cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/bsg-1rr-0y4
title: †Prolagus Pomel, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n55-ln4-810
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/svt-9p8-qnc
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x92-whv-ryt
title: Passeriformes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xgn-6dc-am3
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hzn-lbz-xw7
title: Chordata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v56-0vn-5n1
title: Latonia Meyer, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wrm-87c-0wt
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bst-twt-kvv
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/knn-tfm-qrq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ca-k02-x1q
title: Aves

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/msk-9wz-sg7
title: Oryzomys Baird, 1857

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eda-s5l-1bf
title: Aves

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fzd-qbe-yel
title: Testudines

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lms-gj9-6gr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.yxsgs2
title: Occurrence Download

description: A dataset containing 467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Myctophiformes)",
 "Geometry POLYGON((19.0 42.0, 19.0 34.5, 29.7 34.5, 29.7 42.0, 19.0 42.0))"
 ]
}

 The dataset includes 467 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006919-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7tws7
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Gadiformes)",
 "Geometry POLYGON((19.0 42.0, 19.0 34.5, 29.7 34.5, 29.7 42.0, 19.0 42.0))"
 ]
}

 The dataset includes 231 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006920-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10056817
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: CGHD
This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics.
Content

2.424 Raw Images (Annotated)

24 Drafters (plus Images provided by TU Dresden)
12 Circuits per Drafter
2 Drawings per Circuit
4 Photos per Drawing
201.142 Bounding Box Annotations
26.898 Rotation Annotations
61.595 Text String Annotations
257 Binary Segmentation Maps (Annotated)

Strokes vs. Background
Accompanying Polygon Annotation Files
19.562 Polygon Annotations
59 Object Classes
Scripts for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added and corrected text and rotation annotations across the entire dataset. Added new circuit images in examination context from TU Dresden including annotation preview (Drafter 0).
DOI: 10.5281/zenodo.10369173
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: CGHD

This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics.

Content



2.837 Annotated Raw Images



28 Drafters

Additional Examination Circuit Images provided by TU Dresden

12 Circuits per Drafter

2 Drawings per Circuit

4 Photos per Drawing

231.158 Bounding Box Annotations

36.009 Rotation Annotations

78.928 Text String Annotations (equals 92.99% completeness)



269.106 Text Characters

96 Character Types (Upper/Lower Case Latin, Numbers, Special Characters)





267 Binary Segmentation Maps



Strokes vs. Background

Accompanying Polygon Annotation Files

20.199 Polygon Annotations



59 Object Classes

Scripts for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added 3 more drafters. Added and corrected text and rotation annotations across the entire dataset.
DOI: 10.5281/zenodo.14042961
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: CGHD

This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics.

Content



3.173 Annotated Raw Images



30 Drafters



12 Circuits per Drafter

2 Drawings per Circuit

4 Photos per Drawing



Additional Circuit Images provided by TU Dresden (from Real-World Examinations, Drafter 0)

Additional Circuit Images provided by RPTU Kaiserslautern-Landau (Drafter -1)

245.962 Bounding Box Annotations

39.955 Rotation Annotations

1.339 Mirror Annotations

84.431 Text String Annotations (equals 93.41% completeness)



286.467 Text Characters

98 Character Types (Upper/Lower Case Latin, Numbers, Special Characters)





284 Binary Segmentation Maps



Strokes vs. Background

Accompanying Polygon Annotation Files

21.186 Polygon Annotations



59 Object Classes

Scripts for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added 2 more drafters and content from RPTU employees. Corrections in all annotations types. New, experimental mirror annotations.
DOI: 10.5281/zenodo.15333233
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: CGHD

This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics.

Content



3.269 Annotated Raw Images



31 Main Drafters



12 Circuits per Drafter

2 Drawings per Circuit

4 Photos per Drawing



Additional Circuit Images provided by TU Dresden (from Real-World Examinations, Drafter 0)

Additional Circuit Images provided by RPTU Kaiserslautern-Landau (Drafter -1)

248.020 Bounding Box Annotations

40.711 Rotation Annotations

1.437 Mirror Annotations

85.417 Text String Annotations (equals 93.74% completeness)



289.850 Text Characters

98 Character Types (Upper/Lower Case Latin, Numbers, Special Characters)





320 Binary Segmentation Maps



Strokes vs. Background

Accompanying Polygon Annotation Files

22.929 Polygon Annotations



59 Object Classes

Scripts for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added 1 more drafter.

