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 70 ocular disease detection frameworks tracked. The highest-rated is rsk97/Diabetic-Retinopathy-Detection at 42/100 with 136 stars.

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#	Framework	Score	Tier	Stars	Language
1	rsk97/Diabetic-Retinopathy-Detection DIAGNOSIS OF DIABETIC RETINOPATHY FROM FUNDUS IMAGES USING SVM, KNN, and...	42	Emerging	136	Jupyter Notebook
2	cauchyturing/kaggle_diabetic_RAM Extended Retinopathy Detection Challenge with the Regression Activation Map...	39	Emerging	89	Jupyter Notebook
3	JordiCorbilla/ocular-disease-intelligent-recognition-deep-learning ODIR-2019: Ocular Disease Intelligent Recognition is a project leveraging...	38	Emerging	73	Jupyter Notebook
4	javathunderman/diabetic-retinopathy-screening Diabetic retinopathy screening w/ Tensorflow.	38	Emerging	70	Python
5	koriavinash1/Optic-Disk-Cup-Segmentation Optic Disc and Optic Cup Segmentation using 57 layered deep convolutional...	37	Emerging	52	Jupyter Notebook
6	TheBeastCoding/glaucoma-dataset-metadata Actively maintained and comprehensive public glaucoma dataset catalog	34	Emerging	75	—
7	bhimrazy/diabetic-retinopathy-detection Diabetic Retinopathy Detection: Utilizing Multiprocessing for Processing...	34	Emerging	16	Jupyter Notebook
8	souravs17031999/Retinal_blindness_detection_Pytorch AI-driven initiative to assist hospitals and rural clinics in early...	33	Emerging	98	Jupyter Notebook
9	frankkramer-lab/riadd.aucmedi Multi-Disease Detection in Retinal Imaging based on Ensembling Heterogeneous...	33	Emerging	38	Python
10	Sohambasu07/DR_2021 Diabetic Retinopathy Feature Extraction and Binary Diagnosis	32	Emerging	21	Jupyter Notebook
11	rishiswethan/Diabetic-Retinopathy-Detection-Retinal-Vessel-Segmentation Classification of Fundus Images into 5 stages of Diabetic Retinopathy, and...	30	Emerging	16	Python
12	fatemafaria142/Retinal-Fundus-Classification-using-XAI-and-Segmentation This research enhances early disease diagnosis by analyzing retinal blood...	29	Experimental	12	Jupyter Notebook
13	SaiHitesh16/Glaucoma-Detection-using-CNN Glaucoma detection using deep learning(cnn)	29	Experimental	12	Jupyter Notebook
14	BalajiAI/Diabetic-Retinopathy-Detection-using-Deep-learning A Convolutional Neural Network (CNN) which can detect the stages of Diabetic...	28	Experimental	11	Jupyter Notebook
15	shre-db/OCT-Retinal-Disease-Detection-CNN Retinal disease detection using optical coherence tomography (OCT) and deep...	28	Experimental	6	Jupyter Notebook
16	YgLK/ocular-disease-classification Multiclass classification of eye diseases based on eye fundus images using CNNs	27	Experimental	9	Jupyter Notebook
17	somaiaahmed/Eye-diseases-classification The Eye Disease Classification project aims to develop a robust model for...	27	Experimental	4	Jupyter Notebook
18	Ellie190/BCNN-for-Ocular-Disease-Classification A Bayesian Convolutional Neural Network model for classifying Cataract in...	26	Experimental	8	Jupyter Notebook
19	M-ballabio1/MLODC-Transfer_Learning A Keras implementation of Multi Label classification in ophthalmology area	25	Experimental	5	Jupyter Notebook
20	ahmed1996said/gardnet Source code for GARDNet: Robust Multi-View Network for Glaucoma...	23	Experimental	16	Jupyter Notebook
21	jovan573/gf-care 🩺 Enhance glaucoma detection with GF-Care, a deep learning tool for...	23	Experimental	1	—
