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