fairdataihub/envision-eye-imaging-training-data huggingface dataset:
FAOSTAT AgLU data Archive for gcamfaostat v1.0.1 (Download Oct 16 2024) This repository contains data files needed to run the gcamfaostat (v1.0.1) package. All the data are publicly available from FAOSTAT and they are downloaded from FAOSTAT in October 2024. This repo serves as an archive of the source data as FAOSTAT continues updating the data. Note that the zip files provide a snapshot of FAOSTAT data since the historical data may also be revised by FAO. These data should be placed in
English Longitudinal Study of Ageing: Waves 1-10, 2002-2023: Census 2001 Lower Layer Super Output Areas: 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
Data from: Oxidative stress in the retina and retinal pigment epithelium (RPE): role of aging, and DJ-1 High levels of oxidative radicals generated by daily light exposure and high metabolic rate suggest that the antioxidant machinery of the retina and retinal pigment epithelium (RPE) is crucial for their survival. DJ-1 is a redox-sensitive protein that has been shown to have neuroprotective function in the brain in Parkinson's disease and other neurodegenerative diseases. Here, we analyzed the
Doodleverse/Segmentation Zoo/Seg2Map Segformer models for Chesapeake/7-class segmentation of RGB 512x512 high-res. images Doodleverse/Segmentation Zoo/Seg2Map Segformer models for Chesapeake/7-class segmentation of RGB 512x512 high-res. images These Segformer model data are based on Chesapeake Land Cover images and associated labels. Models have been created using Segmentation Gym* using the following dataset**: https://lila.science/datasets/chesapeakelandcover Image size used by
Data from the article "DTL-IceNet: A Dual-Task Learning Architecture with Multi-Scale Fusion Mechanisms for Enhanced Ice Detection on Transmission Lines" Description of the data and file structure example_icing_images: This dataset contains images of transmission line icing of various types, used for ice layer recognition and thickness detection tasks. Ice_code: The above code is a semantic segmentation model based on the ground truth image of the power grid ice-covered line. By combining
Data from: Presynaptic Nrxn3 is essential for ribbon-synapse maturation in hair cells Hair cells of the inner ear and lateral-line system rely on specialized ribbon synapses to transmit sensory information to the central nervous system. The molecules required to assemble these synapses are not fully understood. We show that Nrxn3, a presynaptic adhesion molecule, is critical for ribbon-synapse maturation in hair cells. In both mouse and zebrafish models, loss of Nrxn3 results in
AMPERE GRD & IRD Data (2010-Oct) 2010-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
Comprehensive study of antimicrobial polycaprolactone/clay nanocomposite films: preparation, characterization, properties and degradation in simulated body fluid Even though the biodegradability of polycaprolactone (PCL) and its nanocomposites is lower compared to other biodegradable polyesters, this property and good biocompatibility are used for development of materials for drug delivery with a long-term effect. We prepared novel PCL/clay nanocomposite films with antimicrobials chlorhexidine
Comparison of antimicrobial resistance genes on the ocular surface of patients with corneal infections in California and Malawi Background: Antimicrobial resistance (AMR) determinants on the ocular surface may contribute to poor treatment responses. Results: Mutations conferring macrolide resistance were present on the ocular surface in 58% (95% CI 44 to 71%) of the participants in Malawi and 32% (95% CI 20 to 46%) of the participants in San Francisco. Amino-glycosides resistance genes
Socioeconomic status and decreasing incidence of ocular injuries in Bosnia and Herzegovina Purpose: To examine the epidemiologic and clinical characteristics of ocular injuries and their association with socioeconomic status (SES). Material and Methods: All cases of ocular injuries hospitalized in Department of Ophthalmology of University Clinical Center Tuzla, Bosnia and Herzegovina, from January 2009 to December 2012 and January 2017 and December 2019 were prospectively followed. The
