fairdataihub/envision-eye-imaging-training-data huggingface dataset:
Transition and Drivers of Elastic to Inelastic Deformation in the Abarkuh Plain from InSAR Multi-Sensor Time Series and Hydrogeological Data This repository contains the datasets used in Mirzadeh et al., 2023 . It includes three InSAR time-series datasets from the Envisat descending orbit, ALOS-1 ascending orbit, and Sentinel-1A in ascending and descending orbits, acquired over the Abarkuh Plain, Iran, as well as the geological map of the study area and the GNSS and hydrogeological data used
SuperDARN Grid data in netCDF format (2020-Oct) 2020-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
Development of a Web-Based Algorithm for Understanding the Intraocular Lens-Based Surgery in Stable and Progressing Keratoconus for Non-Specialist Ophthalmologists To propose an algorithm to facilitate lens-based surgery in keratoconus. A literature review was performed to prepare a software algorithm based on cone location, stability, best spectacle-corrected distance visual acuity (BSCVA) level and whether there is a clear or cataractous lens. The software usability was assessed through a
English Longitudinal Study of Ageing: Waves 4-10, 2008-2023: Local Authority Type Post-2009 Boundaries: Special Licence 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
Fundus vessel phenotypes Related publication (2024): https://www.nature.com/articles/s41467-024-52334-1 Sumstat column information beta: refers to the effect of having an extra copy of A2 af: frequency of A2 A2 is not necessarily the minor allele The sumstats are curated bgenie output. official bgenie manual: https://jmarchini.org/bgenie/#output-file-options Label map (maps names used in the paper to the sumstat labels) tif_dict = { 'A temporal angle': 'mean_angle_taa',
Post-Bader procedure: a long-term follow-up case study ABSTRACT Keratoconus is a progressive disorder that manifests as a cone-like steepening of the central or paracentral inferior cornea and irregular stromal thinning. There is a gradual decrease in visual acuity due to corneal asymmetry, irregular astigmatism, and increased optical aberrations, consequently impacting the quality of life. Several procedures have been developed in an attempt to slow or reverse the progression. The Bader
VisualSystemLesions.png Visual System Lesions: An Illustrated OverviewThis illustration maps the anatomy of the afferent visual pathway and the types of visual field defects that can arise from lesions at various points along this route—from the retina to the occipital cortex. Because visual information travels across the entire axial length of the brain, both ophthalmic and neurological conditions can significantly affect visual function. Understanding these anatomical landmarks helps
Longitudinal phenotypic study of late-onset retinal degeneration due to a founder variant c.562C>A p.(Pro188Thr) in the C1QTNF5 gene Background: Late-onset retinal degeneration (L-ORD) is a rare autosomal dominant retinal dystrophy related to C1QTNF5 gene variants. Materials and methods: Twenty-six patients (21–81 years) with L-ORD due to c.562C>A p.(Pro188Thr) with a mean follow-up time of 8 years (range 1–37 years) underwent an extensive ophthalmic work-up.
Retinofugal projections from melanopsin-expressing retinal ganglion cells revealed by intraocular injections of Cre-dependent virus To understand visual functions mediated by intrinsically photosensitive melanopsin-expressing retinal ganglion cells (mRGCs), it is important to elucidate axonal projections from these cells into the brain. Initial studies reported that melanopsin is expressed only in retinal ganglion cells within the eye. However, recent studies in Opn4-Cre mice revealed
Data for: Regularly occurring bouts of retinal movements suggest an REM sleep–like state in jumping spiders Sleep and sleep-like states are present across the animal kingdom, with recent studies convincingly demonstrating sleep-like states in arthropods, nematodes, and even cnidarians. However, the existence of different sleep phases across taxa is as yet unclear. In particular, the study of rapid eye movement (REM) sleep is still largely centered on terrestrial vertebrates, particularly
Cooperamos UJI pipes dataset Underwater Pipeline Dataset (YOLO Segmentation Format) Dataset Overview This dataset contains annotated underwater images of pipeline components, designed for robotics applications such as subsea inspection, maintenance, and navigation. The dataset was obtained from Roboflow Universe - Yellow Pipes v4 . Labels & Classes The dataset includes the following object classes, each represented with pixel-accurate segmentation masks: tpipe: T-junctions
SuperDARN Grid data in netCDF format (1996-Oct) 1996-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
AMPERE Summary Plot Movies (2009-Oct) 2009-Oct AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details. AMPERE ionosphere magnetosphere convection rst electrodynamics
Roles of gas and heat in a mushy magma chamber The processes that occur in magmatic reservoirs and their surrounding crustal rocks can modulate the triggering, duration, and style of volcanic eruptions. Although magmatic reservoirs are typically modeled as cavities filled with fluid magma, geophysical and petrological observations have long suggested that they likely contain crystal mush, an ensemble of solid crystals and fluid (gas/melt) that reside in interstitial pore spaces. The
AMPERE GRD & IRD Data (2021-Oct) 2021-Oct AMPERE GRD and IRD data. AMPERE IRD files contain hemispheric delta-B observations in global coordinates (geographic and AACGM). Data are blocked into 10-minute 'chunks' at 2-minute resolution for use in the fitting algorithm. Measurements flagged 'bad' in the earlier processing are removed prior to entry in IRD. AMPERE GRD files contain hemispheric delta-B and Birkeland current fits at 2-minute resolution. AMPERE ionosphere magnetosphere convection
English Longitudinal Study of Ageing: Waves 0-9, 1998-2019

The English Longitudinal Study of Ageing (ELSA) 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 are to:

construct waves of accessible and
English Longitudinal Study of Ageing: Waves 1-10, 2002-2023: Population Density for Postcode Sectors: 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.