New CLI for Consistency Script.

Improved README.

Added 30 Binary Segmentation Maps and related Polygon Instances.

Corrections in all annotation types.
DOI: 10.5281/zenodo.6385814
title: CGHD1152

description: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images
description: CGHD1152 is a public ground-truth dataset for handwritten circuit diagram images for object detection purposes.
DOI: 10.5281/zenodo.6448277
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for the purpose of the extraction of electrical graphs from raster graphics. Content: 1.632 Image Files 17 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing 86.142 Bounding Box Annotations 53 Object Classes 173 Segmentation Maps
DOI: 10.5281/zenodo.6852593
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for the purpose of the extraction of electrical graphs from raster graphics. Content: 2.016 Image Files 21 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing 145.903 Bounding Box Annotations 53 Object Classes 214 Segmentation Maps
description: Added 4 more drafters since version 2.
DOI: 10.5281/zenodo.7276920
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for the purpose of the extraction of electrical graphs from raster graphics. Content: 2.112 Raw Images 22 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing 175.573 Bounding Box Annotations 58 Object Classes 229 Binary Segmentation Maps Strokes vs. Background Accompanying Polygon Annotation Files
description: - Added 1 more drafter since version 3 - Completely Revised Polygon Annotations - Extended (Instance) Segmentation Processing Script
DOI: 10.5281/zenodo.7331677
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: <strong>CGHD</strong> This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics. <strong>Content</strong> <strong>2.208</strong> Raw Images 23 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing <strong>185.641</strong> Bounding Box Annotations <strong>235</strong> Binary Segmentation Maps Strokes vs. Background Accompanying Polygon Annotation Files <strong>17.577</strong> Polygon Annotations <strong>58 </strong>Object Classes <strong>Scripts</strong> for Data Loading, Statistics, Consistency Check and Training Preparation
description: - Added 1 more drafter since version 4
DOI: 10.5281/zenodo.7355865
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: <strong>CGHD</strong> This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics. <strong>Content</strong> <strong>2.208</strong> Raw Images 23 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing <strong>185.641</strong> Bounding Box Annotations <strong>245</strong> Binary Segmentation Maps Strokes vs. Background Accompanying Polygon Annotation Files <strong>18.276</strong> Polygon Annotations <strong>58 </strong>Object Classes <strong>Scripts</strong> for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added 10 more binary segmentation maps (plus polygon annotations) since version 5.
DOI: 10.5281/zenodo.7547528
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: <strong>CGHD</strong> This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics. <strong>Content</strong> <strong>2.208</strong> Raw Images 23 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing <strong>185.641</strong> Bounding Box Annotations <strong>10.754</strong> Rotation Annotations <strong>246</strong> Binary Segmentation Maps Strokes vs. Background Accompanying Polygon Annotation Files <strong>18.344</strong> Polygon Annotations <strong>58 </strong>Object Classes <strong>Scripts</strong> for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added first version of rotation annotations and connector type assignment.
DOI: 10.5281/zenodo.7700896
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: <strong>CGHD</strong> This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics. <strong>Content</strong> <strong>2.208</strong> Raw Images 23 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing <strong>185.815</strong> Bounding Box Annotations <strong>17.233</strong> Rotation Annotations <strong>38.910</strong> Text String Annotations <strong>246</strong> Binary Segmentation Maps Strokes vs. Background Accompanying Polygon Annotation Files <strong>18.344</strong> Polygon Annotations <strong>58 </strong>Object Classes <strong>Scripts</strong> for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added first version of text string annotations, corrected and added rotation annotation.
DOI: 10.5281/zenodo.7938977
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: <strong>CGHD</strong> This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics. <strong>Content</strong> <strong>2.304</strong> Raw Images 24 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing <strong>193.808</strong> Bounding Box Annotations <strong>21.298</strong> Rotation Annotations <strong>51.956</strong> Text String Annotations <strong>252</strong> Binary Segmentation Maps Strokes vs. Background Accompanying Polygon Annotation Files <strong>18.521</strong> Polygon Annotations <strong>59 </strong>Object Classes <strong>Scripts</strong> for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added first version of text string annotations, corrected and added rotation annotation.
DOI: 10.5281/zenodo.8056715
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: <strong>CGHD</strong> This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics. <strong>Content</strong> <strong>2.304</strong> Raw Images 24 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing <strong>195.045 </strong> Bounding Box Annotations <strong>22.852</strong> Rotation Annotations <strong>54.727</strong> Text String Annotations <strong>253</strong> Binary Segmentation Maps Strokes vs. Background Accompanying Polygon Annotation Files <strong>18.825</strong> Polygon Annotations <strong>59 </strong>Object Classes <strong>Scripts</strong> for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added more detailed annotations for complex symbols (e.g. relays, opto-couplers), added text string annotations.
DOI: 10.5281/zenodo.8266951
title: A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images