zfekete2/10.1080-00268970701598089: v0.92-beta Supplementary material for DOI:10.1080/00268970701598089 Fekete ZA, Hoffmann EA, Körtvélyesi T, Penke B. Harmonic vibrational frequency scaling factors for the new NDDO Hamiltonians: RM1 and PM6. Molecular Physics. 2007 Oct 10;105(19-22):2597-605. https://scholar.google.com/scholar?hl=en&as_sdt=0%2C5&q=%22Harmonic+vibrational+frequency+scaling+factors+for+the+new+NDDO+Hamiltonians%3A+RM1+and+PM6.%22&btnG= This release has minor
Circuit mechanisms underlying embryonic retinal waves Spontaneous activity is a hallmark of developing neural systems. In the retina, spontaneous activity comes in the form of retinal waves, comprised of three stages persisting from embryonic day 16 (E16) to eye opening at postnatal day 14 (P14). Though postnatal retinal waves have been well characterized, little is known about the spatiotemporal properties or the mechanisms mediating embryonic retinal waves, designated Stage 1 waves. Using a
Image Segmentation This is a proof of concept dataset collected using the method introduced in the following publication. See details here : https://arxiv.org/abs/2301.07807 visual segmentation, uncertainty, natural images
Orbit Image Analysis: An open-source whole slide image analysis tool This is a whole slide image (WSI) dataset for glomeruli segmentation on kidney tissue, in total 88 images. The train-set (58 images) and test-set (32 images) has been used in the publication "Orbit Image Analysis: An open-source whole slide image analysis tool" to train and test the glomeruli segmentation model. whole slide images (WSI) image analysis glomeruli
bioimage.io upload: ilastik/stardist_dsb_training_data View on bioimage.io # DSB Nucleus Segmentation Training Data Nucleus Segmentation Training Data Traning data for instance segmentation of nuclei. This data is a subset of the data from the 2018 Kaggle Data Science Bowl dataset for nucleus segmentation . This subset has been used for training the StarDist nucleus segmentation model and other nucleus segmentation models on bioimagei.io. backup.bioimage.io bioimage.io
Neural event segmentation of continuous experience in human infants How infants experience the world is fundamental to understanding their cognition and development. A key principle of adult experience is that, despite receiving continuous sensory input, we perceive this input as discrete events. Here, we investigate such event segmentation in infants and how it differs from adults. Research on event cognition in infants often uses simplified tasks in which (adult) experimenters help solve
NMR spectroscopy-based metabolomics of organotypic retinal explants The retina consumes massive amounts of energy, yet its metabolism and substrate exploitation remain poorly understood. Here, we used a murine explant model to manipulate retinal energy metabolism under entirely controlled conditions and utilized 1 H-NMR spectroscopy-based metabolomics, in situenzyme detection, and cell viability readouts to uncover the pathways of retinal energy production. Our experimental manipulations
Supplementary Material for: Levonorgestrel as a Potential Trigger of Acute Bilateral Central Serous Chorioretinopathy: Case Report This is a first ever report describing a case of acute bilateral central serous chorioretinopathy which developed shortly after the consumption of levonorgestrel as emergency contraception. A 27-year-old female patient visited the emergency department of the clinic due to diminished visual acuity in both eyes. She had taken a single pill of levonorgestrel (1.5 mg)
Rain stable water isotope data from a network of stations around Peru during 2024 wet season

This data repository was produced with support from NSF award #2403869 "RAPID: Measuring the
Playground biodiversity and preschool children well-being This repository contains data related to an interdisciplinary study on playgrounds, looking at both playground vegetation and the well-being of pre-school children using those playgrounds. This project was funded by and initiated at the Institute for Landscape Planning and Ecology (ILPÖ) of the University of Stuttgart, Germany. Data was collected by ILPÖ. The project was finalised in collaboration with the Swiss Federal Institute for
