fairdataihub/envision-eye-imaging-training-data huggingface dataset:
SuperDARN data in netCDF format (2005-Oct) 2005-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
Microhabitat partitioning correlates with opsin gene expression in coral reef cardinalfishes (Apogonidae) Fish are the most diverse vertebrate group, and they have evolved equally diverse visual systems, varying in terms of eye morphology, number and distribution of spectrally distinct photoreceptor types, visual opsin genes and opsin gene expression levels. This variation is mainly due to adaptations driven by two factors: differences in the light environments and behavioural tasks.
SuperDARN Grid data in netCDF format (2006-Oct) 2006-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
Topic Model October 2023 (200 texts, 40 topics) Topic Model of the MiMoText roman18 corpus (Oct 2023) topic modeling literature enlightenment novels french
Shape matters: The relationship between cell geometry and diversity in phytoplankton We compiled the most comprehensive data set of phytoplankton and other marine protists in terms of sizes, shapes, genus, and species names. Samples were obtained from seven globally distributed marine areas: Baltic Sea, North Atlantic (Scotland), Mediterranean Sea (Greece and Turkey), Indo-Pacific (the Maldives), South-western Pacific (Australia), Southern Atlantic (Brazil). See details in Ryabov et al
rwave-4096 - Retinal Wave Dataset 4096 classes of retinal waves, 2000 images per class.	4096_split.tar.gz: Images split into train/test/val sets (80%/10%/10%).	4096_info.zip: Retinal Wave Simulator Parameters per Class. Generated using Retinal Wave Simulator https://github.com/BennyCa/Retinal-Wave-Simulator adapted from https://swindale.ecc.ubc.ca/home-page/software/retinal-wave-models/ Used in project Retinal Waves for Pre-Training Artificial Neural Networks Mimicking Real
Moybologue Bullaun Stone Transept Wall Possible small Bullaun Stone built into the exterior east wall of the South Transept of Moybologue old Church, Relaghbeg, Co. Cavan. Photographs taken 06 Oct 2018 using a Nikon DS200. Model processed 07 Oct 18 using AgiSoft Photoscan Standard Edition version 1.4.2 build 6205 (32 bit) Source: Objaverse 1.0 / Sketchfab
Supplementary Material for: A Novel GUCY2D Frameshift Deletion Identified in a Patient with Leber Congenital Amaurosis 1: A Case Report Introduction: This study aimed to describe the clinical characteristics of a 1-year-old male patient with Leber congenital amaurosis type 1 (LCA1) and investigate the genetic variations underlying his symptoms. Case Presentation: A comprehensive medical history of the patient was obtained with thorough examinations via mydriatic optometry, fundus photography,
Layer Cake Niterói Contemporary Art Museum, Oscar Niemeyer, 1996 Parc de la Villette, Bernard Tsuchmi, 1998 La Llotja Theatre, Mecanoo, 2010 Ariston Hotel, Marcel Breuer, 1948 Torre Velasca, BBPR, 1954 Source: Objaverse 1.0 / Sketchfab
East Asian Prehistoric Human-Face Jade Form 21 (EANJ_FACE_21): 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 with a human-face form (Form ID: EANJ_FACE_21). 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 analysis,
Sagebrush vegetation response to experimental drought These data are from the research project Drought and Sagebrush: Management Implications, conducted by Kerry Byrne and Kristen Kaczynski from 2016 - 2020. The dataset contains research results related to species composition, forb density, and above and belowground net primary production in response to four years of experimental drought using rainout shelters and control plots. We used rainfall shelters to create a 1-in-100-year drought
Supplementary Material for: Retinal Nerve Fiber Layer Thickness Changes in the Pseudoexfoliation Syndrome: A Meta-Analysis of Case-Control Studies Purpose: To evaluate and compare changes in retinal nerve fiber layer (RNFL) thickness in patients with the pseudoexfoliation syndrome (PXS) and healthy controls. Methods: Case-control studies were selected through an electronic search of the Cochrane Controlled Trials Register, PubMed, and Embase. Results were
Segmentation Method for Pathological Brain Tumor and Accurate Detection using MRI —Image segmentation is challenging task in field of medical image processing. Magnetic resonance imaging is helpful to doctor for detection of human brain tumor within three sources of images (axil, corneal, sagittal). MR images are nosier and detection of brain tumor location as feature is more complicated. Level set methods have been applied but due to human interaction they are affected so appropriate contour
Tombos Pre-adult Data

In many archaeological sites in the Nile Valley of Northeast Africa, pre-adult burials are severely underrepresented due to differential burial practices, variable preservation, differential excavation, and curation practices.
