A list of Ophthalmology imaging datasets
🔥🔥 This is a collection of awesome public datasets in Ophthalmology 🔥🔥
- Our survey paper on arXiv: Public Ophthalmology Dataset: A Comprehensive Survey ❤️
@article{xxxx,
title={Public Ophthalmology Dataset: A Comprehensive Survey},
author={Zhihao Zhao, Yinzheng Zhao, xxxxxx},
journal={xxx},
pages={xxx},
year={xxx},
publisher={xxx}
}- Second release: Coming soon!
- First release: Coming soon!
RetinaBank
Zenodo
Figshare
Kaggle
MendelyData
OphNet
A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding
Github Dataset
MM-Retinal
A multi-modal dataset that encompasses high-quality image-text pairs collected from professional fundus diagram books.
Github Dataset
FDDM TOPCON-MM
Fundus and OCT images in Guangdong Provincial Hospital of Integrated Traditional Chinese and Western Medicine using a Topcon Triton swept-source OCT featuring multimodal fundus imaging.
Github Dataset
Fundus_image
26 files corresponding to 26 lesion types
Github Dataset
RFMiD
Retinal Fundus Multi-Disease Image Dataset (RFMiD): A Dataset for Multi-Disease Detection Research
Dataset
IRFUNDUSSET
fundus image, a dataset that consolidates, harmonizes and curates several public datasets
Paper Github
ConfEndoMicr
52 in-vivo confocal corneal microscopy images
Paper Dataset
iChallenge: AMD/Non_AMD and DF_Annotation(disc_fovea)
AMD:89, Non-AMD:311, DF:44
Link]
AMD_RPEDC
TR,RPEDC volumn,RPEDC abnormal,normal
Paper Dataset
2011_IOVS_Chiu
segment leision of AMD based on SDOCT
Paper Dataset
GRAPE
VFs,fundus,OCT,clinical information,follow-up records
Paper Dataset
Harvard glaucoma
3300 images
Paper Dataset
Harvard glaucoma DP
detection and progression
Paper Dataset
HarvardFairSeg10k
segmentation
Paper Github
Harvard-EF30k
30k images,glaucoma,AMD,DR
Paper Dataset
iChallenge-GAMMA
Grading glaucoma,Segmentation of optic disc and cup,Localization of fovea macula
Paper Dataset
BEH (Bangladesh Eye Hospital) Dataset
normal:463;glaucoma:171
Paper Github
PAPILA
Dataset with fundus images and clinical data of the same patient for glaucoma assessment
Paper Dataset
Fundus-doFE
adopt the Domain Knowledge PoolMpoolto learn and memorizethe multi-source domain prior knowledge, enrich the image semantic featurehs
Paper Github
LongGlaucVF_20150216
visual field
Github [Link](http://rod-rep.com - Rotterdam Ophthalmic Data Repository)
DRSeg_TJDR
High-Quality Diabetic Retinopathy Pixel-Level Annotation Dataset
Paper Github
MESSIDOR-2
how does the prediction model performs on test dataset that is from a different source; Diabetic Retinopathy Classification from Fundus Images
Paper Github
IDRiD
diabetic retinopathy lesions and normal retinal structures,disease severity level,international standards of clinical relevance
Github Dataset
LongDRScreening_20150209
fundus image registration method
Paper Github
MAPLES-DR
new diagnoses for DR and ME
Paper Dataset
Paddle
iChallenge dataset,Baidu
Dataset
PALM
pathlogical myopia challenge;
Homepage Dataset
PALM_zhang
leision mask,PC,Disc,fovea localization
Paper Dataset
Fundus_AV_WIDE
This dataset consists of 30 wide-field of color images and their annotated features for artery-vein classification
Paper Dataset
Chase-DB
A dataset for retinal vessel segmentation which contains 28 color retina images with the size of 999×960 pixels. Each image is annotated by two independent human experts.