description: <strong>CGHD</strong> This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics. <strong>Content</strong> <strong>2.304</strong> Raw Images 24 Drafters 12 Circuits per Drafter 2 Drawings per Circuit 4 Photos per Drawing <strong>195.321 </strong> Bounding Box Annotations <strong>26.020</strong> Rotation Annotations <strong>59.118</strong> Text String Annotations <strong>257</strong> Binary Segmentation Maps Strokes vs. Background Accompanying Polygon Annotation Files <strong>19.425</strong> Polygon Annotations <strong>59 </strong>Object Classes <strong>Scripts</strong> for Data Loading, Statistics, Consistency Check and Training Preparation
description: Added and corrected text annotations. Added rotation annotation. Added segmentation maps.
DOI: 10.15468/dl.cvnqc8
title: Occurrence Download

description: A dataset containing 2322912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Brassicaceae"
 ]
}

 The dataset includes 2322912 records from 1290 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013251-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15333336
title: cynopoecilus_intimus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15333337
title: cynopoecilus_intimus_decontaminated_FSCR.fasta.gz
DOI: 10.6084/m9.figshare.28925861
title: Datasets and Sources of Reframing Global Climate Governance: A Multidimensional Assessment of Structural Drivers and Normative Pathways

description: Climate change emerges from interdependent political, economic, societal, technological, environmental, and legal systems, requiring theoretical integration to explain real-world outcomes such as the withdrawal of highly institutionalized nations from global agreements. This study develops a multidimensional framework that combines entropy-weighted indices, partial least squares structural equation modeling, and critical discourse analysis across 73 countries reporting to the UNFCCC. The findings reveal that emissions trajectories reflect systemic configurations rooted in institutional logics, political-economic coordination, and embedded egocentric interests—rather than isolated variables or formal capacity. Direct, mediated, moderated, and multi-group analyses show how structural interdependence shapes national mitigation outcomes. These insights challenge compliance-based models and suggest that enduring climate action requires governance systems built on equity, integration, and accountability. We propose reconfiguring the principle of Common but Differentiated Responsibilities (CBDR) by embedding climate justice, collective mindsets, and sustaining political will as normative imperatives for inclusive, durable, and system-wide climate governance.
DOI: 10.5281/zenodo.15333346
title: cynopoecilus_melanotaenia_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15333347
title: cynopoecilus_melanotaenia_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.ju3ebm
title: Occurrence Download

description: A dataset containing 82313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Biscutella L."
 ]
}

 The dataset includes 82313 records from 582 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013274-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4ae75
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cephalanthera longifolia"
 ]
}

 The dataset includes 297 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024447-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38pj37
title: Occurrence Download

description: A dataset containing 43396 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyracantha"
 ]
}

 The dataset includes 43396 records from 916 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024446-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49fyf2
title: Occurrence Download

description: A dataset containing 194303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Dacnis cayana)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 194303 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024419-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vm2jx5
title: Occurrence Download

description: A dataset containing 1016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pternistis clappertoni)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1016 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024449-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.