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Early retinal disease detection from fundus images using deep neural networks

Abenet Alazar Hailu1, Esubalew Asmare Desta2, Atsedemaryam Mulugeta2

  • 1Department of Information Technology, College of Informatics, University of Gondar, Gondar, Ethiopia. abenet365@gmail.com.

Scientific Reports
|April 16, 2026
PubMed
Summary

No abstract available in PubMed .

Keywords:
Automated screeningConvolutional neural networksDeep learningDenseNet201Fundus imagesRetinal disease

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DefinitionDiabetic retinopathy is a microvascular complication of diabetes affecting the retinal blood vessels.Risk FactorsDiabetic retinopathy is present in almost all individuals with type 1 diabetes and more than 60% of those with type 2 diabetes after two decades of disease.The risk increases with poor glycemic control, hypertension, dyslipidemia, smoking, pregnancy, and puberty.Although cataracts and glaucoma are also more frequent in people with diabetes, retinopathy remains the leading...
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