Detection and Classification of Dibetic Retinopathy in Color Fundus Image
DOI:
https://doi.org/10.53555/cse.v3i7.156Keywords:
Blood vessel,, Diabetic retinopathy, Diabetes, HaemorrhagesAbstract
Diabetic Retinopathy (DR) is an eye syndrome due to diabetes which causes optical loss. So it is sensible to offer treatment for DR at primary stages of disease. Haemorrhages are the initial symptoms that indicate person have diabetic retinopathy. Therefore, their acknowledgment is very crucial. In this paper image contrast is enhanced by pre-processing and then blood vessels are detected as the margins of haemorrhages are not discriminate when they are in contact with blood vessels. then classified the image on the basis of quality characteristic such as area in three stages as normal, moderate or Severe DR. classified images are classified with 99% accuracy. we tested set of images and obtained Precision= 0.99974, Recall=1, F1Score=0.99987.our approach has potential to be used as too in clinic for haemorrhages detection.
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Kanika Verma, Prakash Deep and A. G. Ramakrishnan, Senior Member, IEEE Medical Intelligence and Language Engineering Lab Department of Electrical Engineering, Indian Institute of Science, Bangalore India.,” Detection and Classification of Diabetic Retinopathy using Retinal Images”.
L.R.Sudha,S.Thirupurasundari,”Analysis And Detection Of Hemorrhage And Hemorrhages In Retinal Images”, International Journal of Scientific and Research Publications, Volume 4, Issue 3, March 2014 1 ISSN 2250-
153 [3]Inbarathi.R, Karthikeyan.R, Dept of Computer Science & Engineering, PSNA College of Engineering & Technology, Dindigul, Anna University, Chennai, India,” Detection of Retinal Hemorrhage in Fundus Images by Classifying the Splat Features Using SVM”, International Journal of Innovative Research in Science, Engineering and Technology Volume 3, Special Issue 3, March 2014
Sumathi.P, Sundar.R,” Study of Detection of Retinal Hemorrhage in Fundus Images by Splat Feature
Classification Method”, International Journal of Innovative Ideas in Research (IJIIR), Vol.1, no.1, September 2015.
Athira R V, Ferlin Deva Shahila D,” Detection of Retinal Hemorrhage Using Splat Feature ClassificationTechnique”, Int. Journal of Engineering Research and Applications ISSN : 2248-9622, Vol. 4, Issue 1( Version 3),January2014,pp.327-3
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