Ocular Disease Detection ML Frameworks
Deep learning projects for classifying and detecting eye diseases from retinal fundus images. Does NOT include general medical imaging, non-retinal eye imaging (OCT, etc.), or broader ophthalmology applications beyond disease classification from fundus photographs.
There are 84 ocular disease detection frameworks tracked. The highest-rated is rsk97/Diabetic-Retinopathy-Detection at 49/100 with 136 stars.
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| # | Framework | Score | Tier |
|---|---|---|---|
| 1 |
rsk97/Diabetic-Retinopathy-Detection
DIAGNOSIS OF DIABETIC RETINOPATHY FROM FUNDUS IMAGES USING SVM, KNN, and... |
|
Emerging |
| 2 |
cauchyturing/kaggle_diabetic_RAM
Extended Retinopathy Detection Challenge with the Regression Activation Map... |
|
Emerging |
| 3 |
JordiCorbilla/ocular-disease-intelligent-recognition-deep-learning
ODIR-2019: Ocular Disease Intelligent Recognition is a project leveraging... |
|
Emerging |
| 4 |
javathunderman/diabetic-retinopathy-screening
Diabetic retinopathy screening w/ Tensorflow. |
|
Emerging |
| 5 |
koriavinash1/Optic-Disk-Cup-Segmentation
Optic Disc and Optic Cup Segmentation using 57 layered deep convolutional... |
|
Emerging |
| 6 |
TheBeastCoding/glaucoma-dataset-metadata
Actively maintained and comprehensive public glaucoma dataset catalog |
|
Emerging |
| 7 |
bhimrazy/diabetic-retinopathy-detection
Diabetic Retinopathy Detection: Utilizing Multiprocessing for Processing... |
|
Emerging |
| 8 |
frankkramer-lab/riadd.aucmedi
Multi-Disease Detection in Retinal Imaging based on Ensembling Heterogeneous... |
|
Emerging |
| 9 |
souravs17031999/Retinal_blindness_detection_Pytorch
AI-driven initiative to assist hospitals and rural clinics in early... |
|
Emerging |
| 10 |
Sohambasu07/DR_2021
Diabetic Retinopathy Feature Extraction and Binary Diagnosis |
|
Emerging |
| 11 |
rishiswethan/Diabetic-Retinopathy-Detection-Retinal-Vessel-Segmentation
Classification of Fundus Images into 5 stages of Diabetic Retinopathy, and... |
|
Emerging |
| 12 |
fatemafaria142/Retinal-Fundus-Classification-using-XAI-and-Segmentation
This research enhances early disease diagnosis by analyzing retinal blood... |
|
Emerging |
| 13 |
SaiHitesh16/Glaucoma-Detection-using-CNN
Glaucoma detection using deep learning(cnn) |
|
Emerging |
| 14 |
shre-db/OCT-Retinal-Disease-Detection-CNN
Retinal disease detection using optical coherence tomography (OCT) and deep... |
|
Emerging |
| 15 |
BalajiAI/Diabetic-Retinopathy-Detection-using-Deep-learning
A Convolutional Neural Network (CNN) which can detect the stages of Diabetic... |
|
Emerging |
| 16 |
YgLK/ocular-disease-classification
Multiclass classification of eye diseases based on eye fundus images using CNNs |
|
Emerging |
| 17 |
somaiaahmed/Eye-diseases-classification
The Eye Disease Classification project aims to develop a robust model for... |
|
Emerging |
| 18 |
Ellie190/BCNN-for-Ocular-Disease-Classification
A Bayesian Convolutional Neural Network model for classifying Cataract in... |
|
Emerging |
| 19 |
M-ballabio1/MLODC-Transfer_Learning
A Keras implementation of Multi Label classification in ophthalmology area |
|
Emerging |
| 20 |
genedvlpr/dr-analyst
Android Based Diabetic Retinopathy Classifier using Tensorflow |
|
Emerging |
| 21 |
nkicsl/Fundus_Review
Official website of our paper: Applications of Deep Learning in Fundus... |
|
Emerging |
| 22 |
ahmed1996said/gardnet
Source code for GARDNet: Robust Multi-View Network for Glaucoma... |
|
Emerging |
| 23 |
Asiyeh-Bahaloo/eye_disease
This repository contains the implementation of "Multi-label detection of... |
|
Emerging |
| 24 |
anshumantekriwal/eye-ai
The Code Repository For Eye.AI: An Initiative To Detect Diseases Even In The... |
|
Experimental |
| 25 |
ishaanjav/HackRice-X-Retinopathy-App
Predicting diabetic retinopathy from eye fundus images using computer vision. |
|
Experimental |
| 26 |
ramanakshay/diabetic-retinopathy-detection
