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1,454 results for “large scale”

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zenodo32/100

Large-scale attributed hypergraph datasets: Amazon & MAG-PM

<p>Amazon and MAG-PM are two large-scale datasets of real-world attributed hypergraphs. The ScaNN indices for fast K-nearest neighbor searching are also included.</p><p>For further details, please refer to our publication "Efficient and Effective Attributed Hypergraph Clustering via K-Nearest Neighbor Augmentation" on SIGMOD 2023, and the <a href="https://github.com/CyanideCentral/AHCKA">GitHub repository</a>.</p>

opencc-by-4.0Oct 2023View details →
zenodo32/100

MR-Eye atlas: a large-scale atlas of the eye based on T1-weighted MR imaging

<p>MR-Eye atlas is a novel digital atlas contructed from MR images (T1-weighted MRI acquired at 1.5T ) of large-scale population of healthy volonteers. It gathers a male and female structural atlas constructed from 594 males and 616 females, with their corresponding probability maps of the different labels projected onto the average respective male and female templates. The atlases include 9 regions of interest lens, globe, optic nerve, intraconal and extraconal fat, and four rectus muscles (lateral, medial, inferior and superior).</p> <p>The original dataset includes:</p> <ul> <li>sub_metadata.csv: dataset summary table</li> <li>template.nii.gz: atlas of the eye images (per sex)</li> <li>max_prob_map.npy and max_prob_map.nii.gz: maximum probability maps (per sex)</li> <li>prob_map.npy and prob_map.nii.gz: probability maps (per sex)</li> </ul> <p>The new version adds:</p> <ul> <li>a combined eye atlas (image + labels)</li> <li>labels projected onto Colin27 and MNI152 T1w spaces (along with the images and their cropped versions)</li> <li>2 more preview figures (labels onto the Colin27 and MNI152, and the scheme of the process)</li> <li>updates on release_notes.md and release_notes.txt (to track changes)</li> <li>modified readme.md and readme.txt</li> </ul> <p>Detailed information on the original large-scale cohort, automated segmentation method and unbiased atlas construction is detailed in the README file.</p> <p>MR-Eye atlas is presented and described in the following article:&nbsp;</p> <p><strong>"Eye-Opening Advances: Automated 3D Segmentation, Key Biomarkers Extraction, and the First Large-Scale MRI Eye Atlas"</strong>, J. Barranco, A. Luyken, H. Kebiri, P. Stachs, P. M. Gordaliza, O. Esteban, Y. Aleman, R. Sznitman, O. Stachs, S. Langner, B. Franceschiello<em>, </em>M. Bach Cuadra, https://doi.org/10.1101/2024.08.15.608051</p> <p><strong>Works using any of the provided ressources should cite the above-referred article.</strong></p> <p>Copyright (c) - All rights reserved. Medical Image Analysis Laboratory - Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne,Switzerland &amp; CIBM Center for Biomedical Imaging. 2024.</p>

opencc-by-4.0Aug 2024View details →
zenodo32/100

A Large-Scale In-the-wild Dataset for Plant Disease Segmentation

Open the record for dataset details and reuse information.

opencc-by-4.0Sep 2024View details →
ClinicalTrials.gov32/100

INTEGRAL Study: A Longitudinal Study of Surgeries and Lasers in Glaucoma: Long-term Results and Success Predictors Analysed From a Large-scale Retrospective and Prospective Glaucoma Register

ClinicalTrials.gov study NCT04381611. IPD Sharing: UNDECIDED. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Beaumont Health Large-scale Automated Serologic Testing for COVID-19

ClinicalTrials.gov study NCT04349202. IPD Sharing: NO. Countries: 1. Publications: 2.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

The Influence of Multi-domain Cognitive Training on Large-scale Structural and Functional Brain Networks in MCI

ClinicalTrials.gov study NCT03883308. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

BioTechCOACH-ForALL: Development of Mental and Physical Exercise Systems, Clinical Recording, Supervisory Analytical Large-scale Data and Virtual Guidance of Vulnerable Population Groups

ClinicalTrials.gov study NCT03877328. IPD Sharing: Not stated. Countries: 1. Publications: 4.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Enhanced Recovery After Surgery in Colorectal Surgery: A Large-Scale Quality Improvement Project

ClinicalTrials.gov study NCT03189550. IPD Sharing: UNDECIDED. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

PIECES - Towards Large-Scale Adaptation and Tailored Implementation of Primary Cancer Prevention Programs

ClinicalTrials.gov study NCT06718322. IPD Sharing: Not stated. Countries: 9. Publications: 3.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Shanghai Child and Adolescent Large-scale Eye Study -High Myopia Registration

ClinicalTrials.gov study NCT03666052. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

Towards a Wearable Alcohol Biosensor: Examining the Accuracy of BAC Estimates From New-Generation Transdermal Technology Using Large-Scale Human Testing and Machine Learning Algorithms

ClinicalTrials.gov study NCT05692830. IPD Sharing: UNDECIDED. Countries: 1. Publications: 27.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Large Scale Implementation of Community Based Mental Health Care for People With Severe and Enduring Mental Ill Health in Europe

ClinicalTrials.gov study NCT03884933. IPD Sharing: NO. Countries: 1. Publications: 3.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

Prospective, Observational Real-world Treatments of AEDH in Large-scale Surgical Cases

ClinicalTrials.gov study NCT04229966. IPD Sharing: Not stated. Countries: 1. Publications: 5.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Large Scale Demonstrator, Webportal Diabetes

ClinicalTrials.gov study NCT01570140. IPD Sharing: Not stated. Countries: 1. Publications: 5.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Large-scale Prospective Double-blind Randomized Controlled Trial of Pecs II Block for Breast Surgery

ClinicalTrials.gov study NCT02544282. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Large Scale Implementation of MINISTOP 3.0

ClinicalTrials.gov study NCT05667753. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

A 3-year Cross-sectional Assessment of the Tianjin Child and Adolescent Large-scale Eye Study

ClinicalTrials.gov study NCT05967702. IPD Sharing: NO. Countries: 1. Publications: 3.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

Ultrasound Large-scale Model in Thyroid Field: A Multi-center Study on Medical-Engineering Integration

ClinicalTrials.gov study NCT07296575. IPD Sharing: NO. Countries: 1. Publications: 3.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

Carvedilol Post-intervention Long-term Administration in Large-scale Trial

ClinicalTrials.gov study NCT01155635. IPD Sharing: Not stated. Countries: 1. Publications: 2.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Artificial Intelligence in Large-scale Breast Cancer Screening

ClinicalTrials.gov study NCT04778670. IPD Sharing: YES. Countries: 1. Publications: 2.

controlledIPD-YESFeb 2026View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated datasets

Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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