• Catalogue PIGMA
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PELGAS Bay of Biscay ZooCAM zooplankton Dataset (2016-2019)

This dataset is composed of 702,111 zooplankton individuals, zooplankton pieces, non-living particles and imaging artefacts, ranging from 300 µm to 3.39 mm Equivalent Spherical Diameter, individually imaged and measured with the ZooCAM (Colas et al., 2018). The objects were sorted in 127 taxonomic and morphological groups. The imaged objects originate from samples collected on the Bay of Biscay continental shelf, in spring, from 2016 to 2019 during the PELGAS ecosystemic surveys (Doray et al., 2018). The samples were collected with a WP2 200 µm mesh size fitted with a Hydrobios (back-run stop) mechanical flowmeter, generally from 100 m depth to the surface, or 5 m above the sea floor (if bottom depth less than 100 m) in vertical hauls, at night. The samples were imaged on board, live, after collection and subsampling, and preserved in 4% buffered formaldehyde seawater. Each imaged object is geolocated, associated to a station, a cruise, a year and other metadata that enable the reconstruction of quantitative zooplankton communities for ecological studies (i.e. Grandrémy et al., 2023a). Each object is described by 52 morphological and grey level based features (8 bits encoding, 0 = black, 255 = white), including size, automatically extracted on each individual image by the ZooCAM software. Each object was taxonomically identified using the ZooCAM software and the web based application Ecotaxa with built-in, random forest and CNN based, semi-automatic sorting tools followed by expert validation or correction (Picheral et al., 2017). Images from 2016-2017 contain ROI bounding box limits, metadata at the bottom of each image, and non-homogenised background within and around the ROI bounding box; Images from 2018 contain non-homogenised background within the ROI bounding box only; images from 2019 have a completely homogeneous and thresholded background around the object.  The differences arose from successive ZooCAM software updates that do not modify the calculation of object’s features. This dataset is intended to be used for ecological studies as well as machine learning applied to plankton studies.

The archive contains :

- One tab separated file (PELGAS ZooCAM zooplankton dataset) containing all data and metadata associated to each imaged and identified object. Metadata and features are in columns (n =72) and objects are in rows (n = 702,111).

- One comma separated file containing the name, type, definition and unit of each field (column) in the .tsv (dataset descriptor zoocam).

- One comma separated file containing the taxonomic list of the dataset, with counts and nature of the content of the category, i.e. “T” for taxonomical category, and “M” for morphological category (taxonomy descriptor zoocam).

- A individual_images directory containing images of each object, named according to the object id objid and sorted in subdirectories according to their taxonomic identification, across years and sampling stations.

- A Map of the sampling station location over the 2016-2019 period.

