fairdataihub/envision-eye-imaging-training-data huggingface dataset:
CIL:6517, Danio rerio, Outer plexiform layer of retina, Outer nuclear layer of retina. In Cell Image Library This study of the zebrafish eye is a series of four images taken at increasing magnifications. The first image is the SEM block face of the zebrafish eye. This is followed by this image, the second image, which is a higher magnification TEM image of the plexiform layer and the outer nuclear layer of the zebrafish retina. The third image is a 15,000X TEM image of the bipolar and
Supplementary Material for: Reference Database of Inner Retinal Layer Thickness and Thickness Asymmetry In Healthy Thai Adults as Measured by The Spectralis Spectral-Domain Optical Coherence Tomograph Purpose: To determine a reference database of the thickness and intraocular thickness asymmetry of total retina, retinal nerve fiber layer (RNFL), ganglion cell layer (GCL), and inner plexiform layer (IPL) in healthy Thai subjects measured by the Spectralis spectral-domain optical coherence
VIDEO COLOR OCT ANGIOGRAPHY FOR MYOPIC CHOROIDAL NEOVASCULARIZATION Purpose: To investigate the myopic macular neovascularization (mMNV) features on dynamic video-color optical coherence tomography (OCT) angiography (OCTA) and the diagnostic rate versus the static, four-segmentations visualization mode.

Design: Retrospective cohort study PARTICIPANTS: Fifty-four patients with mMNV METHODS: Sixty-two eyes with high myopia complicated by mMNV were included. Clinical charts, fluorescein
Glaucoma Detection Dataset
Data from: Development of machine learning models for diagnosis of glaucoma The study aimed to develop machine learning models that have strong
prediction power and interpretability for diagnosis of glaucoma based on
retinal nerve fiber layer (RNFL) thickness and visual field (VF). We
collected various candidate features from the examination of retinal nerve
fiber layer (RNFL) thickness and visual field (VF). We also developed
synthesized features from original features. We then selected
Data files for: Multimodal in-vivo maps as a tool to characterize retinal structural biomarkers for progression in adult-onset Stargardt disease Article Abstract - Related PublicationPurpose: To characterize retinal structural biomarkers for progression in adult-onset Stargardt 19 disease from multimodal retinal imaging in-vivo maps.Methods: Seven adult patients (29–69 years; 3 males) with genetically-confirmed and clinical diagnosed adult-onset Stargardt disease and
EyePACS The EyePACS dataset consists of 35,126 training images and 53,576 testing images only containing grading labels. Deep Learning Diabetic Retinopathy Endoscopic Images Fundus Image Fundus Images Grading Labels Medical Images Medical Imaging Ordinal Classes Retinal Images
ADAM: Automatic Detection challenge on Age-related Macular degeneration ADAM is organized as a half day Challenge, a Satellite Event of the ISBI 2020 conference in Iowa City, Iowa, USA.The ADAM challenge focuses on the investigation and development of algorithms associated with the diagnosis of Age-related Macular degeneration (AMD) and segmentation of lesions in fundus photos from AMD patients.The goal of the challenge is to evaluate and compare automated algorithms for the detection of AMD on
Retinal plasticity in age-related macular degeneration The goal of this particular study is to construct a realistic physical model of viscoelastic retinal stretching and, on its basis, derive a universal quantitative criterion of irreversible retinal deformations during Age-related macular degeneration (AMD).
