cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jvqbk5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum ogadense Mesfin"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239132-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8bgdj
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliconia trichocarpa G.S.Daniels & F.G.Stiles"
 ]
}

 The dataset includes 236 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239732-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82aqkn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum outeniquense Hilliard"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239140-230224095556074/datasets/export for details.
DOI: 10.15468/dl.s7837c
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum krasnovii B.Fedtsch."
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238214-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmccye
title: Occurrence Download

description: A dataset containing 453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus viminea Trel."
 ]
}

 The dataset includes 453 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010279-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7eck6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum kasteki Bajtenov"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238208-230224095556074/datasets/export for details.
DOI: 10.15468/dl.ws7v59
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliconia umbrophila G.S.Daniels & F.G.Stiles"
 ]
}

 The dataset includes 43 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239735-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6uhh9z
title: Occurrence Download

description: A dataset containing 1558088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence, Material sample)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2020"
 ]
}

 The dataset includes 1558088 records from 516 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030900-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13788454
title: DSD-Corpus

description: Diverse Synthesizer for Deepfake Voice Detection - DSD-Corpus

 

Data Structure

The dataset is composed of different public and self-collected datasets, including LibriSpeech, AIHUB, VCTK. Additionally, fake samples are all generated by the authors, utilizing open-source synthesizers and Elevenlabs (commercial site).

We provide the metadata file at DSD_corpus_v1.csv, and the audio files in wavs.zip. Please note that you might use 7Zip to merge all the zip files. After merging, please find the wavs.zip inside a newly created folder (default name wavs_2).

 

If you couldn't find the DSD_corpus_v1.csv after unzip, please use this link: https://drive.google.com/file/d/1l2iywJJBYh1RI5mW_KQ5xkB_9jLsC_IC/view?usp=sharing

License

Our dataset is published under CC BY-NC 4.0, which requires you to give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use. You may not use the material for commercial purposes.

The real samples belonging to LibriSpeech are licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0).

The real samples belonging to the VTCK are licensed under the Open Data Commons Attribution License (ODC-By) v1.0.

The AIHUB is provided by the Korea National Information Agency have freely to used for both non-commercial and commercial purposes, but required to give appropriate credit.

Contact

Please contact aisrc1@ssu.ac.kr or phucdt@soongsil.ac.kr for any inquiries.

Cite our work

@inproceedings{doan2024_ccs,

  title={Trident of Poseidon: A Generalized Approach for Detecting Deepfake Voices},

  author={Doan, Thien-Phuc and Dinh-Xuan, Hung and Ryu, Taewon and Kim, Inho and Lee, Woongjae and Hong, Kihun and Jung, Souhwan},

  booktitle={Proceedings of the 2024 ACM SIGSAC Conference on Computer and Communications Security (CCS '24)},

  pages={},

  year={2024},

  doi = {10.1145/3658644.3690311}

}

 

Public Dataset:

LibriSpeech

@INPROCEEDINGS{7178964,
  author={Panayotov, Vassil and Chen, Guoguo and Povey, Daniel and Khudanpur, Sanjeev},
  booktitle={2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, 
  title={Librispeech: An ASR corpus based on public domain audio books}, 
  year={2015},
  volume={},
  number={},
  pages={5206-5210},
  keywords={Resource description framework;Genomics;Bioinformatics;Blogs;Information services;Electronic publishing;Speech Recognition;Corpus;LibriVox},
  doi={10.1109/ICASSP.2015.7178964}}

VCTK



@misc{anudc:4896
author = {Yamagishi, Junichi and Veaux, Christophe and MacDonald, Kirsten},
title = {{CSTR VCTK Corpus: English Multi-speaker Corpus for CSTR Voice Cloning Toolkit},
doi = {10.7488/ds/2645},
} 

AIHUB



@misc{aihub
author = {AIHUB, Korea National Information Society Agency},
title = {{AIHUB speech corpus},
url= {aihub.or.kr},
}
DOI: 10.5281/zenodo.13788455
title: DSD-Corpus

description: Diverse Synthesizer for Deepfake Voice Detection - DSD-Corpus

 

Data Structure

The dataset is composed of different public and self-collected datasets, including LibriSpeech, AIHUB, VCTK. Additionally, fake samples are all generated by the authors, utilizing open-source synthesizers and Elevenlabs (commercial site).

