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The pre-trained Plankton Imager (Pi-10) Convolutional Neural Network (CNN) models provide a ready-to-use deep learning solution for automated zooplankton image classification. Built upon the FlowCam phytoplankton classifier developed by VLIZ within the iMagine project, the Pi-10 pre-trained models efficiently recognize and categorize planktonic organisms from Pi-10 images, with a focus on the Southern North Sea.<\/p>","EngDescr":null,"OrigAbstract":null,"OrigDescr":null,"Comments":null,"ReleaseDate":null,"ReleaseDate0":null,"OrigDescrLang":null,"EmbargoDate":null,"OrigDescrLangNL":null,"OrigLangCode":null,"OrigLangCodeExtended":null,"OrigLangID":null,"DescrCompFlag":null,"DescrTransFlag":null,"Citation":"Mortelmans, J.; Decrop, W.; Mu\u00f1iz, C.; Deneudt, K.; Flanders Marine Institute (VLIZ): Belgium; (2026): Pre-trained models and learning set for classification of Southern North Sea plankton images collected by the Plankton Imager (Pi-10). Marine Data Archive.","AccessConstraints":null,"UDate":"2026-04-02","CDate":"2025-09-30","CurrencyDate":null,"RevisionDate":null,"DateLastModified":{"date":"2026-04-02 12:02:05.722164","timezone_type":1,"timezone":"+02:00"},"CheckedFlag":1,"PublicFlag":1,"VlizCoreFlag":1,"MarineFlag":null,"FreshFlag":null,"BrackishFlag":0,"TerrestrialFlag":0,"StatusID":1,"DasType":"Software\/models\/scripts","DasTypeID":3,"DasOrigin":"Research: field survey","Progress":"Completed","AccessConstraint":"Attribution-NonCommercial (CC BY-NC)","AccConstrEN":"Attribution-NonCommercial (CC BY-NC)","AccConstrDisplay":"\"Creative<\/a> This dataset is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License<\/a>.","License":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0","AccConstrDescription":"This license lets others remix, tweak, and build upon your work non-commercially, and although their new works must also acknowledge you and be non-commercial, they don\u2019t have to license their derivative works on the same terms","Lineage":null,"AccConID":24},"dois":[{"DOIID":1309,"PublicationYear":2026,"DOI":"10.14284\/782","Citation":"Mortelmans, J.; Decrop, W.; Mu\u00f1iz, C.; Deneudt, K.; Flanders Marine Institute (VLIZ): Belgium; (2026): Pre-trained models and learning set for classification of Southern North Sea plankton images collected by the Plankton Imager (Pi-10). Marine Data Archive.","MDAID":"VLIZ_00000321_6977219f8feec951328153","Moratorium":0,"MDAURL":"https:\/\/mda.vliz.be\/directlink.php?fid=VLIZ_00000321_6977219f8feec951328153","CurrentDOI":1,"Active":1,"URL":null,"downloadURL":"https:\/\/mda.vliz.be\/download.php?file=VLIZ_00000321_6977219f8feec951328153"}],"spcols":null,"keywords":[{"ThesaurusTerm":"Image classification","ThesTypID":2,"ThesType":"CSA Technology Research Database Master Thesaurus","Code":null,"Description":null,"OrigThesTerm":"Image classification","DutchTerm":null,"URI":null,"DasKeywordDescr":null},{"ThesaurusTerm":"Modelling","ThesTypID":1,"ThesType":"ASFA Thesaurus List","Code":"c_230ab86c","Description":null,"OrigThesTerm":"Modelling","DutchTerm":"Modellering","URI":"http:\/\/aims.fao.org\/aos\/agrovoc\/c_230ab86c","DasKeywordDescr":null}],"parents":[{"DasID":8925,"Acronym":null,"EngAbstract":"

The Plankton Imager 10 (Pi-10) is an advanced imaging system designed for high-frequency, high-resolution monitoring of plankton in the Belgian part of the North Sea, providing real-time data collection aboard the RV Simon Stevin.<\/p>","License":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/","StandardTitle":"VLIZ observatory data: shipboard underway plankton biodiversity observations by flow-through imaging (Plankton Imager, Pi-10) in the Southern North Sea","doi":null,"vlizDoi":null}],"children":null,"othrel":null,"othrelrev":null,"ownerships":[{"OrderNr":1,"Surname":"Mortelmans","Firstname":"Jonas","Initials":"J.","PerPublicFlag":1,"AdrID":167758,"Email":"jonas.mortelmans@vliz.be","InsPublicFlag":1,"Acronym":"VLIZ","OrigNameLangCode":"en","OrigNameLangID":15,"FullOrigName":"Flanders Marine Institute","InsOwnerCNT":11,"PersID":26622,"InsID":36,"FullInstitute":"Vlaams Instituut voor de Zee","RoleID":61,"Role":"Data creator","OrigName":"Flanders Marine 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