DocumentCode
3483128
Title
A computer aided system for grading of maculopathy
Author
Tariq, Anum ; Akram, M. Usman ; Shaukat, Arslan ; Khan, Shoab Ahmed
Author_Institution
Dept. of Comput. Eng., Nat. Univ. of Sci. & Technol., Islamabad, Pakistan
fYear
2012
fDate
20-22 Dec. 2012
Firstpage
31
Lastpage
34
Abstract
In medical imaging, digital images are analyzed to develop computer aided diagnostic (CAD) systems using state of the art image processing and pattern recognition techniques. Diabetic maculopathy is one of the retinal abnormalities in which diabetic patient suffers from severe vision loss due to affected macula. In this paper, we propose an automated system for the grading of diabetic maculopathy to assist the ophthalmologists in early detection of the disease. We present a three stage system consisting of macula detection, exudate extraction and grading of maculopathy. First stage uses optic disc and blood vessels to extract macula from retinal image. Exudate extraction stage extracts all possible exudates from retina using filter bank and support vector machines. Finally, the system grades the input image in different stages of maculopathy by using the macular coordinates and exudate feature set. The evaluation of proposed system is performed by using publicly available standard retinal image databases.
Keywords
biomedical optical imaging; blood vessels; channel bank filters; diseases; eye; medical image processing; support vector machines; vision; CAD systems; blood vessels; computer aided diagnostic systems; diabetic patient; digital images; disease detection; filter bank; image processing techniques; macula detection; macular coordinates; maculopathy extraction; maculopathy grading; medical imaging; ophthalmologists; optic disc; pattern recognition techniques; retinal abnormalities; retinal image databases; support vector machines; vision loss; Biomedical imaging; Blood vessels; Databases; Diabetes; Feature extraction; Retina; Support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Engineering Conference (CIBEC), 2012 Cairo International
Conference_Location
Giza
ISSN
2156-6097
Print_ISBN
978-1-4673-2800-5
Type
conf
DOI
10.1109/CIBEC.2012.6473318
Filename
6473318
Link To Document