The role of meibomian gland dysfunction on the development of dry eye disease in patients with facial nerve palsy ABSTRACT Purpose: To investigate whether meibomian gland dysfunction is the cause of dry eye in facial nerve palsy and to identify the possible relationship between the grades and durations of facial nerve palsy and meibomian gland dysfunction. Methods: This prospective observational study included 63 patients with unilateral facial nerve palsy. Facial nerve function and severity
Reliable reconstruction of cricket song from biophysical models and preserved specimens Predicting the function of a biological structure solely from its morphology can be a very powerful tool in several fields of biology, but especially in evolutionary reconstruction. In the field of invertebrate acoustic communication, reconstructing the acoustic properties of sound-producing forewings in crickets has been based on two very divergent methods, finite element modelling (FEM) and
Activity and retinoic acid drive hair cell spatial patterning in the zebrafish utricle The zebrafish vestibular otolith organs, like those of other vertebrate species, are organized into central (striolar) and peripheral (extrastriolar) zones that drive different vestibular circuits. How and when these hair cell patterns develop in the zebrafish is unknown. We determined that early-developing hair cells (<36 hours) expressed both striolar and extrastriolar transcriptomic markers. After
Genotype-phenotype associations in CRB1 bi-allelic patients: a novel mutation and a systematic review Purpose: Searched for novel bi-allelic CRB1 mutations, then analyzed the CRB1 literature at the genotypic and phenotypic levels from 439 patients worldwide. Approach: We screened various variables such as the CRB1 mutation types, domains, exons, and genotypes and their relation with specific ocular phenotypes. An emphasis was given for the bi-allelic missense and nonsense mutations because
Supplementary Material for: The Hole Story: Spontaneous Closure After Reopening Introduction We report a case of spontaneous closure after early reopening of a previously successfully treated macular hole (MH). Case Presentation A 73-year-old patient presented with visual acuity of 20/100 and complained of defective vision. Examination and investigations confirmed a full-thickness MH. Surgical intervention led to complete closure of the hole on OCT within 5 days. However, the patient reported
Selection drives divergence of eye morphology in sympatric Heliconius butterflies When populations experience different sensory conditions, natural selection may favor sensory system divergence, affecting peripheral structures and/or downstream neural pathways. We characterized the outer eye morphology of sympatric Heliconius species from different forest types and their first-generation reciprocal hybrids to test for adaptive visual system divergence and hybrid disruption. In Panama,
Data from: Targeted checkpoint control of B cells undergoing positive selection in germinal centers by follicular regulatory T cells Follicular regulatory T cells (Tfr) can play opposite roles in the regulation of germinal center (GC) responses. Depending on the studies, Tfr suppress or support GCs and B cell affinity maturation. However, which factors determine positive versus negative effects of Tfr on the GC B cells is unclear. In this study we show that GC centrocytes that express MYC
AMPERE GRD & IRD Data (2012-Oct) 2012-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
SuperDARN data in netCDF format (1998-Oct) 1998-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
AMPERE GRD & IRD Data (2014-Oct) 2014-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
Segmentation Uncertainty This data includes: Torso.zip including torso geometry and electrode positions vent-1..10.vtk the original segmentations corresponding to one single patient shape-models.zip 261 shape models derived from the original segmentations StimProtocols coordinates of the stimulation sites EikonalSim.zip eikonal simulations on shape models % stimProtocol pseudoECGs_ShapeModels.zip computed body surface potentials for each shape model % stimProtocol
OCT 3D images A collection of 900 3D OCT images (10 kidneys X 3 tissue types per kidney X 30 3D images per tissue per kidney). 10 fresh porcine kidneys and exposed three renal tissues (i.e., cortex, medulla, and calyx) from each kidney for imaging using a forward-viewing OCT system.
