International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064




Downloads: 2

Survey Paper | Biological Engineering | India | Volume 10 Issue 7, July 2021


Survey on Techniques for Diabetic Retinopathy Detection & Classification

Sourabh Naik Khandolkar, Pradnya Mhalsekar, Swapnil Gawade, Pratiksha Shetgaonkar, Amey Gaonkar, Shailendra Aswale


Abstract: Diabetes is a very common disease among people who suffer from glucose abnormalities. Diabetic Retinopathy (DR) is a severe microvascular complication that is found only in diabetic patients that affects the retina of the patient and causes permanent partial or complete blindness to the affected person if not detected and cured at an early stage. However, many diabetic patients fail to detect this disease & lead themselves to visual impairments and this happens due to delay in detection as the patient needs to approach the ophthalmologist who screens the retina of the patient. This manual screening & traditional approach is time-consuming and delays the DR detection process which causes the disease to advance to further stages in the time window and also this manual processing isn?t always accurate. This article surveys & reviews the latest research as well as survey papers discussing about the accurate diagnosis as well as Classification of DR into different categories from mild to severe based on the various techniques utilized for image pre-processing, disease detection & classification from fundus image datasets. In the end the article also proposes the novel model based on ResNet50 (CNN model) for more accurate diagnosis & classification of the DR disease.


Keywords: Machine Learning, Diabetic Retinopathy, Fundus images, Convolutional Neural Network


Edition: Volume 10 Issue 7, July 2021,


Pages: 945 - 952


How to Cite this Article?

Sourabh Naik Khandolkar, Pradnya Mhalsekar, Swapnil Gawade, Pratiksha Shetgaonkar, Amey Gaonkar, Shailendra Aswale, "Survey on Techniques for Diabetic Retinopathy Detection & Classification", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=SR21715190751, Volume 10 Issue 7, July 2021, 945 - 952

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Machine Learning'

Downloads: 72

M.Tech / M.E / PhD Thesis, Biological Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1816 - 1820

Context Free Enciphering Technique for Protein Classification

Anju G S, Jyolsna Mary P

Share this Article

Downloads: 143 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Biological Engineering, India, Volume 7 Issue 8, August 2018

Pages: 10 - 13

A Comprehensive Study of Machine Learning Models in Radiogenomics

Eash Sharma, Ashwin Garg

Share this Article

Similar Articles with Keyword 'Machine'

Downloads: 72

M.Tech / M.E / PhD Thesis, Biological Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1816 - 1820

Context Free Enciphering Technique for Protein Classification

Anju G S, Jyolsna Mary P

Share this Article

Downloads: 95 | Monthly Hits: ⮙1

Research Paper, Biological Engineering, India, Volume 5 Issue 11, November 2016

Pages: 1043 - 1049

Design of Transcutaneous Electrical Nerve Stimulating Machine Using 555 Timer and 7555 Timer

Soumyadeep Sarkar

Share this Article

Similar Articles with Keyword 'Learning'

Downloads: 72

M.Tech / M.E / PhD Thesis, Biological Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1816 - 1820

Context Free Enciphering Technique for Protein Classification

Anju G S, Jyolsna Mary P

Share this Article

Downloads: 143 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Biological Engineering, India, Volume 7 Issue 8, August 2018

Pages: 10 - 13

A Comprehensive Study of Machine Learning Models in Radiogenomics

Eash Sharma, Ashwin Garg

Share this Article

Similar Articles with Keyword 'images'

Downloads: 95

Research Paper, Biological Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1861 - 1866

An Enhanced Pre-Processing Technique for Evaluation of Cells, in vitro through Image Analysis

Ambika Binesh, Suganthi Muthusamy, Niranjali Devaraj, Devaraj Halagowder

Share this Article

Downloads: 111

Research Paper, Biological Engineering, India, Volume 2 Issue 3, March 2013

Pages: 108 - 112

An Enhanced Biometric System using Palm Images

Umamaheswari.R, Geetharamani.J

Share this Article

Similar Articles with Keyword 'Neural'

Downloads: 95 | Monthly Hits: ⮙1

Research Paper, Biological Engineering, India, Volume 5 Issue 11, November 2016

Pages: 1043 - 1049

Design of Transcutaneous Electrical Nerve Stimulating Machine Using 555 Timer and 7555 Timer

Soumyadeep Sarkar

Share this Article

Downloads: 97

Research Paper, Biological Engineering, India, Volume 3 Issue 6, June 2014

Pages: 932 - 935

Classification of Electroencephalogram Using Wavelet Transform and Neural Network

Sachin M. Rathod, S. C. Kulkarni

Share this Article

Similar Articles with Keyword 'Network'

Downloads: 85

Research Paper, Biological Engineering, India, Volume 3 Issue 8, August 2014

Pages: 1690 - 1693

Benchmarks for Overlapping Community Detection Algorithms

Dr. M. Nagaratna, S. Swarajya Lakshmi

Share this Article

Downloads: 97

Research Paper, Biological Engineering, India, Volume 3 Issue 6, June 2014

Pages: 932 - 935

Classification of Electroencephalogram Using Wavelet Transform and Neural Network

Sachin M. Rathod, S. C. Kulkarni

Share this Article
Top