In this work, standard methods of nonlinear fracture mechanics of ductile and viscoelastic materials were applied to study the evolution of retinal deformation progress in patients with
linchundan88/Fundus-image-preprocessing: fundus image preprocessing Python code
NIH-NEI/oct-image-segmentation-models: v0.8.2 trained model weights
optic-nerve-cnn: First version of the software neural network
Corneal-Endothelium-Data-Annotation-Tool: annotation labeling software
FundusImageToolbox: Python package fundus image processing library
OCTAVA: open-source toolbox quantitative analysis OCT angiography
RetinoNet-DR-Classification: deep learning code diabetic retinopathy
oct-to-tiff: command line tool OCT angiography converter
optic-disc-segmentation-drishtigs: segmentation algorithm implementation
QiYanPitt/AMDprogressCNN: Late AMD Fundus Image Prediction model
Deep learning model weights trained on fundus images PyTorch
Pretrained neural network OCT segmentation model weights only
ResNet-50 classifiers trained on retinal fundus model weights
ONNX model weights retinal vessel segmentation inference
PyTorch checkpoint OCT layer segmentation neural network
Segmentation model weights diabetic retinopathy detection
Python package retinal image preprocessing pip install
MATLAB toolbox fundus image analysis code only
ImageJ plugin OCT visualization and measurement
Fiji macro optic nerve fiber layer analysis
R package macular thickness statistical analysis
Source code implementation retinal vessel extraction
Algorithm implementation optic disc detection CNN
Code repository deep learning diabetic retinopathy
GitHub release fundus segmentation neural network
Jupyter notebook tutorial OCT image classification
Caserel: Open Source Software Computer-aided Segmentation Retinal Layers
duke-lungmap-team/odifmap: image processing code publication
young-oct/OCT-denoising: denoising algorithm code repository
costapt/vess2ret: vessel to retina synthesis code
EyeLab: Python package for OCT and fundus image processing
Fiji-mCNVImageAnalysisTool for choroidal neovascularization in OCTA
Automatic Choroid Vascularity Index Calculation in OCT Images
ResNet-50 classifiers and diffusion models trained on retinal fundus images
AMikroulis/octopus OCT image processing dataset
anithaj17/RetinoNet-DR-Classification fundus image dataset
Python package for retinal image preprocessing
Deep learning framework for fundus image segmentation code only
OCT image reconstruction algorithm implementation
Retinal vessel extraction software repository
Optic disc detection neural network model weights
Diabetic retinopathy grading API documentation
Fundus image augmentation library code
DICOM viewer for ophthalmic images software
OCT visualization toolkit implementation
Retinal layer segmentation algorithm code repository
ANNs pre-trained on Retinal Waves model weights
Flexible corneal neurotechnology reveals in-vivo pathological retinal oscillations recording device
A Review of Deep Learning Methods for Diabetic Retinopathy Detection
Survey of Machine Learning Techniques for Glaucoma Diagnosis
Advances in Optical Coherence Tomography Technology Review Article
Clinical Guidelines for Diabetic Eye Screening
Comparison of OCT Devices: A Systematic Review
Deep Learning in Ophthalmology: A Comprehensive Review
Artificial Intelligence in Retinal Disease Detection Review
State of the Art in Fundus Image Analysis Survey
Future Directions in Ophthalmic Imaging Technology
Machine Learning for Age-Related Macular Degeneration: A Review
Genetic factors in age-related macular degeneration GWAS meta-analysis
Molecular mechanisms of retinal ganglion cell death in glaucoma
Pharmacological treatment options for diabetic macular edema
Risk factors for progression of diabetic retinopathy clinical study
Visual acuity outcomes after anti-VEGF therapy clinical trial
Intraocular pressure measurement techniques comparison study
Epidemiology of myopia in Asian populations survey
Cataract surgery outcomes in diabetic patients retrospective analysis
Color vision deficiency prevalence in school children
Visual field testing protocols for glaucoma clinical practice
Electronic health records analysis of glaucoma treatment patterns
Patient-reported outcomes in dry eye disease questionnaire data
Healthcare costs of diabetic eye disease economic analysis
Ophthalmologist workforce distribution geographic study
Barriers to diabetic eye screening qualitative interview data
Adherence to glaucoma medication patient diary data
Visual impairment and quality of life survey responses
Telemedicine in ophthalmology implementation analysis
Eye care access in rural communities demographic data
Waiting times for cataract surgery administrative data
Eye tracking data for attention research
Gaze estimation dataset for human-computer interaction
Pupil dilation response to emotional stimuli
Saccade patterns in reading comprehension study
Visual search behavior eye movement data
Fixation duration analysis for cognitive load