East Asian Prehistoric Human-Face Jade Form 17 (EANJ_FACE_17): High-Resolution Digital Documentation of Morphology, Perforations, Surface Evolution, and Tool Traces 1. Core Statement 1.1 This record contains high-resolution original visual data of a single jade object with a human-face–like form (Form ID: EANJ_FACE_17). 1.2 This dataset constitutes the foundational research layer of the object’s digital archival project, providing high-fidelity visual evidence to support morphological
Data from: A real data-driven simulation strategy to select an imputation method for mixed-type trait data Missing observations in trait datasets pose an obstacle for analyses in myriad biological disciplines. Considering the mixed results of imputation, the wide variety of available methods, and the varied structure of real trait datasets, a framework for selecting a suitable imputation method is advantageous. We invoked a real data-driven simulation strategy to select an imputation
NEATmap: a high-efficiency deep learning approach for whole mouse brain neuronal activity trace mapping Here are some demo datasets for validating the NEATmap pipeline for high-efficiency whole brain c-Fos + cell automated segmentation and quantitative analysis, including: BrainImage_group.zip.001-007: Validation of NEATmap for automated segmentation and quantitative analysis of mouse whole-brain c-Fos activity images (in Forced Swimming Test). Segmentation_result.zip: Figure 1a,
DeepProjection: Specific and robust projection of curved 2D tissue sheets from 3D microscopy using deep learning The efficient extraction of image data from curved tissue sheets embedded in volumetric imaging data remains a serious and unsolved problem in quantitative studies of embryogenesis. Here we present DeepProjection (DP), a trainable projection algorithm based on deep learning. This algorithm is trained on user-generated training data to locally classify the 3D stack content and rapidly
Supplementary datasets for: Polymorphic short tandem repeats make widespread contributions to blood and serum traits Short tandem repeats (STRs) are genomic regions consisting of repeated sequences of 1-6bp in succession. Single nucleotide polymorphism (SNP) based genome-wide association studies (GWAS) do not fully capture STR effects. To study these effects, we imputed 445,720 STRs into genotype arrays from 408,153 White British UK Biobank participants and tested for association with 44
User Generated Content (EOL v2): user comments https://eol-jira.bibalex.org/browse/DATA-1732 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
AMPERE Summary Plot Movies (2014-Oct) 2014-Oct AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details. AMPERE ionosphere magnetosphere convection rst electrodynamics
Raw results of the numerical experiments performed to evaluate different MAC schemes for LoRaWAN networks This zip file contains the scripts, gnuplot and data files needed to generate the figures showing the numerical results presented in [1]. [1] S. Herrería-Alonso, A. Suárez-González, M. Rodríguez-Pérez and C. López-García, "Enhancing LoRaWAN scalability with Longest First Slotted CSMA," in Computer Networks , vol. 216, article number 109252, Oct. 2022, doi: 10.1016/j.comnet.2022.109252.
BINOCULAR AND MONOCULAR DIPLOPIA: DIFFERENTIAL DIAGNOSIS Diplopia, commonly referred to as double vision, is a clinical manifestation that may arise from a variety of ocular, neuromuscular, and neurological disorders. The condition is classified into monocular and binocular diplopia, each with distinct etiologies and clinical implications. Monocular diplopia occurs when double vision persists in one eye, typically resulting from refractive errors, lens abnormalities, corneal irregularities, or
SuperDARN data in netCDF format (2006-Oct) 2006-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
Radarcape ADS-B messages captured by antenna installed at the roof of the EETAC during Nov'2023 Messages collected from the ADS-B antenna at the roof of the EETAC-UPC school at Castelldefels, Barcelona, from 15th of Sep 2023 to 31st of Oct 2023 ATM ABS-B Radarcape Radar
Test data for Voronoi segmentation tutorial: Segmentation Test material for the GTN tutorial titled 'Voronoi segmentation': https://zenodo.org/records/15172302
Data for: Small metabolites vary in sow milk across the course of lactation, while Moringa supplementation and cooling sows exposed to heat stress conditions have limited effects

The data provided here are