Simple

Date (Publication)
2023
Date (Revision)
2023-10-20
Other citation details
Grandrémy Nina, Bourriau Paul, Danielou Marie-Madeleine, Doray Mathieu, Dupuy Christine, Forest Bertrand, Huret Martin, Le Mestre Sophie, Nowaczyk Antoine, Petitgas Pierre, Pineau Philippe, Rouxel Justin, Tardivel Morgan, Romagnan Jean-Baptiste (2023). PELGAS Bay of Biscay ZooCAM zooplankton Dataset (2016-2019). SEANOE. https://doi.org/10.17882/94040
Credit
The authors acknowledge receiving funding from the Ifremer DEFIPEL project France Filière Pêche projet d’avenir. NG acknowledges being funded by Region Pays de la Loire, FR and Ifremer. The authors wish to thanks Jean-Yves Coail, Gérard Guyader and Patrick Berriet (Ifremer – REM-RDT-SIIM) for their contribution to the hardware assembly of the ZooCAM. The authors wish also to thank the many other students, technicians and scientists who participated in the sampling and samples management on board and on land, and the successive crews of the R/V Thalassa involved in the PELGAS cruises from 2016 to 2019.
Author
  DECOD (Ecosystem Dynamics and Sustainability), IFREMER, INRAE, Institut Agro, Nantes, Centre Atlantique - Rue de l'Ile d'Yeu - BP 21105 - 44311 Nantes Cedex 03, France. - Grandrémy Nina
Author
  DECOD (Ecosystem Dynamics and Sustainability), IFREMER, INRAE, Institut Agro, Nantes, Centre Atlantique - Rue de l'Ile d'Yeu - BP 21105 - 44311 Nantes Cedex 03, France. - BOURRIAU Paul
Author
  Unité DYNECO-PELAGOS, Laboratoire d’Ecologie Pélagique, Ifremer Centre Bretagne - ZI de la Pointe du Diable - CS 10070 - 29280 Plouzané, France - DANIELOU Marie-Madeleine
Author
  DECOD (Ecosystem Dynamics and Sustainability), IFREMER, INRAE, Institut Agro, Nantes, Centre Atlantique - Rue de l'Ile d'Yeu - BP 21105 - 44311 Nantes Cedex 03, France. - DORAY Mathieu
Author
  BIOFEEL, UMRi LIENSs, La Rochelle Université / CNRS, 2, rue Olympe de Gouges, 17000 La Rochelle, France - DUPUY Christine
Author
  Laboratoire Hydrodynamique Marine, Unité RDT, Ifremer Centre Bretagne - ZI de la Pointe du Diable - CS 10070 - 29280 Plouzané, France - FOREST Bertrand
Author
  DECOD (Ecosystem Dynamics and Sustainability), IFREMER, INRAE, Institut Agro, Centre Bretagne - ZI de la Pointe du Diable - CS 10070 - 29280 Plouzané, France. - HURET Martin
Author
  DECOD (Ecosystem Dynamics and Sustainability), IFREMER, INRAE, Institut Agro, Centre Bretagne - ZI de la Pointe du Diable - CS 10070 - 29280 Plouzané, France. - LE MESTRE Sophie
Author
  UMR CNRS 5805 EPOC – OASU, Station Marine d'Arcachon, Université de Bordeaux, 2 Rue du Professeur Jolyet, 33120 Arcachon, France - Nowaczyk Antoine
Author
  Departement Ressources Biologiques et Environnement, Ifremer Centre Atlantique - Rue de l'Ile d'Yeu - BP 21105 - 44311 Nantes Cedex 03, France - PETITGAS Pierre
Author
  BIOFEEL, UMRi LIENSs, La Rochelle Université / CNRS, 2, rue Olympe de Gouges, 17000 La Rochelle, France - Pineau Philippe
Author
  Laboratoire Détection, Capteurs et Mesures, Unité RDT, Ifremer Centre Bretagne - ZI de la Pointe du Diable - CS 10070 - 29280 Plouzané, France - ROUXEL Justin
Author
  Laboratoire Détection, Capteurs et Mesures, Unité RDT, Ifremer Centre Bretagne - ZI de la Pointe du Diable - CS 10070 - 29280 Plouzané, France - TARDIVEL Morgan
Author
  DECOD (Ecosystem Dynamics and Sustainability), IFREMER, INRAE, Institut Agro, Nantes, Centre Atlantique - Rue de l'Ile d'Yeu - BP 21105 - 44311 Nantes Cedex 03, France. - ROMAGNAN Jean-Baptiste
Publisher
  SEANOE
Theme
  • Zooplankton
  • Bay of Biscay
  • ZooCAM
  • imaging
  • WP2 200 µm net
  • Biological oceanography
ODATIS aggregation parameters and Essential Variable names
  • Zooplankton
SeaDataNet Parameter Disciplines
  • Biological oceanography
Centre de données ODATIS
  • CDS-OASU
Type de jeux de donnée ODATIS
  • /Observational data/in-situ
Use limitation
CC-BY (Creative Commons - Attribution)
Use constraints
Other restrictions
Other constraints
While all identifications have been reviewed by at least one human operator, we cannot fully guarantee the correctness of each of the >700k identifications, a few mistakes might remain.
Date (Publication)
2024
Publisher
  Ifremer
Author
  Huret Martin
Author
  Lehuta Sigrid
Author
  Romagnan Jean-Baptiste
Author
  Doray Mathieu
Author
  Daures Fabienne
Author
  Travers-Trolet Morgane
Unique resource identifier
10.13155/104256
Association Type
Cross reference
Initiative Type
Study
Date (Publication)
2023
Publisher
  Copernicus GmbH
Author