We provide the metadata file at DSD_corpus_v1.csv, and the audio files in wavs.zip. Please note that you might use 7Zip to merge all the zip files. After merging, please find the wavs.zip inside a newly created folder (default name wavs_2).

 

If you couldn't find the DSD_corpus_v1.csv after unzip, please use this link: https://drive.google.com/file/d/1l2iywJJBYh1RI5mW_KQ5xkB_9jLsC_IC/view?usp=sharing

License

Our dataset is published under CC BY-NC 4.0, which requires you to give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use. You may not use the material for commercial purposes.

The real samples belonging to LibriSpeech are licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0).

The real samples belonging to the VTCK are licensed under the Open Data Commons Attribution License (ODC-By) v1.0.

The AIHUB is provided by the Korea National Information Agency have freely to used for both non-commercial and commercial purposes, but required to give appropriate credit.

Contact

Please contact aisrc1@ssu.ac.kr or phucdt@soongsil.ac.kr for any inquiries.

Cite our work

@inproceedings{doan2024_ccs,

  title={Trident of Poseidon: A Generalized Approach for Detecting Deepfake Voices},

  author={Doan, Thien-Phuc and Dinh-Xuan, Hung and Ryu, Taewon and Kim, Inho and Lee, Woongjae and Hong, Kihun and Jung, Souhwan},

  booktitle={Proceedings of the 2024 ACM SIGSAC Conference on Computer and Communications Security (CCS '24)},

  pages={},

  year={2024},

  doi = {10.1145/3658644.3690311}

}

 

Public Dataset:

LibriSpeech

@INPROCEEDINGS{7178964,
  author={Panayotov, Vassil and Chen, Guoguo and Povey, Daniel and Khudanpur, Sanjeev},
  booktitle={2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, 
  title={Librispeech: An ASR corpus based on public domain audio books}, 
  year={2015},
  volume={},
  number={},
  pages={5206-5210},
  keywords={Resource description framework;Genomics;Bioinformatics;Blogs;Information services;Electronic publishing;Speech Recognition;Corpus;LibriVox},
  doi={10.1109/ICASSP.2015.7178964}}

VCTK



@misc{anudc:4896
author = {Yamagishi, Junichi and Veaux, Christophe and MacDonald, Kirsten},
title = {{CSTR VCTK Corpus: English Multi-speaker Corpus for CSTR Voice Cloning Toolkit},
doi = {10.7488/ds/2645},
} 

AIHUB



@misc{aihub
author = {AIHUB, Korea National Information Society Agency},
title = {{AIHUB speech corpus},
url= {aihub.or.kr},
}
DOI: 10.15468/dl.tfn7qr
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Corydalis sibirica (L.fil.) Pers."
 ]
}

 The dataset includes 82 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030903-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28009010
title: Supplement2.docx

description: <b>Supplement 2.</b> Morphometric measurements of <i>Cyrtodactylus ziegleri</i> from Dak Nong Geopark, Dak Nong Province, Vietnam.
DOI: 10.6084/m9.figshare.28009010.v1
title: Supplement2.docx

description: <b>Supplement 2.</b> Morphometric measurements of <i>Cyrtodactylus ziegleri</i> from Dak Nong Geopark, Dak Nong Province, Vietnam.
DOI: 10.15468/dl.e548x6
title: Occurrence Download

description: A dataset containing 34204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-62.93563 18.30999,-62.97628 18.2724,-63.01299 18.26191,-63.03572 18.25798,-63.07418 18.23656,-63.07899 18.22432,-63.09954 18.2064,-63.12983 18.19335,-63.14787 18.17947,-63.16382 18.17115,-63.17701 18.16455,-63.17527 18.15553,-63.15966 18.15206,-63.13607 18.1597,-63.10797 18.17219,-63.11248 18.16386,-63.08924 18.16525,-62.99765 18.21624,-62.97302 18.23636,-62.96643 18.25545,-62.91613 18.29326,-62.93563 18.30999))"
 ]
}