Data from: A formal FeIII/V redox couple in an intercalation electrode Iron redox cycling between its low-valent oxidation states of FeII and FeIII drives crucial processes in nature. The FeII/III redox couple charge compensates cycling of lithium iron phosphate, a positive electrode (cathode) for lithium-ion batteries. High-valent iron redox couples, involving formal oxidation higher than FeIII, could deliver higher electrochemical potentials and energy densities. However,
East Asian Prehistoric Human-Face Jade Form 15 (EANJ_FACE_15): 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 form (Form ID: EANJ_FACE_15). 1.2 This dataset serves as the foundational research layer of a digital archival initiative for the specimen, providing high-fidelity visual evidence to support morphological analysis,
SuperDARN data in netCDF format (2009-Oct) 2009-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
Comparing V2X and RADAR safety performance in NLOS scenarios Scenario 1: Highway car following in road curve This scenario simulates a highway environment where two vehicles (HV and RV) communicate via V2X and HV is also equipped with radar sensor, while navigating a curved road. The leading remote vehicle (RV) is moving with constant speed and it is intially out of range of HV's radar sensor. Safety metrics such as Time-to-Collision (TTC) are evaluated to analyze the system's performance
SuperDARN Grid data in netCDF format (2004-Oct) 2004-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
Visual opsin gene expression evolution in the adaptive radiation of cichlid fishes of Lake Tanganyika Tuning the visual sensory system to the ambient light is essential for survival in many animal species. This is often achieved through duplication, functional diversification, and/or differential expression of visual opsin genes. Here, we examined 753 new retinal transcriptomes from 112 species of cichlid fishes from Lake Tanganyika to unravel adaptive changes in gene expression at the
Non-invasive quantitative investigation of varnish stratigraphy in historical artifacts using line-field confocal OCT - dataset and code This repository contains the data and the code related to the paper "Non-invasive quantitative investigation of varnish stratigraphy in historical artifacts using line-field confocal OCT", Giulia Galante, Maëlle Vilbert, Laetitia Desvois, Diane Le Corre, Lou Archambault, Laurianne Robinet, Nicolas Saumagne, Marie-Claire Schanne-Klein, Gaël Latour (submitted)
SuperDARN data in netCDF format (2014-Oct) 2014-Oct SuperDARN radar data in netCDF format. These files were produced using versions 2.5 and 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
Data from: Live imaging of SARS-CoV-2 infected airway epithelium cultures SARS-CoV-2 infects the conducting airways, where mucociliary clearance inhibits pathogen penetrance. Mucociliary clearance is a dynamic system, and both the host and the pathogen can influence it. To better understand how SARS-CoV-2 changes MCC, we performed live imaging of infected differentiated primary human bronchial epithelium cultures over multiple days. We used a fluorescent reporter virus and fluorescent
Data from: Awake responses suggest inefficient dense coding in the mouse retina The structure and function of the vertebrate retina have been extensively studied across species with an isolated, ex vivo preparation. Retinal function in vivo , however, remains elusive, especially in awake animals. Here we performed single-unit extracellular recordings in the optic tract of head-fixed mice to compare the output of awake, anesthetized, and ex vivo retinas. While the visual response properties
DNA demethylation is a driver for chick retina regeneration Cellular reprogramming resets the epigenetic landscape to drive shifts in transcriptional programmes and cell identity. The embryonic chick can regenerate a complete neural retina, after retinectomy, via retinal pigment epithelium (RPE) reprogramming in the presence of FGF2. In this study, we systematically analysed the reprogramming competent chick RPE prior to injury, and during different stages of reprogramming. In addition to
Progressive corneal ectatic disease in pregnancy Pregnancy influences ocular changes which may exacerbate existing or develop new pathology. This review summarises the existing evidence on the association between pregnancy and progressive keratoconus or iatrogenic keratectasia. Ten online databases were searched systematically. Eligible studies were published in English and reported objective ophthalmic outcomes for women with evidence of (i) a new diagnosis of keratoconus, (ii) keratoconus
Data for: Intermittent flow paths in biofilms grown in a microfluidic channel

Content:

This dataset includes images of 10 different biofilm growth experiments to observe intermittent flow paths in a microfluidic channel.