  GRANDREMY NINA
Author
  BOURRIAU PAUL
Author
  DACHÉ EDWIN
Author
  DANIELOU MARIE-MADELEINE
Author
  DORAY MATHIEU
Author
  DUPUY CHRISTINE
Author
  FOREST BERTRAND
Author
  JALABERT LAETITIA
Author
  HURET MARTIN
Author
  LE MESTRE SOPHIE
Author
  NOWACZYK ANTOINE
Author
  PETITGAS PIERRE
Author
  PINEAU PHILIPPE
Author
  ROUXEL JUSTIN
Author
  TARDIVEL MORGAN
Author
  ROMAGNAN JEAN-BAPTISTE
Unique resource identifier
10.5194/essd-2023-187
Association Type
Cross reference
Initiative Type
Study
Date (Publication)
2023
Publisher
  Elsevier BV
Author
  GRANDREMY NINA
Author
  ROMAGNAN JEAN-BAPTISTE
Author
  DUPUY CHRISTINE
Author
  DORAY MATHIEU
Author
  HURET MARTIN
Author
  PETITGAS PIERRE
Unique resource identifier
10.1016/j.pocean.2022.102949
Association Type
Cross reference
Initiative Type
Study
Date (Publication)
2023
Publisher
  ASLO
Author
  Grandremy Nina
Author
  Dupuy Christine
Author
  Petitgas Pierre
Author
  Le Mestre Sophie
Author
  Bourriau Paul
Author
  Nowaczyk Antoine
Author
  Forest Bertrand
Author
  Romagnan Jean-Baptiste
Unique resource identifier
10.1002/lom3.10577
Association Type
Cross reference
Initiative Type
Study
Date (Publication)
2018
Publisher
  Pergamon-elsevier Science Ltd
Author
  COLAS FLORENT
Author
  TARDIVEL MORGAN
Author
  PERCHOC JONATHAN
Author
  LUNVEN MICHEL
Author
  FOREST BERTRAND
Author
  GUYADER GERARD
Author
  DANIELOU MARIE-MADELEINE
Author
  LE MESTRE SOPHIE
Author
  BOURRIAU PAUL
Author
  ANTAJAN ELVIRE
Author
  SOURISSEAU MARC
Author
  HURET MARTIN
Author
  PETITGAS PIERRE
Author
  ROMAGNAN JEAN-BAPTISTE
Unique resource identifier
10.1016/j.pocean.2017.10.014
Association Type
Cross reference
Initiative Type
Study
Date (Publication)
2018
Publisher
  Pergamon-elsevier Science Ltd
Author
  DORAY MATHIEU
Author
  PETITGAS PIERRE
Author
  HURET MARTIN
Author
  DUHAMEL ERWAN
Author
  ROMAGNAN JEAN-BAPTISTE
Author
  AUTHIER MATTHIEU
Author
  DUPUY CHRISTINE
Author
  SPITZ JEROME
Unique resource identifier
10.1016/j.pocean.2017.12.004
Association Type
Cross reference
Initiative Type
Study
Date (Publication)
2024
Publisher
  SEANOE
Author
  Elineau
Author
  Amanda
Author
  Desnos
Author
  Corinne
Author
  Jalabert
Author
  Laetitia
Author
  Olivier
Author
  Marion
Author
  Romagnan
Author
  Jean-Baptiste
Author
  Costa Brandao
Author
  Manoela
Author
  Lombard
Author
  Fabien
Author
  Llopis
Author
  Natalia
Author
  Courboulès
Author
  Justine
Author
  Caray-Counil
Author
  Louis
Author
  Serranito
Author
  Bruno
Author
  Irisson
Author
  Jean-Olivier
Author
  Picheral
Author
  Marc
Author
  Gorsky
Author
  Gaby
Author
  Stemmann
Author
  Lars
Unique resource identifier
10.17882/55741
Association Type
Cross reference
Initiative Type
dataset
Date (Publication)
2024
Publisher
  SEANOE
Author
  Romagnan Jean-Baptiste
Author
  Panaïotis Thelma
Author
  Bourriau Paul
Author
  Danielou Marie-Madeleine
Author
  Doray Mathieu
Author
  Dupuy Christine
Author
  Forest Bertrand
Author
  Grandremy Nina
Author
  Huret Martin
Author
  Le Mestre Sophie
Author
  Nowaczyk Antoine
Author
  Petitgas Pierre
Author
  Pineau Philippe
Author
  Rouxel Justin
Author
  Tardivel Morgan
Author
  Irisson Jean-Olivier
Unique resource identifier
10.17882/101928
Association Type
Cross reference
Initiative Type
dataset
Date (Publication)
2018
Publisher
  SEANOE
Author
  Doray
Author
  Mathieu
Author
  Huret
Author
  Martin
Author
  Authier
Author
  Matthieu
Author
  Duhamel
Author
  Erwan
Author
  Romagnan
Author
  Jean-Baptiste
Author
  Dupuy
Author
  Christine
Author
  Spitz
Author
  Jérôme
Author
  Sanchez
Author
  Florence
Author
  Berger
Author
  Laurent
Author
  Dorémus
Author
  Ghislain
Author
  Bourriau
Author
  Paul
Author
  Grellier
Author
  Patrick
Author
  Pennors
Author
  Laurence
Author
  Masse
Author
  Jacques
Author
  Petitgas
Author
  Pierre
Unique resource identifier
10.17882/53389
Association Type
Cross reference
Initiative Type
dataset
Unique resource identifier
10.17600/16002400
Association Type
Cross reference
Initiative Type
Platform
Unique resource identifier
10.17600/17002000
Association Type
Cross reference
Initiative Type
Platform
Unique resource identifier
10.17600/18000419
Association Type
Cross reference
Initiative Type
Platform
Unique resource identifier
10.17600/18001109
Association Type
Cross reference
Initiative Type
Platform
Metadata language
English
Topic category
  • Oceans
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Distribution format
  • TEXTE ( )

