cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17102667
title: Battery Imaging Library: Synchrotron nano-CT - Pintype LIB - Dataset 4 (raw data)

description: This entry contains the sinogram data and scan parameters for Pintype LIB - Dataset 4

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17102666
title: Battery Imaging Library: Synchrotron nano-CT - Pintype LIB - Dataset 4 (raw data)

description: This entry contains the sinogram data and scan parameters for Pintype LIB - Dataset 4

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167464
title: Battery Imaging Library: Synchrotron nano-CT - Pintype LIB - Dataset 4 (raw data)

description: This entry contains the sinogram data and scan parameters for Pintype LIB - Dataset 4

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5284/1135893
title: Images from Historic Building Recording at the barn adjacent to Colehayes Cottage, Otterton, Devon, March 2017

description: This collection comprises images from Historic Building Recording of the barn adjacent to Colehayes Cottage, Otterton, Devon. This work was undertaken in order to assess the fabric affected by the proposed partial demolition of this barn and the buildings historical and archaeological context and value. The work was carried out by South West Archaeology Ltd. in March 2017.
DOI: 10.5281/zenodo.17106505
title: Battery Imaging Library: Synchrotron nano-CT - Pintype LIB - Dataset 2 (reconstructed data)

description: This entry contains the reconstructed data and scan parameters for Pintype LIB - Dataset 2

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.15468/dl.dqzsbn
title: Occurrence Download

description: A dataset containing 41198616 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is South Africa"
 ]
}

 The dataset includes 41198616 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018840-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17167463
title: Battery Imaging Library: Synchrotron nano-CT - Pintype LIB - Dataset 2 (reconstructed data)

description: This entry contains the reconstructed data and scan parameters for Pintype LIB - Dataset 2

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.15468/dl.4ys9u8
title: Occurrence Download

description: A dataset containing 759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "DecimalLatitude is greater than or equal to 44",
 "DecimalLatitude is less than or equal to 45.1",
 "DecimalLongitude is greater than or equal to -111.2",
 "DecimalLongitude is less than or equal to -109.8",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 759 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018939-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17106504
title: Battery Imaging Library: Synchrotron nano-CT - Pintype LIB - Dataset 2 (reconstructed data)

description: This entry contains the reconstructed data and scan parameters for Pintype LIB - Dataset 2

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17101962
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (raw data) 0.55 um

description: This entry contains the sinogram data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17207078
title: smiMAD datasets
DOI: 10.5281/zenodo.17207079
title: smiMAD datasets
DOI: 10.5281/zenodo.17101961
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (raw data) 0.55 um

description: This entry contains the sinogram data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167462
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (raw data) 0.55 um

description: This entry contains the sinogram data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17102477
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (reconstructed data) 0.55 um

description: This entry contains the reconstructed data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167461
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (reconstructed data) 0.55 um

description: This entry contains the reconstructed data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17102476
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (reconstructed data) 0.55 um

description: This entry contains the reconstructed data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17101865
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (raw data) 1.1 um

description: This entry contains the sinogram data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17101864
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (raw data) 1.1 um

description: This entry contains the sinogram data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167460
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (raw data) 1.1 um

description: This entry contains the sinogram data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17102465
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (reconstructed data) 1.1 um

description: This entry contains the reconstructed data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.15468/dl.z4d2zp
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Chrysanthemum cinerariifolium)"
 ]
}

 The dataset includes 31 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018941-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17102464
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (reconstructed data) 1.1 um

description: This entry contains the reconstructed data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17167459
title: Battery Imaging Library: Synchrotron nano-CT - NMC811 pristine electrode (reconstructed data) 1.1 um

description: This entry contains the reconstructed data and scan parameters for NMC811 pristine electrode

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.15468/dl.txc86g
title: Occurrence Download

description: A dataset containing 25815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ClassKey is Mammalia",
 "DecimalLatitude is greater than or equal to 44",
 "DecimalLatitude is less than or equal to 45.1",
 "DecimalLongitude is greater than or equal to -111.2",
 "DecimalLongitude is less than or equal to -109.8",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25815 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018940-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17073541
title: Battery Imaging Library: Laboratory 2D FIB SEM NMC811 electrode (low current) (raw data)

description: This entry contains the raw data for 2D FIB SEM NMC811 electrode (low current). Data acquired at the University of Manchester.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17073542
title: Battery Imaging Library: Laboratory 2D FIB SEM NMC811 electrode (low current) (raw data)

description: This entry contains the raw data for 2D FIB SEM NMC811 electrode (low current). Data acquired at the University of Manchester.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17011131
title: Battery Imaging Library: Laboratory X-ray micro-CT - 18650 Na-ion (raw data)

