222 docs tagged with "cc-by"

Observation-level human or human-derived measurements/signals. from Chinese new-onset optic-neuritis cohort followed three years.

Human/derived image or image-annotation observations. from Patients imaged at Rajbari Eye Clinic and Specialised Hospital, Bangladesh.

705 optic disc-centred fundus photographs (396 normal + 309 glaucoma) from Hospital Clinico San Carlos. Expert-annotated binary glaucoma classification.

Observation-level human or human-derived measurements/signals. from Human RPE and retinal endothelial cells cultured under hypoxia.

One hundred retinal fundus images from Armed Forces Institute of Ophthalmology, Rawalpindi, with expert annotations for vessels and hypertensive retinopathy, diabetic retinopathy, and papilledema task

The first public AGAR300 release contains 28 color fundus images with microaneurysms, captured at a 45 degree field of view and 2448 by 3264 pixel resolution.

Two thousand preprocessed fundus images compiled from six public sources for normal, diabetes, cataract, and age-related macular degeneration classification.

Observation-level source data, annotations, or signals. from Glaucoma patients and human serum are explicitly stated.

Observation-level source data, annotations, or signals. from Source describes de-identified infant fundus images.

Tabular anterior-segment and ocular-biometry measurements before and after SMILE surgery, including slit-lamp examination, Pentacam, and IOLMaster variables.

De-identified anterior-uveitis corneal-endothelial parameters and related variables.

Image-level conjunctival observations with anemia target from Human conjunctiva images from Ghana used for iron-deficiency-anemia detection.

Peripapillary RNFL and segmented-macular OCT measurements in optic-neuritis cohorts and healthy controls.

Retinal OCTA scans labeled for artifact type, artifact severity, signal strength, and image quality.

Human eye-tracking observations from an ASD study.

Small four-class eye-disease image dataset with normal, cataract, glaucoma, and retinal disease categories.

One thousand seven hundred eighty-six original color fundus images for diabetic retinopathy, age-related macular degeneration, and glaucoma grading/classification.

Paired left- and right-eye fundus images.

Observation-level human or human-derived measurements/signals. from 55 high-myopia patients (110 eyes) after ICL implantation.

Longitudinal widefield fundus photographs from birdshot chorioretinitis eyes and age- and sex-matched controls.

Observation-level human or human-derived measurements/signals. from 45 children aged 6–15 years.

Human CASIA2 anterior-segment OCT repeatability measurements.

Human anterior-segment OCT keratometric-astigmatism measurements.

Human cataract-surgery biometry and clinical outcome measurements.

Bilateral LenStar biometrics from a human cataract population.

Extended phase/time labels for the Cataract-101 surgical-video dataset.

50 cataract surgery videos (>9 hours total) with frame-level annotations of 21 surgical tools. Earlier and larger sibling to Cataract-1K.

Single-cell transcriptomes, organoid time series, and human retinal-periphery ischemia series from Functionally intact human retina and light-responsive human retinal organoids.

Central retinal vessel-trunk and OCT-related measurements in open-angle glaucoma eyes.

Fundus photographs and segmentation masks for subretinal fluid in central serous chorioretinopathy, with healthy-eye classification controls.

1,345 fundus images captured across multiple camera manufacturers with OD/OC segmentation + glaucoma classification labels.

Observation-level human or human-derived measurements/signals. from Diabetic-retinopathy patients undergoing treatment.

28 fundus images with manual vessel segmentations (two annotators).

Human-derived cell experimental measurements from Human fibroblasts chemically reprogrammed into functional retinal pigment epithelium cells.

Human fundus and carotid intima-media-thickness measurements.

Eye-level device biometry measurements from Human ocular-biometry comparison study.

Observation-level source data, annotations, or signals. from Pseudoexfoliative glaucoma/syndrome and control groups are described.

Composite fundus and OCT dataset with retinal layer, retinal lesion, and macular/glaucomatous disorder markings.

Swept-source OCT volumes for AMD and DME with three-dimensional pigment epithelial detachment and intraretinal-fluid masks.

100 infant eyes with 491 image pairs annotated with ground-truth control points and vessel masks. Enables pediatric / ROP-relevant fundus registration research.

