{"datasetrec":{"DasID":9128,"Acronym":null,"StandardTitle":"Yolov8 model weights to detect unknown underwater sounds","OrigTitle":null,"OrigTitleLangID":null,"OrigTitleLangCode":null,"OrigTitleLang":null,"OrigTitleLangNL":null,"VersionName":null,"ContactEmail":null,"VersionDate":null,"VersionDay":null,"VersionMonth":null,"VersionYear":null,"SizeReference":null,"EngAbstract":"

Machine learning for efficient segregation and labeling of potential biological sounds in long-term underwater recordings.

Trained weights of model, in Python.

Code to reproduce publication results, (re)train the models, or use the models for inference can be found on: GitHub - lifewatch/sound-segregation-and-categorization (https://github.com/lifewatch/sound-segregation-and-categorization).

","EngDescr":"

Name

  1. Model Final (MF)
  2. Model Base (MB)
  3. Active Learning (AL)
  4. Random Selection (RS)

File name

  1. final_model.pt
  2. MB_0_0.pt
  3. AL_0_4.pt
  4. RS_0_4.pt

Pretraining data

  1. All annotated BPNS data
  2. Initial training set
  3. Intial training set + 10 actively selected wavs
  4. Intial training set + 10 randomly selected wavs

Hours

  1. 23.6h
  2. 1.5h
  3. 2.3h
  4. 2.3h
","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":"Parcericas, C.; Schall, E.; te Velde, K.; Botteldooren, D.; Devos, P.; Debusschere, E.; Flanders Marine Institute (VLIZ); Ghent University (UGent): Belgium; Alfred Wegener Institute for Polar and Marine Research (AWI): Germany; Leiden University: The Netherlands; (2024): Yolov8 model weights to detect unknown underwater sounds. Marine Data Archive.","AccessConstraints":null,"UDate":"2026-07-08","CDate":"2026-07-08","CurrencyDate":null,"RevisionDate":null,"DateLastModified":{"date":"2026-07-09 13:28:58.183000","timezone_type":1,"timezone":"+00:00"},"CheckedFlag":0,"PublicFlag":1,"VlizCoreFlag":1,"MarineFlag":0,"FreshFlag":0,"BrackishFlag":0,"TerrestrialFlag":0,"StatusID":1,"DasType":"Software/models/scripts","DasTypeID":3,"DasOrigin":"Numerical calculations / models","Progress":"Completed","AccessConstraint":"Attribution (CC BY)","AccConstrEN":"Attribution (CC BY)","AccConstrDisplay":"\"Creative This dataset is licensed under a Creative Commons Attribution 4.0 International License.","License":"https://creativecommons.org/licenses/by/4.0/","AccConstrDescription":"This license lets others distribute, remix, tweak, and build upon your work, even commercially, as long as they credit you for the original creation. This is the most accommodating of licenses offered. Recommended for maximum dissemination and use of licensed materials.","Lineage":null,"AccConID":21},"dois":null,"spcols":null,"keywords":[{"ThesaurusTerm":"Acoustic detection","ThesTypID":1,"ThesType":"ASFA Thesaurus List","Code":null,"Description":null,"OrigThesTerm":"Acoustic detection","DutchTerm":null,"URI":null,"DasKeywordDescr":null},{"ThesaurusTerm":"Acoustics and acoustical devices, waves","ThesTypID":23,"ThesType":"Flemish Research Disciplines","Code":"01030301","Description":"Acoustics and acoustical devices, waves is the research field that deals with the study of the properties of sounds and other waves that travel through gases, liquids, and solids (e.g. vibration) as well as with the study of devices that measure and operate on sounds and waves.