Eye blink detection for drowsiness monitoring
Iris recognition biometric dataset
Facial expression analysis including eye region
Driver attention monitoring eye tracking
Drosophila compound eye development gene expression
Zebrafish eye regeneration molecular analysis
Mouse retinal development transcriptomics
Chicken embryo eye formation RNA sequencing
Frog photoreceptor electrophysiology recordings
Squid giant axon eye homolog studies
Insect compound eye optics physics modeling
Cephalopod camera eye evolution genomics
Spider eye arrangement morphological analysis
Mantis shrimp visual system spectral analysis
Digital fundus thermometry for fever screening
Ocular surface temperature measurement
Tear film stability analysis without imaging
Contrast sensitivity function psychophysics
Dark adaptation curve measurements
Electroretinography signal analysis only
Visual evoked potential recordings
Optical properties of crystalline lens in vitro
Corneal biomechanics simulation data
Aqueous humor proteomics analysis
GWAS Summary Statistics For Eye Imaging Traits
Fundus vessel phenotypes quantitative trait dataset
Retinal S-cone specific anatomical and physiological data
Nonlinear spatial integration allows the retina to detect the direction of motion
Thrombospondin-1 Mediates Axon Regeneration in Retinal Ganglion Cells
Optic nerve injury impairs intrinsic mechanisms underlying early eye imaging
Circuit mechanisms underlying embryonic retinal waves dataset
Data from Analysis of potential ischemic effect of intravitreal anti-VEGF OCT
Photodynamic Ocular Drug Delivery System with OCT monitoring
Data to Choroidal changes in intermediate age-related macular degeneration
Perspectives and Limitations of Mesenchymal Stem Cell-Based Therapy for Corneal injuries
Mesoporous Silica Nanocarriers of siRNA for Retinal Delivery drug mechanism
Metabolomics of mouse retina and optic nerve
Metabolomics of ocular hypertensive rat optic nerve
NMR spectroscopy-based metabolomics of organotypic retinal explants
Vitreous humor metabolomics profiling in diabetic retinopathy and retinal detachment
Spatial metabolomics of primate retina macula and periphery regions
Aqueous humor metabolome analysis in glaucoma patients
Lipidomics of retinal pigment epithelium in age-related macular degeneration
User Generated Content (EOL v2): user exemplar images https://eol-jira.bibalex.org/browse/DATA-1746 Data as of Oct 25, 2018 For questions or use cases calling for large, multi-use aggregate data files, please visit the EOL Services forum at http://discuss.eol.org/c/eol-services compilation active
East Asian Prehistoric Human-Face Jade Form 23 (EANJ_FACE_23): High-Resolution Digital Documentation of Morphology, Perforations, Surface Evolution, and Tool Traces 1. Core Statement 1.1 This record contains high-resolution raw visual data of a jade object with a human-face configuration (Form ID: EANJ_FACE_23). 1.2 This dataset serves as the foundational research layer of the digital archiving project for this specimen, providing high-fidelity visual evidence to support morphological
The 22 Blue Heartbeat: From Cosmic Discovery to Sequestration Protocols VERIFIED DISCOVERY: Rotation Field of the CMB – Interior Propagation and Boundary-Driven Structure (v2.13)EMERGENCY PUBLIC HEALTH WHISTLEBLOWER STATEMENT: The 22 Blue Heartbeat Sequestration SUMMARY Version v2.13 performs the first interior-propagation test of the CMB birefringence rotation field α(n̂). Earlier versions (v2.9–v2.12) established that the dual-domain boundary (D₁ ∪ D₂) contains an intrinsic standing-wave
A systematic review of non-clinician trauma based interventions for school age youth Exposure to adverse childhood experiences (ACEs) is increasingly globally recognised as a risk factor for health problems in later life. Awareness of ACEs and associated trauma is increasing in schools and educational settings, as well as demand for supportive services to deal with needs. However, there is a lack of clear evidence for effective interventions which can be delivered by non-clinicians (e.g.,
Light wavelength modulates search behavior performance in zebrafish Data associated with Waalkes et al Abstract: Visual systems have evolved to discriminate between different wavelengths of light. The ability to perceive color, or specific light wavelengths, is important as color conveys crucial information about both biotic and abiotic features in the environment. Indeed, different wavelengths of light can drive distinct patterns of activity in the vertebrate brain, yet what remains
SuperDARN Grid data in netCDF format (2012-Oct) 2012-Oct SuperDARN radar data in netCDF format. These files were produced using versions 3.0 of the public FitACF and make_grid algorithms, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication. The RST is available here: https://github.com/SuperDARN/rst The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process