 The dataset includes 34204 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030904-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14403729
title: TianGO Strain Sensitivity

description: Strain sensitivity of the deci-Hertz gravitational wave detector TianGO.
DOI: 10.5281/zenodo.14403730
title: TianGO Strain Sensitivity

description: Strain sensitivity of the deci-Hertz gravitational wave detector TianGO.
DOI: 10.15468/dl.oxflca
title: Occurrence Download

description: A dataset containing 96911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Charadrius melodus Ord, 1824",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 96911 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047510-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkmbuk
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium brutium Ten.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079087-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y43a43
title: Occurrence Download

description: A dataset containing 2333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.65291 0.93727,-77.53241 0.93727,-77.53241 1.03409,-77.65291 1.03409,-77.65291 0.93727))",
 "Year 2000-2021"
 ]
}

 The dataset includes 2333 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349623-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nkkv3
title: Occurrence Download

description: A dataset containing 1466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Justicia spicigera Schltdl.",
 "HasCoordinate is True"
 ]
}

 The dataset includes 1466 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044245-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dykl0p
title: Occurrence Download

description: A dataset containing 580 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Detarium senegalense J.F.Gmel."
 ]
}

 The dataset includes 580 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047511-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssecnq
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 14.3412923207736",
 "DecimalLongitude is less than 14.344351873958",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 339 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016701-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afj4y3
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhinella nicefori (Cochran & Goin, 1970)"
 ]
}

 The dataset includes 47 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348282-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctgihp
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Calidris canutus rufa (A.Wilson, 1813)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 627 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047513-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yg6g3d
title: Occurrence Download

description: A dataset containing 22456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Vicia americana Muhl. ex Willd."
 ]
}

 The dataset includes 22456 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044240-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkphvd
title: Occurrence Download

description: A dataset containing 23495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea batatas (L.) Lam.",
 "HasCoordinate is True"
 ]
}

 The dataset includes 23495 records from 333 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044244-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38te46
title: Occurrence Download

description: A dataset containing 206246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.7_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 206246 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144535-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spqtwy
title: Occurrence Download

description: A dataset containing 377 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia myriantha Wall. ex Besser"
 ]
}

 The dataset includes 377 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016720-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amkkcz
title: Occurrence Download

description: A dataset containing 212263 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrocephalus rubinus (Boddaert, 1783)"
 ]
}

 The dataset includes 212263 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047513-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vpugq
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Guinea",
 "TaxonKey is Petrocephalus simus Sauvage, 1879"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094927-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p27fgq
title: Occurrence Download

description: A dataset containing 32413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium badium Schreb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 32413 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079091-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmpkxl
title: Occurrence Download

description: A dataset containing 15139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Picoides borealis (Vieillot, 1809)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15139 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047516-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6uvsaw
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium ×arisitense Coste & Soulié",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079085-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qu3k8n
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guinea",
 "TaxonKey is Petrocephalus simus Sauvage, 1879"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094941-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i0bapg
title: Occurrence Download

description: A dataset containing 3498 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 3498 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047517-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-21815
title: Multiple complaint summaries by officer, [1991-06]

description: Compilation of summary of personnel files, IAD investigative files, and multiple complaint summary forms. Multiple complaint summaries by officer - Thomas K Braun, [1991 June] - A compilation of summary of personnel files, IAD investigative files, and multiple complaint summary forms. PART OF A SERIES: Jones, Day, Reavis & Pogue investigated how LAPD administrators respond to personnel complaints and allegations of misconduct. Materials in the series were collected and analyzed by the firm for this purpose, and include summaries of witness interviews; article clippings discussing instances of alleged police misconduct; source materials related to the LAPD’s use-of-force policies; a transcript of a court case involving officer misconduct; summaries of personnel complaint statistics; and excerpts taken from the personnel files of officers with multiple complaints and misconduct charges. Also included is correspondence sent and received by the firm over the course of its investigation.
DOI: 10.15468/dl.xdqwqz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Distromium flabellatum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189921-230224095556074/datasets/export for details.
DOI: 10.15468/dl.z9lizz
title: Occurrence Download

description: A dataset containing 6531 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oryzomys couesi (Alston, 1877)"
 ]
}

 The dataset includes 6531 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000563-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.