cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.uxnr99
title: Occurrence Download

description: A dataset containing 1695865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Prunus laurocerasus L., Prunus lusitanica L., Prunus spinosa L., Quercus cerris L., Quercus ilex L., Quercus petraea (Matt.) Liebl., Quercus robur Asso, 1779, Rhamnus alnus Münchh., Rhamnus cathartica L., Rhododendron ponticum L., Ribes uva-crispa L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1695865 records from 3143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002468-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgyc8w
title: Occurrence Download

description: A dataset containing 73755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L.",
 "Year 1991-2021"
 ]
}

 The dataset includes 73755 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086087-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5kgdv
title: Occurrence Download

description: A dataset containing 7997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Abroscopus superciliaris (Blyth, 1859)"
 ]
}

 The dataset includes 7997 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119075-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2edzs
title: Occurrence Download

description: A dataset containing 36477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L.",
 "Year 2011-2021"
 ]
}

 The dataset includes 36477 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086100-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5m7rt
title: Occurrence Download

description: A dataset containing 73755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L.",
 "Year 1991-2021"
 ]
}

 The dataset includes 73755 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086137-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gkmqy
title: Occurrence Download

description: A dataset containing 19085 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Información florística del Proyecto Mapa de Vegetación para la Clasificación de Ecosistemas del Ecuador Continental"
 ]
}

 The dataset includes 19085 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000273-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bts8m3
title: Occurrence Download

description: A dataset containing 1397281 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pitangus sulphuratus (Linnaeus, 1766)"
 ]
}

 The dataset includes 1397281 records from 434 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0366123-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgfup9
title: Occurrence Download

description: A dataset containing 838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Styphnolobium japonicum (L.) Schott"
 ]
}

 The dataset includes 838 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059775-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8611152
title: AutoXGB
DOI: 10.34740/kaggle/dsv/8611153
title: OnlineFree
DOI: 10.15468/dl.5mbb44
title: Occurrence Download

description: A dataset containing 48464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "DatasetKey is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 48464 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119076-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9a56n
title: Occurrence Download

description: A dataset containing 3007050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC0 1.0",
 "OccurrenceStatus is Present",
 "Year 2011-2021"
 ]
}

 The dataset includes 3007050 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086103-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhvema
title: Occurrence Download

description: A dataset containing 1395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.12988 48.94271,-113.77441 49.0004,-110.08301 45.17274,-109.02832 41.99053,-108.58887 38.0204,-108.76465 31.30484,-107.62207 31.60474,-105.5127 31.30484,-103.05176 28.79462,-101.99707 30.09571,-100.67871 29.17902,-99.00879 26.69458,-97.0752 25.74844,-93.20801 29.63841,-94.1748 34.47758,-96.1084 36.26908,-97.16309 40.73727,-98.12988 48.94271))",
 "TaxonKey is Pascopyrum smithii (Rydb.) Barkworth & D.R.Dewey"
 ]
}

 The dataset includes 1395 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0350316-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10459003
title: The Automotive Visual Inspection Dataset (AutoVI): A Genuine Industrial Production Dataset for Unsupervised Anomaly Detection

description: See the official website: https://autovi.utc.fr

Modern industrial production lines must be set up with robust defect inspection modules that are able to withstand high product variability. This means that in a context of industrial production, new defects that are not yet known may appear, and must therefore be identified.

On industrial production lines, the typology of potential defects is vast (texture, part failure, logical defects, etc.). Inspection systems must therefore be able to detect non-listed defects, i.e. not-yet-observed defects upon the development of the inspection system. To solve this problem, research and development of unsupervised AI algorithms on real-world data is required.

Renault Group and the Université de technologie de Compiègne (Roberval and Heudiasyc Laboratories) have jointly developed the Automotive Visual Inspection Dataset (AutoVI), the purpose of which is to be used as a scientific benchmark to compare and develop advanced unsupervised anomaly detection algorithms under real production conditions. The images were acquired on Renault Group's automotive production lines, in a genuine industrial production line environment, with variations in brightness and lighting on constantly moving components. This dataset is representative of actual data acquisition conditions on automotive production lines.