User Generated Content (EOL v2): user-preferred comnames https://eol-jira.bibalex.org/browse/DATA-1726 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
Doodleverse/Segmentation Zoo/Seg2Map Res-UNet models for segmentation of buildings of RGB 1024x1024 high-res. images Doodleverse/Segmentation Zoo/Seg2Map Res-UNet models for segmentation of buildings of RGB 1024x1024 high-res. images Models have been created using Segmentation Gym* using the following dataset**: https://github.com/FrontierDevelopmentLab/multi3net These Residual-UNet model data are based on 1m spatial footprint images and associated labels of buildings in Houston.
Doodleverse/Segmentation Zoo/Seg2Map Res-UNet models for CoastTrain/8-class segmentation of RGB 768x768 NAIP images Doodleverse/Segmentation Zoo/Seg2Map Res-UNet models for CoastTrain 8-class segmentation of RGB 768x768 NAIP images These Residual-UNet model data are based on Coast Train images and associated labels. https://coasttrain.github.io/CoastTrain/docs/Version%201:%20March%202022/data Models have been created using Segmentation Gym* using the following dataset**:
Supplementary Material for: Efficacy of Faricimab in Neovascular Age-Related Macular Degeneration: A Single-Arm Systematic Review and Meta-Analysis Purpose: To evaluate the efficacy of faricimab in neovascular age-related macular degeneration (nAMD). Methods: This systematic review and meta-analysis was performed according to the PRISMA guidelines to identify studies assessing faricimab in nAMD. Primary outcomes included visual acuity, central macular thickness (CMT), and dry macula rate.
A 3D Adult Zebrafish Brain Atlas (AZBA) for the Digital Age Zebrafish have made significant contributions to our understanding of the vertebrate brain and the neural basis of behavior, earning a place as one of the most widely used model organisms in neuroscience. Their appeal arises from the marriage of low cost, early life transparency, and ease of genetic manipulation with a behavioral repertoire that becomes more sophisticated as animals transition from larvae to adults. To further enhance
Amacrine cells differentially balance zebrafish colour circuits in the central and peripheral retina In vertebrate vision, the feature-extracting circuits of the inner retina are driven by photoreceptors whose outputs are already pre-processed. In zebrafish, for example, outer retinal circuits split "colour" from "greyscale" information across all four cone-photoreceptor types. How does the inner retina process this incoming spectral information while also combining cone signals to shape new
Data from: Inhibition behavior of mild steel by three new benzaldehyde thiosemicarbazone derivatives in 0.5 M H2SO4: Experimental and computational study Three new benzaldehyde thiosemicarbazone derivatives namely benzaldehyde thiosemicarbazone (BST), 4-carboxyl benzaldehyde thiosemicarbazone (PBST) and 2-carboxyl benzaldehyde thiosemicarbazone (OCT) were synthesized and their inhibition effects on mild steel corrosion in 0.5 M H2SO4 solution were studied systematically using gravimetric and
Orbital and ocular adnexal histiocytic tumors; a multidisciplinary literature review To review and update the clinical presentation, pathology, treatment strategies, and follow-up of the orbital and ocular adnexal histiocytic tumors. The review included the publications in English literature up to January 2024. Out of 263 screened publications, 73 studies on Langerhans cell histiocytosis (LCH), juvenile and adult onset xanthogranuloma (JXG, AOXG), Erdheim-Chester disease (ECD), Rosai-Dorfman
CUG_MISDataset The effective and rapid acquisition of wide-area mine occupation information is crucial for ecological geo-environmental protection and sustainable development. We constructed a dataset using Hubei Province as the research area to address the lack of a remote sensing instance segmentation dataset for mining land occupation (CUG_MISDataset). The CUG_MISDataset comprises 1426 image blocks and more than 3000 instances, covering all 150 types of mines found in China’s Hubei province.