Data from: Self-extinguishing relay waves enable homeostatic control of human neutrophil swarming Neutrophils collectively migrate to sites of injury and infection. How these swarms are coordinated to ensure the proper level of recruitment is unknown. Using an ex vivo model of infection, we show that human neutrophil swarming is organized by multiple pulsatile chemoattractant waves. These waves propagate through active relay in which stimulated neutrophils trigger their neighbors to
RIR samples Darmstadt and Helsinki, Summer-Autumn 2018 This dataset contains Room Impulse Response (RIR) measurements that we collected for evaluating the DoubleEcho proximity verification system. The package contains the original RIR sample recordings, processed audio files after deconvolution with the original signal and cropping the RIR, and precomputed features in CSV files. All the audio files are 16bit mono PCM Wave files. The original.wav file is the generated excitation signal that
Roof3D - 3D Reconstruction Roof3D is a dataset for the instance segmentation of individual building instances and their respective LoD-2 planes. The data includes aerial imagery, instance segmentation ground truth and digital surface models (DSMs). Version 3 contains the test area as a whole with 3D ground truth. Roof Plane Segmentation, Building Instance Segmentation, LoD-2, Deep Learning
Water Segmentation Dataset The dataset is composed of 490 images and their labelled ground truth, which consists of binary masks where zero is assigned to the background pixels and one to the water pixels. You can get the full dataset of 11900 images with their mask at the following link: https://drive.google.com/file/d/1Tm0p7XLzpLlXycSxxu2X7WENTYHh97qC/view?usp=sharing Water segmentation Binary mask
Data from: Tracking interannual variation of a large-scale ocean front influences foraging in a mesopelagic predator Macroscale ocean fronts aggregate significant biomass and provide critical foraging habitat for large marine predators. These frontal systems shift in response to ocean climate variation, including basin-scale oscillations, and the degree to which marine predators track these movements affect their foraging and reproductive success. Using two decades of adult female northern
Bilateral Papillitis and Unilateral Central Serous Retinopathy Associated with Dabrafenib and Trametinib Use in Metastatic Cutaneous Melanoma Targeted BRAF/MEK inhibitor therapies have improved survival outcomes for patients with BRAF V600-positive cutaneous melanoma. However, rare neuro-ophthalmic complications attributed to these therapies warrant heightened clinical vigilance. We describe a distinct case of bilateral optic disc oedema and unilateral central serous chorioretinopathy induced
High-field MRI of cerebral organoids This dataset allows the reproduction of the results presented in “An AI-based segmentation and analysis pipeline for high-field MR monitoring of cerebral organoids” [1]. To the best or our knowledge, these are the first MRI images of cerebral organoids. This MRI dataset comprises nine growing wildtype cerebral organoids imaged over the time period of 64 days, resulting in 45 individual samples. The MRI sequences encompass T2*-w and DTI. For details we
Data from: Uncertainty in geographic estimates of performance and fitness 1.	Thermal performance curves (TPCs) have become key tools for predicting geographic distributions of performance by ectotherms. Such TPC-based predictions, however, may be sensitive to errors arising from diverse sources. 2.	We analyzed potential errors that arise from common choices faced by biologists integrating TPCs with climate data by constructing case studies focusing on experimental sets of TPCs and simulating
Electrical tomography resistivity (ERT) monitoring time series Multi-temporal electrical tomography resistivity (ERT) measurements for monitoring the performance of the bio-degradable bentonite mat in OAL-Austria. The first measurement was conducted on 30 July 2020 before the implementation of the mat, afterwards seasonal measurement (except for winter due to snow cover) were obtained: 19 Oct 2020, 27 Arpil 2021, 10 August 2021, 4 October 2021, 13 April 2022. A time-lapse inversion algorithm
Cinque Terre Flooding - 25 Oct 2011 - Meso-NH Ensemble Reforecasts Ensemble-based reforecasts using the Meso-NH model Variable: Total precipitation [kg/m^2] Starting dates: 2011/10/23 00 UTC, 2011/10/23 12 UTC, 2011/10/24 00 UTC, 2011/10/24 12 UTC Ending date: 2011/10/26 00 UTC
VAT 21827 - RTI dataset The dataset comprises the RTI-data of the cuneiform tablet VAT 21827 (N5:72). RTI = Reflectance Transformation Imaging (RTI) is a computational photographic method that captures a subject's surface shape and color and enables the interactive re-lighting of the subject from any direction in a software viewer, revealing details not visible with the naked eye (cf. https://culturalheritageimaging.org/). Babylon Cuneiform Neo-Babylonian
