cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10471364
title: DREAMING - Diminished Reality for Emerging Applications in Medicine through Inpainting Dataset

description: Dataset for the DREAMING - Diminished Reality for Emerging Applications in Medicine through Inpainting Challenge

More information about the challenge and challenge registration can be found on the challenge platform!

 

Timeline:

8th January 2024: First subset of training & validation data available (scenes 0000-0009).

22nd January 2024: Second subset of training & validation data available (scenes 0010-0049).

26th January 2024: Full training & validation data available (scenes 0050-0100).

 

Description:

The dataset was created using Unreal Engine 5.1, Unreal MetaHumans, 3D-COSI surgical instruments, POV-Surgery grasp generation and EasySynth.

Each scene contains:



"color": RGB input images

"gt": RGB ground truth images

"mask": Mask defining the area to be inpainted. White -> Background, Black -> Inpainting area

"CameraPoses.csv": Camera poses

"CameraRig.json": Camera intrinsics


To cite the dataset, please use

@online{gsaxner_2024_10570773,
  author = {Gsaxner, Christina and van Meegdenburg, Timo and Luijten, Gijs and Vu, Viet Duc and Puladi, Behrus and Egger, Jan},
  title = {{DREAMING - Diminished Reality for Emerging Applications in Medicine through Inpainting Dataset}},
  month = jan,
  year = 2024,
  publisher = {Zenodo},
  doi = {10.5281/zenodo.10570773},
  url = {https://doi.org/10.5281/zenodo.10570773}
}
DOI: 10.5281/zenodo.10570773
title: DREAMING - Diminished Reality for Emerging Applications in Medicine through Inpainting Dataset

description: Dataset for the DREAMING - Diminished Reality for Emerging Applications in Medicine through Inpainting Challenge

More information about the challenge and challenge registration can be found on the challenge platform!

 

Timeline:

8th January 2024: First subset of training & validation data available (scenes 0000-0009).

22nd January 2024: Second subset of training & validation data available (scenes 0010-0049).

26th January 2024: Full training & validation data available (scenes 0050-0100).

 

Description:

The dataset was created using Unreal Engine 5.1, Unreal MetaHumans, 3D-COSI surgical instruments, POV-Surgery grasp generation and EasySynth.

Each scene contains:



"color": RGB input images

"gt": RGB ground truth images

"mask": Mask defining the area to be inpainted. White -> Background, Black -> Inpainting area

"CameraPoses.csv": Camera poses

"CameraRig.json": Camera intrinsics


To cite the dataset, please use

@online{gsaxner_2024_10570773,
  author = {Gsaxner, Christina and van Meegdenburg, Timo and Luijten, Gijs and Vu, Viet Duc and Puladi, Behrus and Egger, Jan},
  title = {{DREAMING - Diminished Reality for Emerging Applications in Medicine through Inpainting Dataset}},
  month = jan,
  year = 2024,
  publisher = {Zenodo},
  doi = {10.5281/zenodo.10570773},
  url = {https://doi.org/10.5281/zenodo.10570773}
}
DOI: 10.17632/sm483xzhkf.1
title: ANE

description: Thirty-four pediatric ANE patients admitted to Zhejiang University School of Medicine Hospital between February 2019 and December 2023 were included in this study. To identify the factors associated with mortality, clinical, laboratory and imaging data were analyzed with independent-sample t tests, Mann‒Whitney U tests, Fisher's exact probability tests and receiver operating characteristic (ROC) curve analyses.
DOI: 10.15468/dl.nut48p
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goodenia cylindrocarpa Albr."
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232368-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svmg8n
title: Occurrence Download

description: A dataset containing 3472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.52429 3.98718,-69.47571 3.98718,-69.47571 16.01282,-99.52429 16.01282,-99.52429 3.98718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Melozone cabanisi (P.L.Sclater & Salvin, 1868)"
 ]
}

 The dataset includes 3472 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221752-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5kp2m
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Pakistan, India, Iran (Islamic Republic of), Bangladesh, Nepal, Bhutan, China, Afghanistan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Silybum marianum (L.) Gaertn., Silybum maculatum (Scop.) Moench, Silybum marianum var. marianum, Silybum pygmaeum Cass.)"
 ]
}

 The dataset includes 163 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007508-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m22egp
title: Occurrence Download

description: A dataset containing 35682 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus arctos Linnaeus, 1758"
 ]
}

 The dataset includes 35682 records from 280 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221753-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9e36h
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((144.3634 36.6615,151.0283 39.43509,152.51859 47.17631,141.83818 46.67955,140.2237 44.81669,136.53938 40.30442,130.9094 35.33679,126.8525 32.06644,129.99867 28.83748,144.3634 36.6615))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Syringa reticulata (Blume) H.Hara"
 ]
}

