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Detection of Cotton Wool Spots from Retinal Images using Fuzzy C Means

by Amrita Roy Chowdhury, Sreeparna Banerjee
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 113 - Number 11
Year of Publication: 2015
Authors: Amrita Roy Chowdhury, Sreeparna Banerjee
10.5120/19870-1857

Amrita Roy Chowdhury, Sreeparna Banerjee . Detection of Cotton Wool Spots from Retinal Images using Fuzzy C Means. International Journal of Computer Applications. 113, 11 ( March 2015), 14-17. DOI=10.5120/19870-1857

@article{ 10.5120/19870-1857,
author = { Amrita Roy Chowdhury, Sreeparna Banerjee },
title = { Detection of Cotton Wool Spots from Retinal Images using Fuzzy C Means },
journal = { International Journal of Computer Applications },
issue_date = { March 2015 },
volume = { 113 },
number = { 11 },
month = { March },
year = { 2015 },
issn = { 0975-8887 },
pages = { 14-17 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume113/number11/19870-1857/ },
doi = { 10.5120/19870-1857 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:50:40.179882+05:30
%A Amrita Roy Chowdhury
%A Sreeparna Banerjee
%T Detection of Cotton Wool Spots from Retinal Images using Fuzzy C Means
%J International Journal of Computer Applications
%@ 0975-8887
%V 113
%N 11
%P 14-17
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Diabetic Retinopathy is a common disease among those who are suffering from Diabetes for a long period. Several abnormalities are related to Diabetic Retinopathy. Cotton Wool Spot is one among them. It causes from nerve fiber layer breaking from occlusion of pre-capillary arterioles. It occurs in retina as whitish spots causing blindness in some cases. Early detection of CWS can prevent severe damage of retina which may lead to permanent vision loss. In this paper an algorithm is developed which can detect these spots automatically from a retinal image affected by Diabetic Retinopathy. The automatic detection can help the doctors for accurate detection of Cotton Wool Spots and also for the longitudinal study of a retinal image damaged by Diabetic Retinopathy.

References
  1. Niemeijer M. , Ginneken B. , Russell S. R. , Suttorp-Schulten M. S. A. , Abràmoff M. D. 2007. Automated Detection and Differentiation of Drusen, Exudates, and Cotton-wool Spots in Digital Color Fundus Photographs for Early Diagnosis of Diabetic Retinopathy. Invest Ophthalmol Vis. Sci. Vol. 48. pp. 2260-2267
  2. Vimala G. S. A. G. , Mohideen S. K. 2012. An Efficient Approach for Detection of Exudates in Diabetic Retinopathy Images Using Clustering Algorithm. IOSR Journal of Computer Engineering (IOSRJCE) ISSN: 2278-0661 Volume 2, Issue 5 (July-Aug. 2012), PP 43-48
  3. Quellec G. , Russel S. R. , Abramoff M. D. 2011. Optimal Filter Framework for Automated, Instantaneous Detection of Lesions in Retinal Images. IEEE Transactions on medical imaging,vol. 30,no. 2,pp. 523-533
  4. Sopharak A. , Uyyanovara B. , Barman S. 2009. Automatic Exudate Detection from Non-dilated Diabetic Retinopathy Retinal Images Using Fuzzy C-means Clustering. Journal of Sensors
  5. Wang H. , Hsu W. , Goh K. G. , Lee M. L. 2000. An Effective Approach to Detect Lesions in Color Retinal Images. In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition. pp. 181-186
  6. Sopharak A. , Uyyanonvara B. , Barman S. , Williamson T. 2011. Automatic Microaneurysm Detection from Non-dilated Diabetic Retinopathy Retinal Images. Proceedings of the World Congress of Engineering 2011 Vol II
  7. Walter T. , Klein J. C. , Massin P. , Erginay A. 2002. A Contribution of Image Processing to the Diagnosys of Diabetic Retinopathy – Detection of Exudates in Color Fundus Images of the Human Retina. IEEE Transactions on Medical Imaging. Vol 21. No. 10
  8. Reza A. W. , Eswaran C. , Hati S. 2008. Automatic Tracing of Optic Disc and Exudates from Color Fundus Images Using Fixed and Variable Thresholds. Springer Science + Business Media
Index Terms

Computer Science
Information Sciences

Keywords

Diabetic Retinopathy (DR) Cotton Wool Spot (CWS) Fuzzy C Means (FCM) Optic Disc (OD)

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