Diabetic retinopathy detection using deep learning |
|
Experimental |
| 27 |
P-stha12/a-eye.ai
An AI to take care of your eye |
|
Experimental |
| 28 |
sabinagio/do-you-see-what-AI-see
Evaluation of a simple CNN model for glaucoma detection trained on a single... |
|
Experimental |
| 29 |
anasnafis77/Glaucoma-Detection-UNet
Glaucoma Detection based on Optic Cup and Disc Segmentation using U-Net |
|
Experimental |
| 30 |
CaioPaulinoCosta/retinopatia-diabetica-predicao
Sistema web para predição automática de retinopatia diabética a partir de... |
|
Experimental |
| 31 |
Apurva-tech/HackerCamp-Visara
Health app, that predicts diabetic retinopathy |
|
Experimental |
| 32 |
JanaAY/EECE490
Web platform for Diabetic Retinopathy image generation, detection, vessel... |
|
Experimental |
| 33 |
shuvo1997/Diabetic-Retinopathy-Detector
This is a Web implementation of Classification and Detectiion Diabetic... |
|
Experimental |
| 34 |
Ritiksb007/Major_Project
This project uses MobileNetV2 to detect Diabetic Retinopathy (DR) and... |
|
Experimental |
| 35 |
ashkunwar/Diabetic-Retinopathy-Models
Diabetic Retinopathy Detection Using Deep Learning is a computer vision... |
|
Experimental |
| 36 |
libra33a/retinopathy-ai
👁️ Detect Diabetic Retinopathy from retinal images using a CNN model in... |
|
Experimental |
| 37 |
jasDestiny/keras-flask-eye-db-model-webapp
A web app that helps users to diagnoise Diabetic Retinapathy. DL model built... |
|
Experimental |
| 38 |
prasangeet/Diabetic-Retinopathy
A deep learning project for detecting and classifying diabetic retinopathy... |
|
Experimental |
| 39 |
TheBeastCoding/standardized-multichannel-dataset-glaucoma
Standardized Multi-Channel Dataset for Glaucoma (SMDG-19) is a collection... |
|
Experimental |
| 40 |
Tanwar-12/DIABETIC-RETIONOPATHY-DETECTION
Diabetic Retinopathy (DR) is a diabetes complication that affects the eyes.... |
|
Experimental |
| 41 |
pemape/image-preprocessing-ensemble-inference-server
Image Preprocessing Ensemble Inference Server for Diabetic Retinopathy |
|
Experimental |
| 42 |
SinaRaoufi/Eye-Diseases-Classification
Eye diseases classification with CNN using Pytorch 👁️ |
|
Experimental |
| 43 |
Talnz007/retinopathy-ai
CNN-based Diabetic Retinopathy detection system using PyTorch, ONNX, and... |
|
Experimental |
| 44 |
emirkaanozdemr/Retina-Classification-Using-DCGAN-and-CNN
In this project, I aim to develop a robust system to classify real and... |
|
Experimental |
| 45 |
harunsefainan/eye-diseases
The project facilitates dataset partitioning and model training for eye... |
|
Experimental |
| 46 |
riyashet-hds/dr-algorithmic-audit
Systematic safety audit of a ResNet-50 diabetic retinopathy classifier using... |
|
Experimental |
| 47 |
dduwa/ocular-disease-recognition
Multi-classification of ocular diseases using ODIR-5K and uses explainable... |
|
Experimental |
| 48 |
Jaya-Koding/know-your-sight
Know Your Sight is an AI-powered web platform designed to make eye disease... |
|
Experimental |
| 49 |
AklimaRimi/EyeDiseaseRecognizer
Eye Disease Recognizer |
|
Experimental |
| 50 |
Anand09-in/Ocular_Disease_Recognition
Ocular Disease Recognition using Deep Learning |
|
Experimental |
| 51 |
drbenedictpaul/diabetic_retinopathy
Machine learning model in Julia classifies patients with Diabetes Mellitus,... |
|
Experimental |
| 52 |
anwai98/Retinal-Lesion-Segmentation
Retinal Lesions (Microaneurysms, Hard Exudates, Soft Exudates, Hemorrhages)... |
|
Experimental |
| 53 |
mdiibrahim/Eye-Disease-Detection
AI-Powered Eye Disease Detection Web App An intelligent retina image... |
|
Experimental |
| 54 |
ZeedherMx/CAD_Glaucoma_GUI
This GUI is specifically designed to facilitate the analysis and processing... |
|
Experimental |
| 55 |
KonNik88/oct-multiclass-classification
Multiclass classification of OCT retinal images (CNV, DME, DRUSEN, NORMAL)... |
|
Experimental |
| 56 |
priyankaraghunathan15/diabetic-retinopathy-detection
EfficientNet-based diabetic retinopathy classification with interpretability... |