Planteome/CO_324-sorghum-traits: August 2023 Release- For Planteome Release V5 Sorghum TDv5 - Oct 2019- Updated January 2024 with the Traits of 1000Farms project trials using comparative ranking by farmers method
CIL:11643, Carassius sp. U8MN, saccular macula. In Cell Image Library Figure 327 from Chapter 13 (Cilia and Flagella) of 'The Cell' by Don W. Fawcett M.D. Longitudinal section of the apex of a hair cell from the saccular macula of the goldfish. The stereocilia are seen in longitudinal section, the sensory hairs are narrower at their base and contain a large number of parallel filaments that converge into a dense bundle in the narrow basal region of the hair and then diverge again as they
Grid-to-Grid model estimates of river flow for Northern Ireland driven by observed data (1980 to 2011) Gridded hydrological model river flow estimates on a 1km grid over Northern Ireland for the period Dec 1980 - Nov 2011. The dataset includes monthly mean river flow, annual maxima of daily mean river flow (water years Oct - Sept) and annual minima of 7-day mean river flow (years spanning Dec-Nov) (units: m3/s). The data are provided in gridded netCDF files. There is one file for each
Human Colorectal Tissue OCT Dataset: Neoplastic and Non-Neoplastic Samples from Chorioallantoic Membrane (CAM) Assays A commercial OCT system (Telesto II-1325 LR spectral domain OCT (SD-OCT)) was used to imaging two colon cell lines implanted in a chick embryo chorioallantoic membrane (CAM) assay. This is a high-performance imaging system designed for in vivo and ex vivo imaging of biological tissues. The CAM is a highly vascularized extra-embryonic membrane connected to the developing embryo
bioimage.io upload: ilastik/plantseg_ovules View on bioimage.io # Arabidopsis Ovules Traning Data Arabidopsis ovules training data Training data for cell segmentation in Arabidopsis ovules from plantseg . backup.bioimage.io bioimage.io bioimage.io:dataset light-microscopy arabidopsis cells instance-segmentation 3D
SuperDARN data in netCDF format (1999-Oct) 1999-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
User Generated Content (EOL v2): user image cropping From DATA-1740 Data as of Oct 25, 2018 Initial report: https://editors.eol.org/other_files/EOL_v2_files/image_crops.txt.zip From DATA-1805. Same report, now with EOL_pk: https://editors.eol.org/other_files/EOL_v2_files/image_crops_withEOL_pk.txt.zip 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
Aging Concerns, Challenges, and Everyday Solution Strategies (ACCESS) Phase 2 This study was conducted as part of the Rehabilitation Engineering Research Center on Technologies to Support Aging among People with Long-Term Disabilities (RERC TechSAge). The Aging Concerns, Challenges, and Everyday Solution Strategies (ACCESS) project, a mixed-methods investigation into the daily challenges faced by individuals aging with long-term disabilities. Participants completed questionnaires and a
East Asian Prehistoric Human-Face Jade Form 16 (EANJ_FACE_16): 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_16). 1.2 This dataset serves as the foundational research layer of the digital archival program for this specimen, providing high-fidelity visual evidence to support morphological analysis,
Wallops SuperDARN data in netCDF format (2022-Oct) 2022-Oct Wallops 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,
3D OCT UTJ Datasets OCT image volumes and data used to support the conclusions of the paper "Quantitative analysis of collagen architecture in the human uterotubal junction (UTJ) using optical coherence tomography imaging (OCT)". Hu# refers to deidentified patient#, 000 scan# to a distinct region of each UTJ imaged (from uterus to isthmus, see utj_scan_segment), and x, y, z pixel size provided in image title (in air). Image volumes were obtained using Thorlabs Tel221 SD-OCT system, and were
Dataset for "Impact of ZnO on C3S hydration and C-S-H morphology at early ages" The data came along with the publication"Impact of ZnO on C3S hydration and C-S-H morphology at early ages", by Xuerun Li, and Karen L. Scrivener submitted to Cement and Concrete Research, 2022, volume 154 https://doi.org/10.1016/j.cemconres.2022.106734 Please cite the paper when using it. Xuerun Li. Oct. 2020 C3S, hydration, ZnO, C-S-H, morphology, microstructure, cement
Geographic Patterns in Public Demand and Supply for Surgical Retina in U.S. States: Supporting Data This dataset supports the research article "Geographic Patterns in Public Demand and Supply for Surgical Retina in U.S. States: A Google Trends Analysis." The data includes:
1. Google Trends Relative Search Volume (RSV) data for retinal conditions and surgical procedures across all 50 U.S. states and Washington D.C. from 2004-20232. Retina specialist density calculations per 100,000 residents
Dataset from "Synthetic Training Data for Semantic Segmentation of the Environment from UAV Perspective" This dataset contains the images and ground truth label masks for semantic segmentation created and described in "Hinniger, C.; Rüter, J. Synthetic Training Data for Semantic Segmentation of the Environment from UAV Perspective. Aerospace 2023, 10, 604. https://doi.org/10.3390/aerospace10070604". environment perception semantic segmentation game engine synthetic data unmanned aerial vehicle