Dataset associated with Time-Reflection of Microwaves by a Fast Optically-Controlled Time-Boundary

When an electromagnetic wave propagates in a medium whose properties are varied abruptly in time, the wave experiences refractions and reflections known as time-refractions and time-reflections, both manifesting spectral translation as a consequence of the abrupt change of the medium and the conservation of momentum. However, while the time-refracted wave continues to propagate with the
Algas perifíticas asociadas a fuentes hídricas del corregimiento de Capurganá, municipio de Acandí. 2015 La conservación de los ríos y quebradas como fuentes principales de abastecimiento para las comunidades incluye ciertas medidas de gestión que deben ser consideradas con el propósito de mantener las propiedades características del ecosistema, tales como la evaluación de la diversidad de especies, la estructura de la comunidad, el flujo de energía, los ciclos biogeoquímicos y la regulación u
jrc_mus-kidney organelle predictions A collection of ground truth data, raw predictions, and refined predictions performed on a mouse kidney FIB-SEM dataset.This dataset captures a region within the mouse renal cortex that includes several structures of physiological significance. The data set contains profiles of two glomeruli, which are situated towards the front and back ends of the image stack. Within each glomerulus are glomerular capillaries, podocyte epithelial cells and the cells of
VAT 21830 - RTI dataset The dataset comprises the RTI-data of the cuneiform tablet VAT 21830 (N5:112). 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
National Studies of Physicians from Twenty-four Medical and Surgical Specialties, 1976-1978 This study was conducted in order to gather detailed specialty-specific data for most of the physician population of the United States. Each member of sample groups of physicians in each of 24 specialty areas completed numerically coded "log diaries" (self-enumerated questionnaires) over the course of one week during the survey data gathering period of 1976-1978. With the information obtained from the
Torin 1 alleviates impairment of TFEB-mediated lysosomal biogenesis and autophagy in TGFBI (p.G623_H626del)-linked Thiel-Behnke corneal dystrophy Thiel-Behnke corneal dystrophy (TBCD) is an epithelial-stromal TGFBI dystrophy caused by mutations in the TGFBI (transforming growth factor beta induced) gene, though the underlying mechanisms and pathogenesis of TBCD are still obscure. The study identifies a novel mutation in the TGFBI gene (p.Gly623_His626del) in a TBCD
Architectures The dataset used in this paper is a set of 4 architectures: AMD Ryzen 7, Fujitsu ARM A64FX, NVIDIA A100, and NVIDIA RTX3080. CPU Computer Architecture GPU
Doodleverse/Segmentation Zoo/Seg2Map Res-UNet models for FloodNet/10-class segmentation of RGB 1024x768 UAV images Doodleverse/Segmentation Zoo/Seg2Map Res-UNet models for FloodNet/10-class segmentation of RGB 1024x768 UAV images These Residual-UNet model data are based on [FloodNet](https://github.com/BinaLab/FloodNet-Challenge-EARTHVISION2021) images and associated labels. Models have been created using Segmentation Gym* using the following dataset**:
Comparative study between intravitreal ranibizumab and triamcinolone treatment of diabetic macular edema as regard to optical coherence tomography changes and visual acuity Abstract Objectives: To compare the effect of intravitreal Ranibizumab (0.3mg) and Triamicinolone (4mg) on different parameters in spectral domain OCT and their relation to visual acuity of patients with diabetic macular edema. Methods: This study is designed as a prospective randomized study. Patients were randomly divided
AMPERE GRD & IRD Data (2020-Oct) 2020-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
Data from: Seeing in the dark: Using thermal imaging to directly observe nocturnal migration Nocturnal migration has fascinated and puzzled ornithologists for centuries. Today, using technologies from weather surveillance radar to multi-sensor geolocators, we can study the continental magnitude of these flights and the intricate details of individual journeys. Yet, we still lack a way to directly observe migrants, hampering our ability to understand migration at the individual and species