1,120 in-vivo confocal microscopy images with pixel-level annotations for corneal subbasal nerves and corneal cells. The source describes 560 images with nerves and Langerhans cells and 560 images wit

Combined corneal confocal microscopy collection comprising CORN-1, CORN-2, CORN-3, CORN-1500, CORN-Pro, and CORN-Complex. The subsets support corneal-nerve and cell segmentation, image enhancement, to

Fundus photographs grouped for corneal curvature prediction, with 50 images per group.

Human corneal-nerve measurements in Parkinson disease study participants.

Observation-level human or human-derived measurements/signals. from 2,545 patients without corneal disease (5,074 eyes).

Orbscan corneal topography maps and structured clinical annotations for keratoconus detection.

Image-level conjunctival-pallor observations with anemia-related target from Conjunctival photographs of children aged 6-59 months presenting at assigned Ghanaian health facilities.

187 cataract cases with color fundus images and paired professional cataract-grading diagnostic reports. Designed for medical multimodal-LLM evaluation.

Observation-level source data, annotations, or signals. from Source explicitly describes consenting human subjects and 720 unique irises.

Human POAG genotype observations.

Eye-movement sequences and supporting code from Human fixation/eye-movement experiment, as stated by the linked study title.

Observation-level human or human-derived measurements/signals. from Diabetic-retinopathy patients.

Participant/eye-level visual-acuity and contrast-sensitivity measurements from Subjects wearing high-addition multifocal contact lenses for myopia-progression control.

Observation-level source data, annotations, or signals. from Patients with Stevens-Johnson syndrome/toxic epidermal necrolysis are described.

Observation-level human or human-derived measurements/signals. from Glaucoma patients with repeated visual-field observations.

Participant/eye-level raw visual-function measurements from Human phakic-IOL study participants undergoing visual-function testing.

Observation-level source data, annotations, or signals. from Study reports human subjects with vision-degrading vitreopathy.

Observation-level human or human-derived measurements/signals. from Pseudophakic open-angle-glaucoma eyes.

Observation-level source data, annotations, or signals. from Uses human retinal-image benchmarks; it contributes clinician disc tracings.

Human/derived image or image-annotation observations. from 16 human participants, both eyes.

Fifty OCT and fundus images with healthy/glaucomatous labels and cup-to-disc ratio annotations by ophthalmologists.

Sample-level mass-spectrometry metabolomics measurements from Plasma measurements from people with primary angle-closure glaucoma, as stated by the linked study title and source description.

Image-level ultrasound observations with characterization target from Multicentre transorbital ultrasound imaging of human optic nerves, as stated by the dataset/paper title.

Observation-level human or human-derived measurements/signals. from Children completing a two-year orthokeratology/atropine trial.

Observation-level human or human-derived measurements/signals. from 110 chemical-burn patients (155 eyes) in Tashkent.

Participant-level osdi, schirmer, and tear-film-breakup measurements from Healthy adult computer users and contact-lens wearers without dry-eye symptoms.

Participant-level myopia, exposure, and covariate analytic measurements from Human NHANES 2003-2008 participants, as explicitly stated by the source description.

Observation-level source data, annotations, or signals. from Source describes OCT-based refractive-error prediction, consistent with human clinical imaging; confirm population wording at addition.

Patient-level demographic and clinical tabular observations from Patients with acute ocular burns presenting at two South Indian tertiary eye-care centres during 2016-2020.

Fundus-image-level erm observations/labels from Retrospectively collected colour-fundus photographs from patients diagnosed with epiretinal membrane at B&VIIT Eye Center, Seoul.

Observation-level human or human-derived measurements/signals. from 104 eyes with advanced proliferative diabetic retinopathy in randomized trial.

Fundus-image VQA dataset for diabetic macular edema derived from IDRiD and e-ophtha.

Observation-level human or human-derived measurements/signals. from Red blood cells from glaucoma patients and healthy controls.

Fundus-image-level dme class labels and etdrs-guided annotations from Fundus imaging for diabetic macular edema; human clinical image provenance is inherent to the stated DME dataset.

Extension of the DME VQA dataset with logical-relation consistency annotations.

174 OCTA images for DR lesion segmentation (IRMA, NPA, NV), image quality assessment, and DR grading (3-class).

Participant-level questionnaire/repeatability measurements from Child participants completing dry-eye symptom assessment.