 The dataset includes 229 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003460-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8xytf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypomiolispa mikagei Morimoto, 1976",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225226-220831081235567/datasets/export for details.
DOI: 10.17632/x38kgxrb2d.1
title: Dataset_april_2024

description: Financial performance of Russian companies and macroeconomic indicators related to the effectiveness of working capital management
DOI: 10.15468/dl.d9p66k
title: Occurrence Download

description: A dataset containing 2834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-98.53346 18.49306,-94.42431 17.73202,-94.42431 22.13267,-98.88808 24.53119,-98.53346 18.49306))",
 "HasGeospatialIssue is false",
 "TaxonKey is Passiflora L."
 ]
}

 The dataset includes 2834 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246268-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg2vs9
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polystichum wattii (Bedd.) C.Chr."
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225229-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du4ek4
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon taraxacoides Lacaita, 1918"
 ]
}

 The dataset includes 123 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005961-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rueht9
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hieracium nigrescens Willd.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 499 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002754-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezzq68
title: Occurrence Download

description: A dataset containing 9283055 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora von Deutschland (Phanerogamen)"
 ]
}

 The dataset includes 9283055 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232390-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xchdpa
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tanytarsus oscillans Johannsen, 1932",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215731-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.266nhd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mizodorcatoma pulcherrima Sakai, 1979",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215742-220831081235567/datasets/export for details.
DOI: 10.15468/dl.4xhpfe
title: Occurrence Download

description: A dataset containing 216397 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample, Human Observation, Occurrence evidence, Observation)",
 "Year 1000-2023",
 "Country is one of (Colombia)",
 "StateProvince is one of (magdalena, bolívar, la guajira, córdoba, sucre, cesar, atlántico, cordoba department, cordoba, atlantico dept., atlantico department, atlantico, atlantico province, atlántico dept., bolivar department, bolivar, bolívar dept., cesar dept., cesar department, la guajira dept., la guajira department, magdalena dept., magdalena department, magdalena dept, sucre department)",
 "TaxonKey is one of (Insecta)"
 ]
 }
 ]
}

 The dataset includes 216397 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246230-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.13862.04165
title: Defending Muslim and Arab World from Western Globalization
DOI: 10.5517/ccrpd1v
title: CCDC 705747: Experimental Crystal Structure Determination

description: Related Article: S.Toyota, H.Onishi, Y.Kawai, T.Morimoto, H.Miyahara, T.Iwanaga, K.Wakamatsu|2009|Org.Lett.|11|321|doi:10.1021/ol802488z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccsfjyn
title: CCDC 728002: Experimental Crystal Structure Determination

description: Related Article: J.Flapper, H.Kooijman, M.Lutz, A.L.Spek, P.W.N.M.van Leeuwen, C.J.Elsevier, P.C.J.Kamer|2009|Organometallics|28|1180|doi:10.1021/om800903n
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.13140/rg.2.2.18147.89125
title: ADITIVOS EXPANSIVOS FRACTURAS LMC
DOI: 10.13140/rg.2.2.21503.33441
title: FORMIATOS COMO FLUIDO DE COMPLETACION
DOI: 10.5517/ccsd4hs
title: CCDC 726655: Experimental Crystal Structure Determination

description: Related Article: M.Khan, V.Enkelmann, G.Brunklaus|2009|J.Org.Chem.|74|2261|doi:10.1021/jo802673f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccsd5nz
title: CCDC 726691: Experimental Crystal Structure Determination

description: Related Article: D.Hesek, Mijoon Lee, B.C.Noll, J.F.Fisher, S.Mobashery|2009|J.Org.Chem.|74|2567|doi:10.1021/jo802706d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.13140/rg.2.2.24649.06249
title: HIDRAULICA AVANZADA DE PERFORACION RESUMEN
DOI: 10.5281/zenodo.17249902
title: Tuni2025 Datasets for GNSS  - Galileo Spoofing

description: Tuni2025 Datasets for GNSS  - Galileo Spoofing 
Selected Scenarios are a curated subset of high-resolution GNSS spoofing measurement data recorded in a controlled laboratory environment at Tampere University, Finland. The dataset supports research in spoofing detection, RF signal analysis, and GNSS receiver security.

 

Each scenario contains:

 

A raw I/Q measurement file (approx. 30 GB, interleaved 32-bit float format)

 

A scenario-specific README file documenting signal setup, spoofing conditions, and usage notes

 

This release includes 8 Galileo E1 signal scenarios, covering both spoofed and authentic (clear-sky) cases, true spoofer position attacks, and varying numbers of spoofers. The data was collected using a USRP-2945R software-defined radio front-end at 50 MSps sampling rate, with spoofing signals generated using a Spectracom GSG-6 GNSS simulator where applicable.

