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Optic disc localization using interference map and localized segmentation using grab cut

Authors :
Pratik Joshi
Ranjth Raj KS
Masilamani V
Jahnavi Alike
Suresh K
Kumaresh K
Source :
Automatika, Vol 62, Iss 2, Pp 187-196 (2021)
Publication Year :
2021
Publisher :
Taylor & Francis Group, 2021.

Abstract

Many eye diseases such as Diabetic Retinopathy, Cataract, Glaucoma have their symptoms shown in the retina. To detect such diseases, the normal and abnormal retina should be differentiated. The Optic disc has been a prominent landmark for finding abnormalities in the retina. In this paper, we attempted two methods to localize the optic disc using the segmentation which is done on the interference map that is obtained from a family of generalized motion patterns of the image. In brief, we are adding motion to the image so that the bright regions can be extracted well by improving the contrast between the object and its background in the image. Then, the region of interest has been taken and binary image has been generated. In the 1st method, by thresholding, the optic disc has been segmented and its centre has been found. In the second method, the grab cut is used for segmentation. Both of our methods show better results when compared with the competing method.

Details

Language :
English
ISSN :
00051144 and 18483380
Volume :
62
Issue :
2
Database :
Directory of Open Access Journals
Journal :
Automatika
Publication Type :
Academic Journal
Accession number :
edsdoj.fa120f676077497eaac5a28aba7e4d91
Document Type :
article
Full Text :
https://doi.org/10.1080/00051144.2020.1807790