Data for: Chronic exposure to odors at naturally occurring concentrations triggers limited plasticity in early stages of Drosophila olfactory processing In insects and mammals, olfactory experience in early life alters olfactory behavior and function in later life. In the vinegar fly Drosophila, flies chronically exposed to a high concentration of a monomolecular odor exhibit reduced behavioral aversion to the familiar odor when it is re-encountered. This change in olfactory behavior has
Comparison of mass spectrometry and Fourier transform infrared spectroscopy of plasma samples in identification of patients with fracture-related infections

This dataset contains raw data on protein abundances obtained through mass spectrometry (MS) and absorbance spectra from Fourier transform infrared (FTIR) spectroscopy of dried film plasma
SuperDARN Grid data in netCDF format (2019-Oct) 2019-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
Sample IDC DICOM image data for validation of mHUB model msk_smit_lung_gtv (MSKCC CT_Lung_SMIT GTV Segmentation)
Deep-tissue label-free quantitative optical tomography Deep-tissue label-free quantitative optical tomography Jelle van der Horst, Anna K. Trull, and Jeroen Kalkman The data sets, software, and figures accompany the publication: "Deep-tissue label-free quantitative optical tomography", Optica 7, 1682 (2020) https://doi.org/10.1364/OPTICA.397549	calc_hilbert_cor.m, corrects OCT data for dispersion	cascade_measurement.m, analysis of OCT reference data
The botanical legacy of Martinus Houttuyn (1720 - 1798) in Geneva This dataset contains the digitized treatments in Plazi based on the original journal article Wijnands, Dirk Onno, Heniger, Johannes, Veldkamp, Jan Frederik, Fumeaux, Nicolas, Callmander, Martin W. (2017): The botanical legacy of Martinus Houttuyn (1720 - 1798) in Geneva. Candollea 72 (1): 155-198, DOI: 10.15553/c2017v721a11AbstractWIJNANDS, D.O.†, J. HENIGER, J.F. VELDKAMP, N. FUMEAUX & M.W. CALLMANDER (2017). The botanical
Manual segmentation and classification dataset The archive contains 2 datasets for the Special issue "Neuroinformatics and Signal Processing" https://www.mdpi.com/journal/brainsci/special_issues/Neuroinformatics_Signal A segmentation dataset demonstrating Active Segmentation. The image is taken from the ISIBI 2012 dataset. A classification dataset - HeLa cells
Data from: Cambrian origin of the CYP27C1-mediated vitamin A1-to-A2 switch, a key mechanism of vertebrate sensory plasticity The spectral composition of ambient light varies across both space and time. Many species of jawed vertebrates adapt to this variation by tuning the sensitivity of their photoreceptors via the expression of CYP27C1, an enzyme that converts vitamin A1 into vitamin A2, thereby shifting the ratio of vitamin A1-based rhodopsin to red-shifted vitamin A2-based porphyropsin in
Support data for "Targeting myoferlin by 6-shogaol inhibition regulates hyperglycemia-induced retinal vascular dysfunction" Diabetic retinopathy (DR), a common microvascular complication of diabetes mellitus, remains a leading cause of blindness in middle-aged and elderly populations. The current therapies like intravitreal injections of anti-vascular endothelial growth factor (anti-VEGF) and vitrectomy surgery are invasive treatments with risks and discomfort for patients, highlighting the
East Asian Prehistoric Human-Face Jade Form 12 (EANJ_FACE_12): High-Resolution Digital Documentation of Morphology, Perforations, Surface Evolution, and Tool Traces 1. Core Statement 1.1 This record contains high-resolution original visual data of a jade object in the form of a human face (Form ID: EANJ_FACE_12). 1.2 As a foundational research component of the digital archiving initiative for this specimen, the dataset provides high-fidelity visual evidence to support morphological analysis,
Corn-Soy Data Layer Dataset Abstract: Field-level monitoring of crop types in the United States via the Cropland Data Layer (CDL) has played an important role in improving production forecasts and enabling large-scale study of agricultural inputs and outcomes. Although CDL offers crop type maps across the conterminous US from 2008 onward, such maps are missing in many Midwestern states or are uneven in quality before 2008. To fill these data gaps, we used the now-public Landsat archive and