Course

CSE 4100: Project & Thesis-I and CSE 4250: Project & Thesis-II

A Comparative Study of Diabetic Retinopathy Detection Using Machine Learning and Deep Learning

Diabetic Retinopathy Detection using Machine Learning and Deep Learning Algorithms as well as digital image processing

Undergraduate Thesis

For the fulfillment of the requirements of the Degree of Bachelor of Science (B.Sc.) in Computer Science and Engineering

Dataset

Imagine being able to detect blindness before it happened. Millions of people suffer from diabetic retinopathy, the leading cause of blindness among working aged adults. Aravind Eye Hospital in India hopes to detect and prevent this disease among people living in rural areas where medical screening is difficult to conduct. Successful entries in this competition will improve the hospital’s ability to identify potential patients. Further, the solutions will be spread to other Ophthalmologists through the 4th Asia Pacific Tele-Ophthalmology Society (APTOS) Symposium.

Dataset Link: https://www.kaggle.com/c/aptos2019-blindness-detection/data

Paper

If you use any of the portion of this repository. Please cite the following paper: https://doi.org/10.1109/ICEEICT53905.2021.9667793

Name		Name	Last commit message	Last commit date
Latest commit History 34 Commits
.idea		.idea
venv		venv
BloodVesselDetection.ipynb		BloodVesselDetection.ipynb
DR_BinaryClass_CNN_Main.ipynb		DR_BinaryClass_CNN_Main.ipynb
DR_BinaryClass_DenseNet169_Main.ipynb		DR_BinaryClass_DenseNet169_Main.ipynb
DR_BinaryClass_InceptionV3_Main.ipynb		DR_BinaryClass_InceptionV3_Main.ipynb
DR_BinaryClass_ResNet50V2_Main.ipynb		DR_BinaryClass_ResNet50V2_Main.ipynb
DR_BinaryClass_ResNet50_Main.ipynb		DR_BinaryClass_ResNet50_Main.ipynb
DR_BinaryClass_VGG19_Main.ipynb		DR_BinaryClass_VGG19_Main.ipynb
DR_InceptionResNetV2.ipynb		DR_InceptionResNetV2.ipynb
DR_InceptionV3.ipynb		DR_InceptionV3.ipynb
DR_MobileNetV2.ipynb		DR_MobileNetV2.ipynb
DR_MultiClass_CNN_Main.ipynb		DR_MultiClass_CNN_Main.ipynb
DR_NASNetMobile.ipynb		DR_NASNetMobile.ipynb
DR_Xception.ipynb		DR_Xception.ipynb
Diabetic_Retinopathy_Blood_Vessel.ipynb		Diabetic_Retinopathy_Blood_Vessel.ipynb
Exudate Extraction.ipynb		Exudate Extraction.ipynb
Model Fitting for detection of diabetic Retinopathy.ipynb		Model Fitting for detection of diabetic Retinopathy.ipynb
README.md		README.md
dr-multiclass-densenet169-main.ipynb		dr-multiclass-densenet169-main.ipynb
dr-multiclass-inceptionv3-main.ipynb		dr-multiclass-inceptionv3-main.ipynb
dr-multiclass-resnet50-main.ipynb		dr-multiclass-resnet50-main.ipynb
dr-multiclass-resnet50v2-main.ipynb		dr-multiclass-resnet50v2-main.ipynb
dr-multiclass-vgg19-main.ipynb		dr-multiclass-vgg19-main.ipynb
micro.m		micro.m

shadhin39/A_Comparative_Study_of_Diabetic_Retinopathy_Detection_Using_Machine_Learning_and_Deep_Learning

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A Comparative Study of Diabetic Retinopathy Detection Using Machine Learning and Deep Learning

Undergraduate Thesis

Dataset

Paper

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