Long-lasting, subtype-specific regulation of somatostatin interneurons during sensory learning Somatostatin (SST)-expressing inhibitory neurons are a major class of neocortical gamma-amino butyric acid (GABA) neurons, where morphological, electrophysiological, and transcriptomic analyses indicate more than a dozen different subtypes. However, whether this diversity is related to specific roles in cortical computations and plasticity remains unclear. Here we identify learning-dependent,
Data from: CRISPR screening by AAV episome-sequencing (CrAAVe-seq): A scalable cell type-specific in vivo platform uncovers neuronal essential genes There is a substantial need for scalable CRISPR-based genetic screening methods that can be applied in mammalian tissues in vivo while enablingcell-type-specific analysis. Here we developed an adeno-associated virus (AAV)-based CRISPR screening platform, CrAAVe-seq, that incorporates a Cre-sensitive sgRNA construct for pooled screening within
Data from: An essential experimental control for functional connectivity mapping with optogenetics To establish functional connectivity between two candidate neurons that might form a circuit element, a common approach is to activate an optogenetic tool such as Chrimson in the candidate pre-synaptic neuron and monitor fluorescence of the calcium-sensitive indicator GCaMP in a candidate post-synaptic neuron. While performing such experiments in Drosophila, we found that low levels of leaky
Data from: Kif1a and intact microtubules maintain synaptic-vesicle populations at ribbon synapses in zebrafish hair cells Sensory hair cells of the inner ear utilize specialized ribbon synapses to transmit sensory stimuli to the central nervous system. This transmission necessitates rapid and sustained neurotransmitter release, which depends on a large pool of synaptic vesicles at the hair-cell presynapse. While previous work in neurons has shown that kinesin motor proteins traffic
MT-InSAR time-series from 2007 to 2021 in Gimhae, South Korea MT-InSAR time-series analysis results of ALOS PALSAR, COMSO-SkyMed, Sentinel-1 ascending and descending in Gimhae, South Korea. Processor: GAMMA software Study area: Gimhae, South Korea There are four datasets including ALOS PALSAR(15 Sep 2007 ~ 24 Dec 2010), COSMO-SkyMed(9 Jan 2013 ~ 20 Apr 2019), Sentinel-1 ascending(20 Jan 2016 ~ 8 Oct 2021), and descending(8 Jan 2016 ~ 14 Oct 2021)
Data from: Light-sensitive Ca2+ signaling in the mammalian choroid The choroid is the thin, vasculature-filled layer of the eye situated between the sclera and the retina, where it serves the metabolic needs of the light-sensing photoreceptors in the retina. Illumination of the interior surface of the back of the eye (fundus) is a critical regulator of subretinal fluid homeostasis, which determines the overall shape of the eye, but it is also important for choroidal perfusion. Noted for
Barningham Moor 63 (Oct 2006) Found close to the settlement site below How Tallon ridge on Barningham Moor, County Durham. This carved rock is positioned near the base of the scarp below How Tallon ridge, and sits just outside the probable Romano-British settlement. Referenced 45 in Beckensall & Laurie's 1998 publication 'Prehistoric Rock Art of County Durham, Swaledale and Wensleydale', this carving was added to ERA by NADRAP as 'Barningham Moor 63' in 2008. NADRAP describe: "…one large cup
Dataset for PT-OCT ANN Project This dataset contains files for training and validation of the ANN in PT-OCT PT-OCT, ANN
User Generated Content (EOL v2): user added text https://eol-jira.bibalex.org/browse/DATA-1730 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
Cell culture monitoring with microcavity optical fiber sensor and microscopic imaging

The dataset corresponds to DOI: 10.1109/SENSORS59705.2025.11331168
A Dataset for Sanskrit Word Segmentation The work was accepted in Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature, colocated with ACL 2017 The last decade saw a surge in digitisation efforts for ancient manuscripts in Sanskrit. Due to various linguistic peculiarities inherent to the language, even the preliminary tasks such as word segmentation are non-trivial in Sanskrit. Elegant models for Word Segmentation in Sanskrit
SuperDARN Grid data in netCDF format (1998-Oct) 1998-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 GRD & IRD Data (2023-Oct) 2023-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
VAT 21822 - RTI dataset The dataset comprises the RTI-data of the cuneiform tablet VAT 21822 (N5:21). 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
Motor recalibration of visual and saccadic maps How does the brain maintain an accurate visual representation of external space? Movement errors following saccade execution provide sufficient information to recalibrate motor and visual space. Here, we asked whether spatial information for vision and saccades is processed in shared or in separate resources. We used saccade adaptation to modify both saccade amplitudes and visual mislocalization. After saccade adaptation was induced, we compared