Human ocular-biometry measurements from dual Scheimpflug and swept-source OCT instruments.

Observation-level human or human-derived measurements/signals. from Human nasal-orbital mesenchymal stem cells.

Observation-level human or human-derived measurements/signals. from Four human participants.

Observation-level source data, annotations, or signals. from The Parkinson disease and healthy-control gaze study is a human visual/gaze resource.

Observation-level human or human-derived measurements/signals. from 22 pemphigus/pemphigoid patients and 21 controls.

Eye-level one-year refractive, visual, and rotational-stability outcomes from Cataract patients implanted with the double-loop haptic toric IOL.

Observation-level human or human-derived measurements/signals. from Six inherited-macular-disorder patients and three healthy relatives from Japanese families.

External eye photographs curated from publicly available web sources for binary classification of referable blepharitis versus normal.

Five hundred forty-seven smartphone eye photographs with conjunctiva masks annotated independently by two annotators.

Original and augmented eye-disease image dataset covering retinitis pigmentosa, retinal detachment, pterygium, myopia, macular scar, glaucoma, disc edema, diabetic retinopathy, central serous choriore

Raw and processed eye-tracking data from glaucoma patients with asymmetrical visual-field loss during free viewing.

Visual-field data from glaucoma home monitoring: mean deviation, duration, and pointwise differential light sensitivity values across HFA and Eyecatcher tests.

Wide-field fundus images from premature infants for ROP staging (Stages 1–5 + Plus Disease). Expert-annotated for AI-assisted ROP diagnosis and screening.

Clinically validated color fundus photographs from routine ophthalmic examinations with expert disease annotations.

Observation-level source data, annotations, or signals. from Healthy controls at a university eye hospital are explicitly stated.

A set of 2,246 fundus images with continuous mean opinion scores from 0 to 100, three quality grades, and the individual scores of six ophthalmologists.

800 high-resolution (2048x2048) fundus images with pixel-wise vessel segmentation. Covers normal, DR, AMD, glaucoma.

SD-OCT B-scans with bounding-box and polygon annotations for paracentral acute middle maculopathy lesions.

40 patients with paired pre-operative fundus images and intra-operative biomicroscopy video clips. Annotated for optic disc and vessel segmentation across domains.

Observation-level source data, annotations, or signals. from Source describes human foveolar cone observations.

Five-domain optic disc/cup segmentation benchmark composed from REFUGE, Drishti-GS, ORIGA, RIGA, and related sources.

1,099 pediatric fundus images from 483 premature infants annotated for retinopathy of prematurity (ROP) staging. Standard fundus (RetCam) — not ultra-widefield; `rop_uwf_intelligent` is retained as th

Fundus-image-level class-labelled observations from Classified human fundus images for myopia, choroidal neovascularization, tessellation, and normal categories.

Seventy retinal image pairs with visible myopia development and manually annotated corresponding control points.

Fundus/UWF image-report dataset derived from DeepDRiD and OUWFD-style resources for report-generation research.

100 high-resolution color fundus images with pixel-wise artery / vein / crossing labels from a mixed disease cohort.

1020 fundus images with binary glaucoma labels (697 normal, 323 glaucoma), plus optic disc/cup annotations.

De-identified per-patient glaucoma fundus/OCT images with processed labels and annotated spreadsheet.

300 circumpapillary OCT images. RNFL/GCIPL/choroid layer segmentation plus binary glaucoma classification.

Time-series bright-field imaging of human embryonic-stem-cell-derived retinal organoid aggregates.

Human embryonic-stem-cell-derived RPE electrophysiology data.

4,011 color fundus images labeled for high-myopia vs pathological-myopia classification — largest public dataset for HM/PM separation.

Observation-level source data, annotations, or signals. from Human pluripotent stem cell-derived photoreceptors are explicitly stated.

Extended HRF annotations for optic disc, cup, retinal vessels, and alpha/beta peripapillary zones.

45 high-resolution fundus images (healthy/DR/glaucoma) with manual vessel segmentation.

Phase-contrast microscopy fields of cultured human conjunctival goblet cells with semantic and instance-compatible masks.