The dataset contains 3950 images, split into 1530 training images and 2420 testing images.

The evaluation code can be found at https://github.com/phcarval/autovi_evaluation_code.

DisclaimerAll defects shown were intentionally created on Renault Group's production lines for the purpose of producing this dataset. The images were examined and labeled by Renault Group experts, and all defects were corrected after shooting.

LicenseCopyright © 2023-2024 Renault Group

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. To view a copy of the license, visit https://creativecommons.org/licenses/by-nc-sa/4.0/.

For using the data in a way that falls under the commercial use clause of the license, please contact us.

AttributionPlease use the following for citing the dataset in scientific work:

Carvalho, P., Lafou, M., Durupt, A., Leblanc, A., & Grandvalet, Y. (2024). The Automotive Visual Inspection Dataset (AutoVI): A Genuine Industrial Production Dataset for Unsupervised Anomaly Detection [Dataset]. https://doi.org/10.5281/zenodo.10459003

ContactIf you have any questions or remarks about this dataset, please contact us at philippe.carvalho@utc.fr, meriem.lafou@renault.com, alexandre.durupt@utc.fr, antoine.leblanc@renault.com, yves.grandvalet@utc.fr.

Changelog



v1.0.0



Cropped engine_wiring, pipe_clip and pipe_staple images

Reduced tank_screw, underbody_pipes and underbody_screw image sizes



v0.1.1



Added ground truth segmentation maps

Fixed categorization of some images

Added new defect categories

Removed tube_fastening and kitting_cart

Removed duplicates in pipe_clip
DOI: 10.5281/zenodo.8099579
title: The Automotive Visual Inspection Dataset (AutoVI): A Genuine Industrial Production Dataset for Unsupervised Anomaly Detection

description: See the official website: https://autovi.utc.fr

Modern industrial production lines must be set up with robust defect inspection modules that are able to withstand high product variability. This means that in a context of industrial production, new defects that are not yet known may appear, and must therefore be identified.

On industrial production lines, the typology of potential defects is vast (texture, part failure, logical defects, etc.). Inspection systems must therefore be able to detect non-listed defects, i.e. not-yet-observed defects upon the development of the inspection system. To solve this problem, research and development of unsupervised AI algorithms on real-world data is required.

Renault Group and the Université de technologie de Compiègne (Roberval and Heudiasyc Laboratories) have jointly developed the Automotive Visual Inspection Dataset (AutoVI), the purpose of which is to be used as a scientific benchmark to compare and develop advanced unsupervised anomaly detection algorithms under real production conditions. The images were acquired on Renault Group's automotive production lines, in a genuine industrial production line environment, with variations in brightness and lighting on constantly moving components. This dataset is representative of actual data acquisition conditions on automotive production lines.

The dataset contains 3950 images, split into 1530 training images and 2420 testing images.

The evaluation code can be found at https://github.com/phcarval/autovi_evaluation_code.

DisclaimerAll defects shown were intentionally created on Renault Group's production lines for the purpose of producing this dataset. The images were examined and labeled by Renault Group experts, and all defects were corrected after shooting.

LicenseCopyright © 2023-2024 Renault Group

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. To view a copy of the license, visit https://creativecommons.org/licenses/by-nc-sa/4.0/.

For using the data in a way that falls under the commercial use clause of the license, please contact us.

AttributionPlease use the following for citing the dataset in scientific work:

Carvalho, P., Lafou, M., Durupt, A., Leblanc, A., & Grandvalet, Y. (2024). The Automotive Visual Inspection Dataset (AutoVI): A Genuine Industrial Production Dataset for Unsupervised Anomaly Detection [Dataset]. https://doi.org/10.5281/zenodo.10459003

ContactIf you have any questions or remarks about this dataset, please contact us at philippe.carvalho@utc.fr, meriem.lafou@renault.com, alexandre.durupt@utc.fr, antoine.leblanc@renault.com, yves.grandvalet@utc.fr.