22	nkicsl/Fundus_Review Official website of our paper: Applications of Deep Learning in Fundus...	23	Experimental	92	—
23	Asiyeh-Bahaloo/eye_disease This repository contains the implementation of "Multi-label detection of...	23	Experimental	6	Jupyter Notebook
24	tgu-uow/Corneal_Confocal_Microscopic_Image_Dataset-CCMID- 角膜共聚焦显微图像数据集 CCMID，可用于图像分割、图像拼接、特征点检测等图像处理领域。	23	Experimental	6	—
25	genedvlpr/dr-analyst Android Based Diabetic Retinopathy Classifier using Tensorflow	23	Experimental	1	Java
26	CaioPaulinoCosta/retinopatia-diabetica-predicao Sistema web para predição automática de retinopatia diabética a partir de...	22	Experimental	3	TypeScript
27	anshumantekriwal/eye-ai The Code Repository For Eye.AI: An Initiative To Detect Diseases Even In The...	22	Experimental	1	Jupyter Notebook
28	libra33a/retinopathy-ai 👁️ Detect Diabetic Retinopathy from retinal images using a CNN model in...	22	Experimental	—	Jupyter Notebook
29	pemape/image-preprocessing-ensemble-inference-server Image Preprocessing Ensemble Inference Server for Diabetic Retinopathy	22	Experimental	—	HTML
30	riyashet-hds/dr-algorithmic-audit Systematic safety audit of a ResNet-50 diabetic retinopathy classifier using...	22	Experimental	—	Jupyter Notebook
31	ishaanjav/HackRice-X-Retinopathy-App Predicting diabetic retinopathy from eye fundus images using computer vision.	21	Experimental	9	Java
32	P-stha12/a-eye.ai An AI to take care of your eye	21	Experimental	9	Jupyter Notebook
33	ramanakshay/diabetic-retinopathy-detection Diabetic retinopathy detection using deep learning	21	Experimental	7	Jupyter Notebook
34	anasnafis77/Glaucoma-Detection-UNet Glaucoma Detection based on Optic Cup and Disc Segmentation using U-Net	20	Experimental	11	Jupyter Notebook
35	sabinagio/do-you-see-what-AI-see Evaluation of a simple CNN model for glaucoma detection trained on a single...	20	Experimental	10	Jupyter Notebook
36	Apurva-tech/HackerCamp-Visara Health app, that predicts diabetic retinopathy	18	Experimental	7	CSS
37	Talnz007/retinopathy-ai CNN-based Diabetic Retinopathy detection system using PyTorch, ONNX, and...	17	Experimental	2	Jupyter Notebook
38	KonNik88/oct-multiclass-classification Multiclass classification of OCT retinal images (CNV, DME, DRUSEN, NORMAL)...	16	Experimental	1	Jupyter Notebook
39	Ritiksb007/Major_Project This project uses MobileNetV2 to detect Diabetic Retinopathy (DR) and...	16	Experimental	3	Jupyter Notebook
40	ashkunwar/Diabetic-Retinopathy-Models Diabetic Retinopathy Detection Using Deep Learning is a computer vision...	16	Experimental	2	Jupyter Notebook
41	Smock777/OcularAI 👁️ Classify multiple retinal diseases from fundus images using advanced...	16	Experimental	—	TypeScript
42	shuvo1997/Diabetic-Retinopathy-Detector This is a Web implementation of Classification and Detectiion Diabetic...	16	Experimental	4	CSS
43	JanaAY/EECE490 Web platform for Diabetic Retinopathy image generation, detection, vessel...	16	Experimental	1	Jupyter Notebook
44	vexeeldev/Glaucoma-Detection An integrated Early Glaucoma Detection System using Microservices...	15	Experimental	1	Dart
45	SinaRaoufi/Eye-Diseases-Classification Eye diseases classification with CNN using Pytorch 👁️	15	Experimental	20	Jupyter Notebook
46	Tanwar-12/DIABETIC-RETIONOPATHY-DETECTION Diabetic Retinopathy (DR) is a diabetes complication that affects the eyes....	15	Experimental	6	Jupyter Notebook