Observation-level source data, annotations, or signals. from Human foveal cone topography and fixation locations are explicitly stated.

Human/derived image or image-annotation observations. from Preterm infants screened at H.V. Desai Eye Hospital.

Single-cell multi-omics and organoid-derived cell measurements from Human neural retinal stem-like cells, isolated using human retinal/organoid experimental methods.

516 fundus images with DR grade (0-4), macular edema grade (0-2), and pixel-level lesion segmentation for 81 images.

Image and symptom dataset for normal, uveitis, conjunctivitis, cataract, and eyelid-drooping classification, with source-reported SMOTE balancing to 649 images per class.

Retinal-image montages, cone annotation maps, and participant-level supporting measurements from In-vivo human foveolar imaging; individual-participant MATLAB files are stated.

Retinal-location/eye-level rnfl thickness measurements from Human circumpapillary RNFL measurements from the study population.

Retinal fundus dataset for five-class diabetic-retinopathy grading.

Subject/eye-level full-field erg amplitude and peak-time measurements from Healthy volunteers and clinical-reference subjects at two centres.

9,939 color fundus images from Japanese patients with DR grading labels (Davis grading scale).

Small corneal confocal fluorescence imaging dataset for keratoconus epithelium analysis.

~84,000 retinal OCT B-scan images across 4 classes: CNV, DME, DRUSEN, NORMAL. Train: ~83,484 / Test: 1000.

Text/tabular dataset supporting readability and language-access analyses in ophthalmology.

Light-adapted electroretinogram and oscillatory-potential waveform dataset from 253 pediatric participants, with structured JSON, tabular metadata, and electrode-position eye images.

Processed Cataract-1K surgical-frame dataset for segmentation/object-detection workflows.

Anonymized retinal fundus images from an ophthalmology clinic in M'Sila, Algeria for diabetic-retinopathy classification.

198 fundus images (from MESSIDOR) with pixel-wise segmentation for 10 biomarkers (lesions + structures) + DR and ME severity grades.

~30,000 longitudinal OCT B-scans across multiple patient visits, annotated for AMD change detection and progression monitoring.

6,272 AS-OCT images + 392 anterior-segment photographs for corneal opacity assessment with expert grading. First large public multimodal AS-OCT + photo dataset for cornea.

Human tissue transcriptional and microbiome measurements from Orbital tissue from people with Graves' orbitopathy and relevant human microbiome samples.

Multi-modal DR dataset combining color fundus photographs (CFP), OCT B-scans, and ultra-widefield (UWF) fundus images, annotated for DR detection and severity grading. Published in Nature Scientific D

Human clinical ocular-manifestation data from four South-Kivu health zones.

Pentacam-derived corneal tomography variables for intraocular-lens and corneal subtype modeling.

Multi-source heterogeneous retinal fundus image-quality assessment dataset for training and evaluating quality-control models.

A multicenter collection of 186 minimally invasive glaucoma surgery (MIGS) videos with annotations for surgical-phase recognition and semantic segmentation of instruments and anatomical structures.

1,693 color and 1,739 infrared ocular-surface images from five clinical centers with pixel-level tear-meniscus segmentation. First multi-center dry-eye imaging benchmark.

2,208 color fundus images with 20-class multi-label disease annotations.

Public sample fundus photographs and measurements for modeling myopic regression after corneal refractive surgery.

Observation-level human or human-derived measurements/signals. from 50 cataract patients (100 eyes).

Tobii Pro Glasses 3 natural-scene viewing recordings with gaze, IMU, event, video, and snapshot files.

Retinal OCT B-scans from Noor Eye Hospital for classification of Normal, Drusen, and CNV (choroidal neovascularisation) cases. 16,822 B-scans from 441 eyes (Normal 120 / Drusen 160 / CNV 161 eyes).

Eye-level treatment and intraocular-pressure outcome measurements from Retrospective human cohort of goniotomy-treated and goniotomy-naive eyes.

Observation-level source data, annotations, or signals. from Source describes clinical slit-lamp images for nuclear cataract classification.

A derived OCT angiography resource with 640 coronal PNG views for each of 129 subjects: 90 normal, 29 diabetic retinopathy, 5 AMD, and 5 choroidal neovascularization cases.