Paper Dataset Related_work
DR-HAGIS
segmentation algorithms; four subgroups
Paper Dataset
DRIVE
retinal vessel segmentation
Paper Dataset
HRF
vessel segmentation of fundus image
Paper Dataset
LES-AV
vessel annotations and labels for arteries and veins
Paper Github
RVD_VIDEO
first video-based retinal dataset by employing handheld devices for data acquisition
Paper Dataset
STARE
retinal vessel segmentation; color fundus images
Paper Dataset
ICPRVessels
vessels-dataset
Paper Github
FIVES
800 high-resolution multi-disease color fundus
Paper Dataset
mmRV-v1
fundus-OCTA
Paper Github
Lesion
retinal lesions segmentation
Paper Github
ID
retinal recognition
Dataset
IOSTAR
retinal vessel segmentation
Paper Dataset
ROSE
Retinal OCTA SEgmentation
Paper Dataset
retinal
retinal vessel segmentation and vascular tree analysis
Dataset
UT-FSOCTA
generative adversarial networks to create vascular maps
Paper Dataset
Retinal Tortuosity
retinal vessel tortuosity
Paper Dataset
Open_BUA_AV
Multi-scale interactive network with artery/vein discriminator for retinal vessel classification
Github
Chiu_BOE_2012
Automatic Segmentation of Closed Contour Features
Paper Dataset
2013_BOE_Chiu
photoreceptor segmentation
Paper Dataset
Seg_leakage
segmentation of Fluorescein Leakage
Paper Dataset
Tree_topology_PAMI_2015
segment vessel trees
Paper Dataset
ganglion
ganglion cell segmentation
Paper Dataset
SNP_Segmentation
Segmentation of Neuronal Structures in Corneal Confocal Microscopy Images
Paper Dataset
iOCT
Vitreoretinal Diseases
Paper
OLIVES
99 eyes' data averaged over a period of at least two years with each eye treated for an average of 66 weeks and 7 injections
Paper Github
SIGF-database
Glaucoma Forecast Using the Sequential Fundus Images
Paper Github
LongDRScreening_20150209
fundus image registration method
Paper Github
FIRE
fundus images
Paper Dataset
VARPA_r2
retinal images
Paper Dataset
IOSTAR
retinal vessel segmentation
Paper Dataset
LongDRScreening_20150209
fundus image registration method
Paper Github
FIMD
fundus image myopia control points pairs(70)
Dataset
OCTA-500
retinal imaging modality that allows a micron-level resolution to present the three-dimensional structure of the retinal vascular
Paper Dataset
ROSE
Retinal OCTA SEgmentation
Paper Dataset
quality_assessment
quality assessment and FAZ segmantation
Paper Github
archive
heiderlberg_OCT,Rabbani_2015,spie_OCT
Dataset
2015_BOE_Chiu2
layer segmentation
Paper Dataset
octlayerdataverse_files
different retinal OCT images with different pathological conditions
Paper Dataset
8kt969dhx6-1
more than 16,000 retinal OCT B-scans from 441 cases (Normal: 120, Drusen: 160, CNV: 161)
Paper Dataset
2014_BOE_Srinivasan
Paper Github
Data on OCT and Fundus Images
50 OCT and Fundus images which included health and glaucomatous images
Paper Dataset
OCT_Manual_Delineations-2018_June_29
14 healthy controls (HC) and 21 patients with multiple sclerosis (MS)
Paper Dataset
OCT2017.tar
CNV, DME, DRUSEN, and NORMAL
Paper Dataset
OCTDL
500 high-resolution images categorized into different pathological conditions
Paper Dataset
THOCT1800
1800 preprocessed retinal SD-OCT B-scans (600 AMD, 600 DME, and 600 NOR)
Github
ZhangLabData
chest xray data, plus for optical coherence tomography (OCT) images
Paper Github
AMD_RPEDC
TR,RPEDC volumn,RPEDC abnormal,normal
Paper Dataset
2011_IOVS_Chiu
segment leision of AMD based on SDOCT
Paper Dataset
datasceyence-master
Collection of deep learning in ophthalmology projects
Github
LongDRScreening_20150209
fundus image registration method
Paper Github
Retinal Tortuosity
retinal vessel tortuosity
Paper Dataset
NIFTIs_Images
Revamp PWI4D behavior
Github