47	TheBeastCoding/standardized-multichannel-dataset-glaucoma Standardized Multi-Channel Dataset for Glaucoma (SMDG-19) is a collection...	15	Experimental	20	—
48	prasangeet/Diabetic-Retinopathy A deep learning project for detecting and classifying diabetic retinopathy...	15	Experimental	2	Jupyter Notebook
49	jasDestiny/keras-flask-eye-db-model-webapp A web app that helps users to diagnoise Diabetic Retinapathy. DL model built...	15	Experimental	2	JavaScript
50	harunsefainan/eye-diseases The project facilitates dataset partitioning and model training for eye...	14	Experimental	1	Python
51	emirkaanozdemr/Retina-Classification-Using-DCGAN-and-CNN In this project, I aim to develop a robust system to classify real and...	14	Experimental	9	Jupyter Notebook
52	Jaya-Koding/know-your-sight Know Your Sight is an AI-powered web platform designed to make eye disease...	14	Experimental	3	TypeScript
53	pranavpawar3016-collab/retina-disease-classification AI-powered deep learning model for classification of retinal diseases using...	14	Experimental	—	Jupyter Notebook
54	Anand09-in/Ocular_Disease_Recognition Ocular Disease Recognition using Deep Learning	13	Experimental	8	Jupyter Notebook
55	AklimaRimi/EyeDiseaseRecognizer Eye Disease Recognizer	13	Experimental	6	Jupyter Notebook
56	dduwa/ocular-disease-recognition Multi-classification of ocular diseases using ODIR-5K and uses explainable...	13	Experimental	11	Jupyter Notebook
57	singhayushh/EC881--Assignment Assignment Solution in Python using NodeTS for backend for the detection and...	13	Experimental	—	JavaScript
58	mdiibrahim/Eye-Disease-Detection AI-Powered Eye Disease Detection Web App An intelligent retina image...	13	Experimental	2	Jupyter Notebook
59	drbenedictpaul/diabetic_retinopathy Machine learning model in Julia classifies patients with Diabetes Mellitus,...	13	Experimental	2	Julia
60	anwai98/Retinal-Lesion-Segmentation Retinal Lesions (Microaneurysms, Hard Exudates, Soft Exudates, Hemorrhages)...	12	Experimental	14	Python
61	priyankaraghunathan15/diabetic-retinopathy-detection EfficientNet-based diabetic retinopathy classification with interpretability...	11	Experimental	5	Jupyter Notebook
62	OptiHealth-Innovators/StrabismusCare AI-powered Strabismus Screening Application	11	Experimental	—	TypeScript
63	hamzamq19/retinaweb-fyp End-to-end Deep Learning system for detecting 11 retinal diseases. Features...	11	Experimental	—	TypeScript
64	DHARKIVE-STUDIO/Cataract-AI-Project AI-driven diagnostic tool for Cataract detection using Deep Learning. This...	11	Experimental	—	Jupyter Notebook
65	tharunsridhar/cataract-eye-classification Deep learning model for classifying cataract eye images into Mature,...	11	Experimental	—	Jupyter Notebook
66	ZeedherMx/CAD_Glaucoma_GUI This GUI is specifically designed to facilitate the analysis and processing...	11	Experimental	2	Jupyter Notebook
67	ThanhHuy-Le/AK_FK_NSK_DataSetAndClassifier Dataset, training code and testing code for paper: An Interpretable Deep...	11	Experimental	—	—
68	skerk001/diabetic-retinopathy-classification CNN-based 5-class diabetic retinopathy severity classification from retinal...	11	Experimental	—	—
69	sayouba2/glaucoma_detection Ce projet a été réalisé dans le cadre d'un projet de fin de module de...	11	Experimental	—	JavaScript
70	HeroHassett/LeNet-MobileNetV2-For-Binary-Classification-of-Infectious-Keratitis Corneal Opacification is the fifth leading cause of bilateral blindness in...	10	Experimental	1	PureBasic