Detection of Diabetic Retinopathy Using MobileNet Model

U Sadhana, Tripty Singh, Beena B. M

2025

Abstract

Diabetic Retinopathy is a chronic disease that may cause blindness to diabetic patients.The proposed system displays various pathological changes and identifies DR grades for ophthalmologists. The collection of 516 retinal fundus photographs is freely available. We start by removing noise, improving image quality, and standardizing retinal image sizes. Second, we distinguish between healthy and diabetic retinopathy instances, and data augmentation is used to increase the volume, quality, and diversity of training data. Next, we divided the data into three datasets: training, testing, and validation.According to the degree of DR, images are divided into four groups normal-class 0, mild-class 1, moderate-class 2, and severe-class 3. The proposed method detects the presence of DR using fine-tuned MobileNet model .This system achieved precision of 91.70%, Recall of 89.53%, F-Score of 88.50% and moreover an accuracy of 89.53% for IDRiD dataset. The experiments yield good results when compared to other systems.

Paper Citation

in Harvard Style

Sadhana U., Singh T. and B. M B. (2025). Detection of Diabetic Retinopathy Using MobileNet Model. In Proceedings of the 3rd International Conference on Futuristic Technology - Volume 2: INCOFT; ISBN 978-989-758-763-4, SciTePress, pages 478-483. DOI: 10.5220/0013595100004664

in Bibtex Style

@conference{incoft25,
author={U Sadhana and Tripty Singh and Beena B. M},
title={Detection of Diabetic Retinopathy Using MobileNet Model},
booktitle={Proceedings of the 3rd International Conference on Futuristic Technology - Volume 2: INCOFT},
year={2025},
pages={478-483},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013595100004664},
isbn={978-989-758-763-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 3rd International Conference on Futuristic Technology - Volume 2: INCOFT
TI - Detection of Diabetic Retinopathy Using MobileNet Model
SN - 978-989-758-763-4
AU - Sadhana U.
AU - Singh T.
AU - B. M B.
PY - 2025
SP - 478
EP - 483
DO - 10.5220/0013595100004664
PB - SciTePress