\n","OrigThesTerm":"Acoustics and acoustical devices, waves","DutchTerm":"Akoestiek en akoestische apparaten, golven","URI":null,"DasKeywordDescr":null},{"ThesaurusTerm":"Marine ecology","ThesTypID":23,"ThesType":"Flemish Research Disciplines","Code":"01060409","Description":"Marine ecology is the research field that deals with the study of marine-life habitat, populations and interactions among organisms and the surrounding environment.","OrigThesTerm":"Marine ecology","DutchTerm":"Mariene ecologie","URI":null,"DasKeywordDescr":null},{"ThesaurusTerm":"Underwater sound","ThesTypID":3,"ThesType":"Transportation Research Thesaurus","Code":"Sby","Description":null,"OrigThesTerm":"Underwater sound","DutchTerm":null,"URI":null,"DasKeywordDescr":null}],"parents":null,"children":null,"othrel":null,"othrelrev":null,"ownerships":[{"OrderNr":1,"Surname":null,"Firstname":null,"Initials":null,"PerPublicFlag":null,"AdrID":null,"Email":null,"InsPublicFlag":1,"Acronym":"VLIZ","OrigNameLangCode":"en","OrigNameLangID":15,"FullOrigName":"Flanders Marine Institute","InsOwnerCNT":4,"PersID":null,"InsID":36,"FullInstitute":"Vlaams Instituut voor de Zee","RoleID":61,"Role":"Data creator","OrigName":"Flanders Marine Institute","StandardName":"Vlaams Instituut voor de Zee","FullAcronym":"VLIZ","ORC":null,"ROR":"https://ror.org/0496vr396"},{"OrderNr":2,"Surname":"Parcerisas","Firstname":"Clea","Initials":"C.","PerPublicFlag":1,"AdrID":162692,"Email":"clea.parcerisas@vliz.be","InsPublicFlag":1,"Acronym":"VLIZ","OrigNameLangCode":"en","OrigNameLangID":15,"FullOrigName":"Flanders Marine Institute","InsOwnerCNT":4,"PersID":38082,"InsID":36,"FullInstitute":"Vlaams Instituut voor de Zee","RoleID":61,"Role":"Data creator","OrigName":"Flanders Marine Institute","StandardName":"Vlaams Instituut voor de Zee","FullAcronym":"VLIZ","ORC":"https://orcid.org/0000-0001-7466-0288","ROR":"https://ror.org/0496vr396"},{"OrderNr":3,"Surname":"Parcerisas","Firstname":"Clea","Initials":"C.","PerPublicFlag":1,"AdrID":162692,"Email":"clea.parcerisas@vliz.be","InsPublicFlag":1,"Acronym":"VLIZ","OrigNameLangCode":"en","OrigNameLangID":15,"FullOrigName":"Flanders Marine Institute","InsOwnerCNT":4,"PersID":38082,"InsID":36,"FullInstitute":"Vlaams Instituut voor de Zee","RoleID":24,"Role":"Contact","OrigName":"Flanders Marine Institute","StandardName":"Vlaams Instituut voor de Zee","FullAcronym":"VLIZ","ORC":"https://orcid.org/0000-0001-7466-0288","ROR":"https://ror.org/0496vr396"},{"OrderNr":4,"Surname":"Parcerisas","Firstname":"Clea","Initials":"C.","PerPublicFlag":1,"AdrID":163410,"Email":"clea.parcerisas@ugent.be","InsPublicFlag":1,"Acronym":null,"OrigNameLangCode":null,"OrigNameLangID":null,"FullOrigName":null,"InsOwnerCNT":4,"PersID":38082,"InsID":14532,"FullInstitute":"Universiteit Gent; Faculteit Ingenieurswetenschappen en Architectuur; Departement Informatietechnologie; WAVES","RoleID":61,"Role":"Data creator","OrigName":null,"StandardName":"WAVES","FullAcronym":"UGent","ORC":"https://orcid.org/0000-0001-7466-0288","ROR":null},{"OrderNr":5,"Surname":null,"Firstname":null,"Initials":null,"PerPublicFlag":null,"AdrID":null,"Email":null,"InsPublicFlag":1,"Acronym":null,"OrigNameLangCode":null,"OrigNameLangID":null,"FullOrigName":null,"InsOwnerCNT":4,"PersID":null,"InsID":14532,"FullInstitute":"Universiteit Gent; Faculteit