description: This entry contains the raw data and scan parameters for an 18650 Na-ion. Data acquired at MuVIS X-ray Imaging Centre at the University of Southampton using a Diondo D5 X-ray CT instrument.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17106959
title: Cambridge Arboreal Modelling Panoptic 3D (CAMP3D) Dataset

description: Accurate tree segmentation is a key step in extracting individual-tree metrics from forest laser scans, which are essential for understanding ecosystem functions in carbon cycling and beyond. Over the past decade, tree segmentation algorithms have advanced rapidly with developments in AI. However, existing public 3D forest datasets remain too small to support robust segmentation systems. Motivated by the success of synthetic data in domains such as autonomous driving, we investigate whether similar approaches can benefit tree segmentation. By replacing expensive field data collection and annotation with synthetic data for pretraining, only minimal real plot annotation is required for fine-tuning.

We introduce a new synthetic data generation pipeline for forest vision tasks, integrating modern game engines with physics-based LiDAR simulation. This has produced a large-scale, diverse, annotated 3D forest dataset of unprecedented scope. Experiments with a state-of-the-art tree segmentation algorithm and a widely used real dataset demonstrate that our synthetic data can substantially reduce the need for labelled real data. Dataset generation pipeline: https://github.com/yihshe/CAMP3D.git

The current dataset provides virtual UAV laser scans for 12 forest scenes, including 4 coniferous and 6 deciduous forests (focused on European types), along with two additional scenes (Rainforest and Redwood). It contains instance labels for individual trees and three semantic classes: ground, leaf, and wood. To prepare the data for machine learning, point clouds from each scene are merged, tiled into 50 m × 50 m plots, and split into training (70%), validation (15%), and test (15%) sets. All plots have a point density greater than 1,000 points per square metre, ensuring sufficient resolution for effective tree segmentation learning.
DOI: 10.5281/zenodo.17106960
title: Cambridge Arboreal Modelling Panoptic 3D (CAMP3D) Dataset

description: Accurate tree segmentation is a key step in extracting individual-tree metrics from forest laser scans, which are essential for understanding ecosystem functions in carbon cycling and beyond. Over the past decade, tree segmentation algorithms have advanced rapidly with developments in AI. However, existing public 3D forest datasets remain too small to support robust segmentation systems. Motivated by the success of synthetic data in domains such as autonomous driving, we investigate whether similar approaches can benefit tree segmentation. By replacing expensive field data collection and annotation with synthetic data for pretraining, only minimal real plot annotation is required for fine-tuning.

We introduce a new synthetic data generation pipeline for forest vision tasks, integrating modern game engines with physics-based LiDAR simulation. This has produced a large-scale, diverse, annotated 3D forest dataset of unprecedented scope. Experiments with a state-of-the-art tree segmentation algorithm and a widely used real dataset demonstrate that our synthetic data can substantially reduce the need for labelled real data. Dataset generation pipeline: https://github.com/yihshe/CAMP3D.git

The current dataset provides virtual UAV laser scans for 12 forest scenes, including 4 coniferous and 6 deciduous forests (focused on European types), along with two additional scenes (Rainforest and Redwood). It contains instance labels for individual trees and three semantic classes: ground, leaf, and wood. To prepare the data for machine learning, point clouds from each scene are merged, tiled into 50 m × 50 m plots, and split into training (70%), validation (15%), and test (15%) sets. All plots have a point density greater than 1,000 points per square metre, ensuring sufficient resolution for effective tree segmentation learning.
DOI: 10.5281/zenodo.17011130
title: Battery Imaging Library: Laboratory X-ray micro-CT - 18650 Na-ion (raw data)

description: This entry contains the raw data and scan parameters for an 18650 Na-ion. Data acquired at MuVIS X-ray Imaging Centre at the University of Southampton using a Diondo D5 X-ray CT instrument.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.15468/dl.j7yaaz
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana trichotoma"
 ]
}

 The dataset includes 389 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018944-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zk4fx3
title: Occurrence Download

description: A dataset containing 5855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "SamplingProtocol is ROV",
 "SamplingProtocol is R.O.V.",
 "SamplingProtocol is remotely operated vehicle",
 "SamplingProtocol is remotely operated underwater",
 "SamplingProtocol is remotely operated submersible",
 "SamplingProtocol is ROV dive",
 "SamplingProtocol is ROV transect",
 "SamplingProtocol is ROV survey",
 "SamplingProtocol is remotely operated",
 "SamplingProtocol is submersible",
 "SamplingProtocol is underwater vehicle",
 "RecordedBy is ROV",
 "RecordedBy is R.O.V."
 ]
 }
 ]
}

 The dataset includes 5855 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018943-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.