Changelog



v1.0.0



Cropped engine_wiring, pipe_clip and pipe_staple images

Reduced tank_screw, underbody_pipes and underbody_screw image sizes



v0.1.1



Added ground truth segmentation maps

Fixed categorization of some images

Added new defect categories

Removed tube_fastening and kitting_cart

Removed duplicates in pipe_clip
DOI: 10.15468/dl.m7knsj
title: Occurrence Download

description: A dataset containing 73755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L.",
 "Year 1991-2021"
 ]
}

 The dataset includes 73755 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086115-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn8krg
title: Occurrence Download

description: A dataset containing 74673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L.",
 "Year 1991-2021"
 ]
}

 The dataset includes 74673 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086152-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsfpzg
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.80273 23.90625,-77.08008 23.90625,-77.08008 33.04688,-87.80273 33.04688,-87.80273 23.90625))",
 "HasCoordinate is true",
 "TaxonKey is Asclepias feayi Chapm. ex A.Gray"
 ]
}

 The dataset includes 283 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026610-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpgaqw
title: Occurrence Download

description: A dataset containing 73755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L.",
 "Year 1991-2021"
 ]
}

 The dataset includes 73755 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086117-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zcxac
title: Occurrence Download

description: A dataset containing 73755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L.",
 "Year 1991-2021"
 ]
}

 The dataset includes 73755 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086101-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unzsfg
title: Occurrence Download

description: A dataset containing 73755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L.",
 "Year 1991-2021"
 ]
}

 The dataset includes 73755 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086116-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb5k9x
title: Occurrence Download

description: A dataset containing 2562 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heloderma suspectum Cope, 1869"
 ]
}

 The dataset includes 2562 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088230-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp7abn
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops leucurus Wagler, 1824"
 ]
}

 The dataset includes 193 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0415250-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cwhaa
title: Occurrence Download

description: A dataset containing 222278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talpa europaea Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 222278 records from 1174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059743-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkx7ds
title: Occurrence Download

description: A dataset containing 1292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-120 -60,-25 -60,-25 30,-120 30,-120 -60))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anolis fuscoauratus D'Orbigny, 1837"
 ]
}

 The dataset includes 1292 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000108-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9cfd9
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Koeleria cristata Kar. & Kir.",
 "Geometry POLYGON((-106 36, -80 36, -80 54, -106 54, -106 36))"
 ]
}

 The dataset includes 102 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000109-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4qvua
title: Occurrence Download

description: A dataset containing 2529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Termitomyces R.Heim"
 ]
}

 The dataset includes 2529 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000110-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9ksju
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glochidion arborescens Blume"
 ]
}

 The dataset's 1 records were derived from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000073-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r78nvf
title: Occurrence Download

description: A dataset containing 16294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is 2002,2022",
 "Month is one of (May, June)",
 "TaxonKey is one of (Motacilla alba leucopsis (Gould, 1838), Urosphena squameiceps (Swinhoe, 1863), Cyanopica cyanus (Pallas, 1776))",
 "Geometry POLYGON((108 20, 157 20, 157 55, 108 55, 108 20))"
 ]
}

 The dataset includes 16294 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000111-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rz8qa
title: Occurrence Download

description: A dataset containing 41683664 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammalia"
 ]
}

 The dataset includes 41683664 records from 14908 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000077-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/1210013801-fra
title: Commerce des biens selon les caractéristiques des exportateurs, selon l'industrie de l'établissement et Région métropolitaine de recensement

description: Données sur le commerce des biens selon les caractéristiques des exportateurs disponibles selon le Système de classification des industries de l'Amérique du Nord (SCIAN) au niveau de l'établissement. Les utilisateurs peuvent sélectionner des données liées à la valeur des exportations et au nombre de l'établissement exportateurs pour l'ensemble des régions métropolitaines de recensement du Canada.
DOI: 10.15468/dl.knf5dz
title: Occurrence Download

description: A dataset containing 1317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Moehringia macrophylla (Hook.) Fenzl",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "Issue" : [
 "is one of (Coordinate reprojection suspicious, Coordinate reprojection failed, Coordinate precision invalid, Coordinate invalid, Geodetic datum invalid)"
 ]
 }
 },
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "Country is one of (United States of America, Canada, Mexico)"
 ]
}

 The dataset includes 1317 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000776-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.