DocumentCode :
723030
Title :
A novel method for glaucoma detection using optic disc and cup segmentation in digital retinal fundus images
Author :
Jose, Asha Merin ; Balakrishnan, Arun A.
Author_Institution :
Dept. of Appl. Electron. & Instrum., Rajagiri Sch. of Eng. & Technol., Kakkanad, India
fYear :
2015
fDate :
19-20 March 2015
Firstpage :
1
Lastpage :
5
Abstract :
Retinal fundus photographs has always remained the gold standard for evaluating the changes in retina. Here, a novel method for automatic glaucoma detection from digital retinal fundus images is proposed. The methodology makes use of optic disc and cup segmentation. Optic disc is segmented using morphological operations and hybrid level-set methodology. Optic cup is segmented by first detecting blood vessels using SVM classifier and then the bending points on the circum linear vessels. Parameters such as vertical cup-to-disc ratio (CDR), cup-to-disc area ratio are calculated and used for glaucoma detection. A CDR value greater than 0.5 and cup-to-disc area ratio greater than 0.3 indicates the presence of glaucoma. The proposed method is found to produce a mean error as low as 0.021 (CDR) when compared with expert observation.
Keywords :
biomedical optical imaging; blood vessels; diseases; eye; image classification; image segmentation; medical image processing; support vector machines; SVM classifier; automatic glaucoma detection; bending points; blood vessel detection; circum linear vessels; cup-to-disc area ratio; digital retinal fundus images; digital retinal fundus photographs; hybrid level-set methodology; morphological operations; optic cup segmentation; optic disc segmentation; vertical cup-to-disc ratio; Adaptive optics; Biomedical imaging; Image segmentation; Integrated optics; Optical filters; Optical imaging; Retina; bends; glaucoma; level set; optic cup; optic disc; retina;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuit, Power and Computing Technologies (ICCPCT), 2015 International Conference on
Conference_Location :
Nagercoil
Type :
conf
DOI :
10.1109/ICCPCT.2015.7159441
Filename :
7159441
Link To Document :
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