Zoopla live aggregated property data Property Market Insights from Zoopla Live (Aggregated): Discover valuable property market insights with our data product sourced from Zoopla Live, one of the UK's premier aggregators of property listings data. Gain access to a comprehensive dataset containing information on 27,000,000 homes, up to 1,000,000 property listings,. The Urban Big Data Centre (UBDC) systematially collects daily property listings from Zoopla across the entire UK since 2017;
Forest patches of the Chicago Region This dataset maps forest patches across the Chicago region using a 2010 land cover layer (University of Vermont 2016). First, the land cover layer was converted to a binary raster of tree and no tree and resampled to a 3-m resolution. Then, roads from a land use layer (CMAP 2015) were masked from the canopy raster to ensure that no forest patches extended over paved surfaces. Forest cores and edges were identified by applying a morphological spatial
LEAF_SEGMENTATION Code to reproduce the segmentation of grapevine leaves. All models and scripts are included but intermediary outputs have been excluded due to size limitations. Project Overview This collection represents the complete, fully reproducible pipeline for a single project focused on the instance and pixel segmentation of grapevine leaves. It includes a total of 8,993 original images and the corresponding 24,940 segmented leaf masks . The collection also contains the instance
Ecological and socioeconomic factors associated with reported tick-borne viruses Background: Public health resources are often allocated based on reported disease cases. However, for under-recognized infectious diseases such as tick-borne viruses, risk assessments should also account for ecological and socioeconomic factors that influence disease case reporting. This study identifies country-level predictors of tick-borne virus reporting and evaluates whether wealthier nations are more
English Longitudinal Study of Ageing: Waves 8-11, 2016-2024, Primary Data: Secure Access

The English Longitudinal Study of Ageing (ELSA) study is a longitudinal survey of ageing and quality of life among older people that explores the dynamic relationships between health and functioning, social networks and participation, and economic position as people plan for, move into and progress beyond retirement. The main objectives of ELSA
Data from: Brain criticality predicts individual levels of inter-areal synchronization in human electrophysiological data Neuronal oscillations and their synchronization between brain areas are fundamental for healthy brain function. Yet, synchronization levels exhibit large inter-individual variability that is associated with behavioral variability. We test whether individual synchronization levels are predicted by individual brain states along an extended regime of critical-like dynamics
SuperDARN data in netCDF format (2001-Oct) 2001-Oct SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication. The RST is available here: https://github.com/SuperDARN/rst The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide
bioimage.io upload: ilastik/livecell_dataset View on bioimage.io # LIVECell Livecell Training Data Traning data for cell segmentation in live-cell / phase-contrast imaging. From LIVECell—A large-scale dataset for label-free live cell segmentation . backup.bioimage.io bioimage.io bioimage.io:dataset 2D transmission-light-microscopy label-free cells instance-segmentation
CollectiveOS Exobody Node Program (IX-1): A Comprehensive Technical and Operational Analysis of the First Civilian-Legal Telepresence Platform CollectiveOS Exobody Node Program (IX-1): A Comprehensive Technical and Operational Analysis of the First Civilian-Legal Telepresence Platform 1. Introduction: The Post-Autonomous Paradigm The trajectory of modern robotics has largely been defined by two divergent vectors: the pursuit of unrestricted autonomous lethality in the defense sector,
Electromagnetic Calorimeter Shower Images with Variable Incidence Angle and Position Each file is a collection of 500,000 (or 400,000 in the case of positrons) calorimeter showers corresponding to the particle specified in the file name (eplus = positrons, gamma = photons, piplus = charged pions). The calorimeter we built is segmented longitudinally into three layer with different depths and granularities. In units of mm, the three layers have the following (eta, phi, z) dimensions: Layer
AMPERE Summary Plot Movies (2023-Oct) 2023-Oct AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details. AMPERE ionosphere magnetosphere convection rst electrodynamics
VAT 13142 - RTI dataset The dataset comprises the RTI-data of the cuneiform tablet VAT 13142 (N8:2). RTI = Reflectance Transformation Imaging (RTI) is a computational photographic method that captures a subject's surface shape and color and enables the interactive re-lighting of the subject from any direction in a software viewer, revealing details not visible with the naked eye (cf. https://culturalheritageimaging.org/). Governance Babylon