
DOI :
10.1109/TENCON.2010.5685984
Filename :
5685984
Link To Document :
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