 

📁 Included Scenarios

 

C-1 Galileo Static No Multipath True Position – Clear-sky (no spoofers)     - Version-v1SS-1 Galileo Static No Multipath True Position – 1 Spoofer                         - Version-v2SS-3 Galileo Static No Multipath True Position – 3 Spoofers                       - Version-v3SS-5 Galileo Static No Multipath True Position – 5 Spoofers                       - Version-v11C-3 Galileo Static No Multipath True Position – Clear-sky (no spoofers)     - Version-v13SS-11 Galileo Static Multipath True Position – 1 Spoofer                             - Version-v7SS-12 Galileo Static Multipath True Position – 2 Spoofers                           - Version-v8SS-13 Galileo Static Multipath True Position – 4 Spoofers                           - Version-v9

 

🔬 Intended Use

 

This dataset is intended for use in:

 

GNSS spoofing detection research and algorithm development

 

RF fingerprinting and signal classification

 

GNSS receiver performance benchmarking

 

Machine learning and statistical analysis of spoofed GNSS signals

 

🛰️ Signal Type

 

Galileo E1 only

 

🛠️ Equipment Used

 

USRP-2945R software-defined radio front-end

 

Spectracom GSG-6 GNSS signal simulator (used in spoofing scenarios only)

 

📂 File Format

 

.bin: Raw I/Q measurement (interleaved 32-bit float)

.pdf: Scenario-specific README file

 

 

📚 Citation

 

If using this dataset, please cite this:

 

🔄 Additional Data

 

Other scenarios and dataset extensions (e.g., multipath, dynamic spoofing, false position) may be provided upon request by the authors.
DOI: 10.5517/ccrb7pz
title: CCDC 695041: Experimental Crystal Structure Determination

description: Related Article: E.Lopez-Torres, J.R.Dilworth|2009|Chem.-Eur.J.|15|3012|doi:10.1002/chem.200801446
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccqxxvc
title: CCDC 683204: Experimental Crystal Structure Determination

description: Related Article: S.A.Patil, Chia-Ming Weng, Po-Cheng Huang, Fung-E Hong|2009|Tetrahedron|65|2889|doi:10.1016/j.tet.2009.02.017
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccr1pl1
title: CCDC 686823: Experimental Crystal Structure Determination

description: Related Article: S.B.Atla, A.A.Kelkar, V.G.Puranik, W.Bensch, R.V.Chaudhari|2009|J.Organomet.Chem.|694|683|doi:10.1016/j.jorganchem.2008.11.065
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccqll95
title: CCDC 673267: Experimental Crystal Structure Determination

description: Related Article: V.S.Elanchezhian, M.Kandaswamy|2009|Inorg.Chem.Commun.|12|161|doi:10.1016/j.inoche.2008.11.027
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccsx9cb
title: CCDC 742182: Experimental Crystal Structure Determination

description: Related Article: B.Lesniewska, S.Jebors, A.W.Coleman, K.Suwinska|2009|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|65|o290|doi:10.1107/S0108270109015650
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cct29qw
title: CCDC 746998: Experimental Crystal Structure Determination

description: Related Article: Mostafa M. Amini, Amirreza Azadmehr, Ezzatollah Najafi, Nasser Hadipour,Chung-Der Chen, Chun-Jung Chen|2011|Main Group Chem.|10|73|doi:10.3233/MGC-2010-0036
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cct29rx
title: CCDC 746999: Experimental Crystal Structure Determination

description: Related Article: Mostafa M. Amini, Amirreza Azadmehr, Ezzatollah Najafi, Nasser Hadipour,Chung-Der Chen, Chun-Jung Chen|2011|Main Group Chem.|10|73|doi:10.3233/MGC-2010-0036
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cct29pv
title: CCDC 746997: Experimental Crystal Structure Determination

description: Related Article: Mostafa M. Amini, Amirreza Azadmehr, Ezzatollah Najafi, Nasser Hadipour,Chung-Der Chen, Chun-Jung Chen|2011|Main Group Chem.|10|73|doi:10.3233/MGC-2010-0036
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cct278c
title: CCDC 746922: Experimental Crystal Structure Determination

description: Related Article: S.Kurjatschij, W.Seichter, E.Weber|2010|New J.Chem.|34|1465|doi:10.1039/b9nj00540d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cct27lp
title: CCDC 746932: Experimental Crystal Structure Determination

description: Related Article: C.-J.Wallentin, T.Wixe, O.F.Wendt, K.-E.Bergquist, K.Warnmark|2010|Chem.-Eur.J.|16|3994|doi:10.1002/chem.200902925
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.