2,000+ OCT images labeled for 7 conditions: AMD, DME, ERM, NO (normal), RAO, RVO, VID.

Anonymized South Korean cohort clinical, serologic, electrophysiologic, thymic, and treatment data.

Observation-level source data, annotations, or signals. from Cataract surgery data imply human clinical observations; confirm consent context at addition.

Human/derived image or image-annotation observations. from Human ocular-neoplasm cases are indicated by clinical and histopathology images.

Observation-level source data, annotations, or signals. from Patient and non-diseased control groups are stated.

16,530 ultra-widefield fundus images from 8,405+ patients (age 0–90) annotated for 38 ophthalmic diseases and 67 fundus features. Released alongside the FairerOPTH study on sexism and ageism in ophtha

Longitudinal OCT + fundus dataset from AMD/DME patients across multiple clinical visits. 9,408 OCT B-scans have biomarker labels for 8 categories (fluid, drusen, scarring, PED variants, etc.); 78,000+

700 Optos ultra-wide-field fundus images with multi-disease classification labels and image-quality flags from real-world clinical practice.

Cropped periorbital images with multi-structure masks for the iris, sclera, eyelid, caruncle, and eyebrow.

Observation-level source data, annotations, or signals. from Source describes ocular/facial anthropometry in Malawian participants aged 6-25.

Observation-level human or human-derived measurements/signals. from Hospital-based stroke survivors.

Russian-English ophthalmology sentence-pair and glossary dataset for translation and LLM evaluation.

Ophthalmic visual question-answering benchmark dataset released as supplementary data for evaluating multimodal language models in ophthalmology.

Ophthalmology-oriented WeChat article metadata and image-link dataset for visual question answering and multimodal language-model evaluation.

Oct image-level disease/normal observations from OCT images labelled as proliferative vitreoretinopathy, uveitis, and normal eyes imply clinical human eye imaging.

High-resolution swept-source OCT images and mechanical-model data for outer retinal corrugations in rhegmatogenous retinal detachment.

488 fundus images from 244 patients (both eyes). Expert OD/OC segmentation, glaucoma stage, IOP, and clinical metadata.

757 color fundus images from a Paraguayan cohort with 7-class DR grading labels. Adds Latin-American representation.

Processed outer-retinal thickness and reflectance measurements from a Parkinson disease directional-OCT study.

Retinal structure, electrophysiology, and visual-perception measurements from Parkinson disease and comparison participants.

Paired color-fundus/OCT images with expert MNV subtype labels and treatment-response follow-up.

Human eye-tracking observations from a visual-preference study.

Observation-level human or human-derived measurements/signals. from Patients with ocular disease, including POAG context.

Fourteen thousand nine hundred seventy-six near-infrared ocular images for eye-state detection and coarse gaze-direction classification during ophthalmic measurement workflows.

De-identified human glaucoma-surgery clinical records with postoperative ptosis and strabismus outcomes.

15 ultra-widefield (Optos) fundus images with pixel-level vessel segmentation ground truth.

Processed human OCT/OCTA data including segmentations and ETDRS-grid materials.

Observation-level human or human-derived measurements/signals. from Vitreous from two AIR patients and three macular-hole controls.

Human synchronized pupillometry, EEG, and fMRI salience measurements.

Pediatric ultra-widefield fundus images with professional artery-vein segmentation annotations.

A human corneal confocal microscopy dataset containing 410 source images from 88 participants, 410 filename-matched pixel-level nerve segmentation masks, 20 repeat annotations, and image-linked clinic

Observation-level source data, annotations, or signals. from Source explicitly identifies 22 people with and without proliferative retinopathy.

Fundus-photography dataset for retinal artery occlusion diagnosis, based on web-derived public data and public fundus datasets.

Observation-level source data, annotations, or signals. from Human retinal organoids are explicitly stated.

Observation-level source data, annotations, or signals. from MESSIDOR is a human retinal-image benchmark; this deposit adds lesion-localization data.

Observation-level source data, annotations, or signals. from Schoolchildren in Blantyre are explicitly described.

Retinal vessel analysis benchmark with vessel masks, artery/vein masks and skeletons, bifurcation points, vascular trees, and abnormality annotations.

Human/derived image or image-annotation observations. from 20 individuals without retinal disease.