  • CSV ( )

  • IMAGE ( )

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

PELGAS ZooCAM zooplankton dataset - 377 MB

OnLine resource
dataset descriptor zoocam - 11 KB ( WWW:DOWNLOAD-1.0-link--download )

dataset descriptor zoocam - 11 KB

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

taxonomy descriptor zoocam - 2 KB

OnLine resource
Raw data ( WWW:DOWNLOAD-1.0-link--download )

individual images - 1 GB

OnLine resource
Map of the sampling station location over the 2016-2019 period - 1 MB ( WWW:DOWNLOAD-1.0-link--download )

Map of the sampling station location over the 2016-2019 period - 1 MB

OnLine resource
DOI of the product ( WWW:LINK-1.0-http--metadata-URL )
OnLine resource
Seanoe ( rel-canonical )
Hierarchy level
Dataset
Statement
WP2 200 µm zooplankton net, ZooCAM, Ecotaxa
File identifier
seanoe:94040 XML
Metadata language
English
Character set
UTF8
Hierarchy level
Dataset
Date stamp
2023-10-20
Metadata standard name
ISO 19115:2003/19139
Metadata standard version
1.0
Point of contact
  DECOD (Ecosystem Dynamics and Sustainability), IFREMER, INRAE, Institut Agro, Nantes, Centre Atlantique - Rue de l'Ile d'Yeu - BP 21105 - 44311 Nantes Cedex 03, France. - Grandrémy Nina
Point of contact
  DECOD (Ecosystem Dynamics and Sustainability), IFREMER, INRAE, Institut Agro, Nantes, Centre Atlantique - Rue de l'Ile d'Yeu - BP 21105 - 44311 Nantes Cedex 03, France. - ROMAGNAN Jean-Baptiste
 
 

Overviews

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Spatial extent

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Keywords

Bay of Biscay Biological oceanography WP2 200 µm net ZooCAM Zooplankton imaging
Centre de données ODATIS
CDS-OASU
ODATIS aggregation parameters and Essential Variable names
Zooplankton
Type de jeux de donnée ODATIS
/Observational data/in-situ

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