Carinthia-S dataset The Carinthia-S dataset is an enhanced version of the original publicly available Carinthia dataset (refer to the "Additional details" section), augmented with expert-validated binary segmentation masks for each defect image. It contains Scanning Electron Microscope (SEM) images of defects observed on a single production layer of unstructured semiconductor wafers, along with their corresponding segmentation masks. The dataset comprises 4,591 images, each paired with a
Data for: Of the first five US states with food waste bans, Massachusetts alone has reduced landfill waste Diverting food waste from landfills is crucial to reducing emissions and meeting Paris Agreement targets. Between 2014 and 2024, nine US states banned commercial waste generators---such as grocery chains---from landfilling food waste, expecting a 10–15% waste reduction. However, no evaluation of these bans exists. We compile a comprehensive waste dataset covering 36 US states between
Gene regulatory networks controlling vertebrate retinal regeneration For the remaining split tarballs 2,3,5-9, please see below for each: https://westus.dl.azure.dnanex.us/F/D/XPFkPpYk76kVy7qqvGVx6VjF4KfzGYG4GpvZj3x0/NorteDame_data2.tar.gz https://westus.dl.azure.dnanex.us/F/D/jP1YK0vF96JVG7Bf2F8B9BZ50QY45zQ4pV02XPg6/NorteDame_data3.tar.gz https://westus.dl.azure.dnanex.us/F/D/JXg3Y4BgjFz9q87Kpvf5J7V2J6B6qzKZYfFJk3vK/NorteDame_data5.tar.gz
Base of a medieval Easter candlestick The two Lions are the base of a spiral Easter candlestick. The inscription: CRUDELES OPE indicates the author of the work. The date of the completion of the candelabrum is on the rights side: AD MCCXLV MEN(SIS) OCT (OBRIS) DIE ULTIMA. The work is to be attributed to a cosmatesque School and is situated in the cathedral of Terracina, ITaly Source: Objaverse 1.0 / Sketchfab
Data_Evaluation of Deep Learning Based Segmentation Methods for Industrial Burner Flames The publicated files contain data related to the research article with the title Evaluation of Deep Learning Based Segmentation Methods for Industrial Burner Flames. It contains raw image data, segmentation results and a matlab script for visualization and its derived figures. Flame Segmentation Image processing Convolutional Neural Networks Instance Segmentation
Data from: Diethylcarbamazine elicits calcium signals in HEK293 cells by activation of heterologously expressed Brugia malayi TRP-2b channels Diethylcarbamazine is a classic anthelmintic that is used for the prevention and treatment of lymphatic filariasis. The mode of action of diethylcarbamazine is still not well understood, with the consensus that it acts on the host immune system, rather than directly acting on the adult parasite. Recent studies have found that
Data Set for 'Self-Supervised Machine Learning for Live Cell Imagery Segmentation' Self-supervised machine learning code and data for segmenting live cell imagery (Matlab) Running the Code SSL_Demo_2.m : main program for self-supervised machine learning segmentation SSL_Declumping_2.m : main program for declumping application (applied to output of SSL_Demo_2.m) This Matlab code is designed to be used with time-resolved live cell microscopy images (tiffs) for the automated
User Generated Content (EOL v2): user activity collections https://eol-jira.bibalex.org/browse/DATA-1780 Data as of Oct 28, 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
Neural mechanisms to incorporate visual counterevidence in self movement estimation In selecting appropriate behaviors, animals should weigh sensory evidence both for and against specific beliefs about the world. For instance, animals measure optic flow to estimate and control their own rotation. However, existing models of flow detection can be spuriously triggered by visual motion from external movements. Here, we show that stationary patterns on the retina, which constitute evidence
CIL:45002, Philodina roseola, oocyte. In Cell Image Library This is a live image of the bdelloid rotifer Philodina roseola under 20x magnification. Bdelloid rotifers are microscopic freshwater invertebrates best known for their capacity to undergo frequent cycles of desiccation and rehydration, their long-term asexuality, which is manifested in the absence of males and meiosis, and the ability to capture foreign genetic material at levels unprecedented in metazoans. This image of an adult
Doodleverse/Segmentation Zoo/Seg2Map Res-UNet models for CoastTrain/5-class segmentation of RGB 768x768 NAIP images Doodleverse/Segmentation Zoo/Seg2Map Res-UNet models for CoastTrain 5-class segmentation of RGB 768x768 NAIP images These Residual-UNet model data are based on Coast Train images and associated labels. https://coasttrain.github.io/CoastTrain/docs/Version%201:%20March%202022/data Models have been created using Segmentation Gym* using the following dataset**:
1762 Dunbar Parish Kirk Headstone Headstone within burial ground at Dunbar Parish Kirk, Dunbar, East Lothian, Scotland The start of the inscription states: **Here lies the body of William Cumming and also his spouse Jean he died February the 19th the year 1762 aged 76 years. She died 16th Oct 1776.** Source: Objaverse 1.0 / Sketchfab
Association of peripheral blood cell traits with age-related macular degeneration: insights from genetic and clinical studies (Supplementary Figures/Tables) This dataset serves as supplementary material for a study integrating Mendelian randomization (MR) with clinical research, aiming to investigate the causal relationship between peripheral blood cell characteristics and the risk of age-related macular degeneration (AMD). The data encompass characteristics of genetic instrumental variables