Fundus-image-level vessel-segmentation data from Retinopathy-of-prematurity retinal images; human infant provenance is inherent to the stated ROP source.

6,004 pediatric RetCam fundus images from 188 newborns in Ostrava (Czech Republic), annotated for retinopathy of prematurity (ROP) screening + classification.

Human retinal optic-flow and locomotion observations.

Human retinal photoplethysmography and retinal-nerve-fiber-layer measurements.

Auxiliary RFMiD 2.0 retinal fundus dataset spanning 51 disease categories.

RIGA/MESSIDOR-derived benchmark for optic disc and cup segmentation domain adaptation.

485 fundus images (313 normal, 172 glaucoma) with optic disc region of interest crops for deep learning.

Observation-level source data, annotations, or signals. from Source identifies serum metabolomic data from infants with retinopathy of prematurity.

Color fundus photographs paired with biological metadata and structured descriptions for retinopathy of prematurity.

229 OCTA images (ROSE-1 + ROSE-2) with pixel-level retinal vessel segmentation ground truth.

3,012 OCT B-scans from 146 eyes / 130 patients with retinal vein occlusion. Dual-task labels: fluid segmentation + retinal-layer segmentation. Detection of macular lesions.

Human-derived ocular cell experimental measurements from Human adult donor-eye cells and hESC-derived ocular lineages.

Observation-level human or human-derived measurements/signals. from Keratoconus, post-laser ectasia, PMD and control participants.

Slit-lamp photographs with expert epiphora-severity labels.

Anonymized slit-lamp photographs with English clinical annotations and vision-language conversations.

Longitudinal OCT angiography projection maps with vessel labels, clinical text, and treatment/follow-up groupings.

Human pupil and light-exposure measurements.

Observation-level source data, annotations, or signals. from Adult dupilumab-treated patients with ocular adverse events; paired conjunctival-impression samples at baseline/follow-up.

Human corneal-ulcer clinical images and labels.

1,219 color fundus images with DR severity grading + pixel-level exudate segmentation masks. Multi-center (SUSTech + Sun Yat-sen University).

Synthetic circumpapillary OCT images for healthy and glaucomatous eyes with retinal-layer masks and RNFL thickness values.

Retinopathy-of-prematurity fundus-image dataset and synthetic-image resources for privacy-preserving AI training.

Observation-level human or human-derived measurements/signals. from Glaucoma and healthy human participants.

Observation-level human or human-derived measurements/signals. from 28 cataract patients (56 eyes) after trifocal IOL implantation.

External ocular photographs of thyroid eye disease collected from web sources, with surgery-related images removed by the source curator.

10 Heidelberg Spectralis SD-OCT volumes (510 B-scans, 496×644×51 voxels) from healthy subjects with 8 retinal layer boundary annotations by 2 independent observers. MATLAB .mat format; used as the OCT

Participant-level ocular and clinical measurements from Korean nationwide cross-sectional human study; source text states ocular measurements used to model sarcopenia risk.

Fundus photographs for ocular toxoplasmosis detection: active toxoplasmosis, inactive (scarred) lesions, and normal. ~412 images total (adult + pediatric cases).

Portable fundus images and segmentations for retinal microvascular network analysis.

Extension of TREND portable fundus imaging for chronic-disease and microvascular analysis.

Clinically acquired retinal OCT images for AMD, DME, rhegmatogenous retinal detachment, and normal classification.

Ophthalmoscopy image/measurement data plus processing software from Exemplary two-photon fluorescence ophthalmoscope recordings from a healthy subject's eye.

1,630 Optos ultra-wide-field fundus images from 809 patients graded for diabetic retinopathy (5-class ICDR) by senior ophthalmologists.

2,031 ultra-widefield fundus images for AI-assisted intraocular tumor detection and classification. Six categories: Normal, Choroidal Hemangioma (CH), Retinal Capillary Hemangioma (RCH), Choroidal Ost

28,943 HFA 24-2 visual field tests with per-point sensitivities, MD/PSD indices, glaucoma labels, and longitudinal follow-up data. Input: 52-element sensitivity array (not an image).

Human visual-field perception observations.

Visual-field and psychophysics experiment data for scotoma-detection comparisons.