|
Experimental |
| 57 |
Smock777/OcularAI
👁️ Classify multiple retinal diseases from fundus images using advanced... |
|
Experimental |
| 58 |
singhayushh/EC881--Assignment
Assignment Solution in Python using NodeTS for backend for the detection and... |
|
Experimental |
| 59 |
pranavpawar3016-collab/retina-disease-classification
AI-powered deep learning model for classification of retinal diseases using... |
|
Experimental |
| 60 |
sayouba2/glaucoma_detection
Ce projet a été réalisé dans le cadre d'un projet de fin de module de... |
|
Experimental |
| 61 |
OptiHealth-Innovators/StrabismusCare
AI-powered Strabismus Screening Application |
|
Experimental |
| 62 |
SnehaDharne/OcularDiseaseRecognition
Fundus image analysis for ocular disease recognition using deep learning.... |
|
Experimental |
| 63 |
ThanhHuy-Le/AK_FK_NSK_DataSetAndClassifier
Dataset, training code and testing code for paper: An Interpretable Deep... |
|
Experimental |
| 64 |
akshitadixit/Retinopathy
This is a Categorical Detection and Prediction Task based on subset of a... |
|
Experimental |
| 65 |
tharunsridhar/cataract-eye-classification
Deep learning model for classifying cataract eye images into Mature,... |
|
Experimental |
| 66 |
hamzamq19/retinaweb-fyp
End-to-end Deep Learning system for detecting 11 retinal diseases. Features... |
|
Experimental |
| 67 |
skerk001/diabetic-retinopathy-classification
CNN-based 5-class diabetic retinopathy severity classification from retinal... |
|
Experimental |
| 68 |
DHARKIVE-STUDIO/Cataract-AI-Project
AI-driven diagnostic tool for Cataract detection using Deep Learning. This... |
|
Experimental |
| 69 |
Amaan-developpeur/fundus-image-disease-classification
Deep learning pipeline for classification of Cataract, Diabetic Retinopathy,... |
|
Experimental |
| 70 |
madhava20217/Ocular-Disease-Multiclass-Identification-ODIR19-
A multilabel classification method using ensembled vision transformers for... |
|
Experimental |
| 71 |
themasudur/Diabetic-Retinopathy-Detection
Diabetic Retinopathy Detection project code |
|
Experimental |
| 72 |
aliiakbarkhan/eye-disease-detection-DL
Built with Fastai and PyTorch, the model provides automated, 92% accurate... |
|
Experimental |
| 73 |
Zain-Pirzada/Diabetic-Reinopathy-Kaggle-Competition
Here, I have done my Final year Project on Kaggle Dataset |
|
Experimental |
| 74 |
HeroHassett/LeNet-MobileNetV2-For-Binary-Classification-of-Infectious-Keratitis
Corneal Opacification is the fifth leading cause of bilateral blindness in... |
|
Experimental |
| 75 |
angelpatriciads/retinopathy-classification-cnn
Detecting Retinopathy of Prematurity Disease in Premature Baby Based on... |
|
Experimental |
| 76 |
ashudva/DR-detection
Diabetic retinopathy is the leading cause of blindness in the working-age... |
|
Experimental |
| 77 |
sifatahammed/Diabetic-Retinopathy-Classification-using-Deep-Learning
A deep learning approach to Diabetic Retinopathy severity classification,... |
|
Experimental |
| 78 |
abaridodo/dr-eye
Dr Eye: automatic retinopathy detection system |
|
Experimental |
| 79 |
monajemi-arman/rop_enhance_neural_net
Using a shallow neural network in Retinopathy of Prematurity (ROP) image enhancement |
|
Experimental |
| 80 |
jvckdough/DEEP-LEARNING-for-Glaucoma-Detection-in-Medical-Imaging
This study presents a deep learning-based approach for automated glaucoma... |
|
Experimental |
| 81 |
ChamodMullegama/OptCare
Optcare- AI-Powered Web Application for Retinal Disease Diagnosis via OCT... |
|
Experimental |
| 82 |
iiSeymour/fundus-image-diagnosis
Automated diagnosis of ophthalmic conditions based on retinal image... |
|
Experimental |
| 83 |
AyushAI/Opthalmic-disease-screening
ODS utilizes deep learning to analyze eye images for diabetes, cataracts,... |
|
Experimental |
| 84 |
SubhangiSati/Enhanced-Diagnosis-of-Diabetic-Retinopathy-Utilizing-Convolutional-Neural-Networks
This project focuses on detecting Diabetic Retinopathy (DR) from retinal... |
|
Experimental |