Ingenieurswetenschappen en Architectuur; Departement Informatietechnologie; WAVES","RoleID":61,"Role":"Data creator","OrigName":null,"StandardName":"WAVES","FullAcronym":"UGent","ORC":null,"ROR":null},{"OrderNr":6,"Surname":"Schall","Firstname":"Elena","Initials":"E.","PerPublicFlag":1,"AdrID":168067,"Email":"elena.schall@awi.de","InsPublicFlag":1,"Acronym":"OZA","OrigNameLangCode":null,"OrigNameLangID":null,"FullOrigName":null,"InsOwnerCNT":2,"PersID":44921,"InsID":15338,"FullInstitute":"Alfred Wegener Institute for Polar- and Marine Research; Ocean Acoustics Group","RoleID":61,"Role":"Data creator","OrigName":null,"StandardName":"Ocean Acoustics Group","FullAcronym":"AWI-OZA","ORC":"https://orcid.org/0000-0002-7740-5466","ROR":null},{"OrderNr":7,"Surname":null,"Firstname":null,"Initials":null,"PerPublicFlag":null,"AdrID":null,"Email":null,"InsPublicFlag":1,"Acronym":"OZA","OrigNameLangCode":null,"OrigNameLangID":null,"FullOrigName":null,"InsOwnerCNT":2,"PersID":null,"InsID":15338,"FullInstitute":"Alfred Wegener Institute for Polar- and Marine Research; Ocean Acoustics Group","RoleID":61,"Role":"Data creator","OrigName":null,"StandardName":"Ocean Acoustics Group","FullAcronym":"AWI-OZA","ORC":null,"ROR":null},{"OrderNr":8,"Surname":"te Velde","Firstname":"Kees","Initials":"K.","PerPublicFlag":1,"AdrID":168064,"Email":"k.te.velde@biology.leidenuniv.nl","InsPublicFlag":1,"Acronym":null,"OrigNameLangCode":null,"OrigNameLangID":null,"FullOrigName":null,"InsOwnerCNT":2,"PersID":45269,"InsID":9708,"FullInstitute":"Universiteit Leiden; Faculteit Wetenschappen; Institute of Biology","RoleID":61,"Role":"Data creator","OrigName":null,"StandardName":"Institute of Biology","FullAcronym":null,"ORC":"https://orcid.org/0009-0005-5479-6424","ROR":null},{"OrderNr":9,"Surname":null,"Firstname":null,"Initials":null,"PerPublicFlag":null,"AdrID":null,"Email":null,"InsPublicFlag":1,"Acronym":null,"OrigNameLangCode":null,"OrigNameLangID":null,"FullOrigName":null,"InsOwnerCNT":2,"PersID":null,"InsID":9708,"FullInstitute":"Universiteit Leiden; Faculteit Wetenschappen; Institute of Biology","RoleID":61,"Role":"Data creator","OrigName":null,"StandardName":"Institute of Biology","FullAcronym":null,"ORC":null,"ROR":null},{"OrderNr":10,"Surname":"Botteldooren","Firstname":"Dick","Initials":"D.","PerPublicFlag":1,"AdrID":null,"Email":null,"InsPublicFlag":1,"Acronym":null,"OrigNameLangCode":null,"OrigNameLangID":null,"FullOrigName":null,"InsOwnerCNT":4,"PersID":31400,"InsID":14532,"FullInstitute":"Universiteit Gent; Faculteit Ingenieurswetenschappen en Architectuur; Departement Informatietechnologie; WAVES","RoleID":61,"Role":"Data creator","OrigName":null,"StandardName":"WAVES","FullAcronym":"UGent","ORC":"https://orcid.org/0000-0002-7756-7238","ROR":null},{"OrderNr":11,"Surname":"Devos","Firstname":"Paul","Initials":"P.","PerPublicFlag":1,"AdrID":null,"Email":null,"InsPublicFlag":1,"Acronym":null,"OrigNameLangCode":null,"OrigNameLangID":null,"FullOrigName":null,"InsOwnerCNT":4,"PersID":36402,"InsID":14532,"FullInstitute":"Universiteit Gent; Faculteit Ingenieurswetenschappen en Architectuur; Departement Informatietechnologie; WAVES","RoleID":61,"Role":"Data creator","OrigName":null,"StandardName":"WAVES","FullAcronym":"UGent","ORC":"https://orcid.org/0000-0003-4940-8886","ROR":null},{"OrderNr":12,"Surname":"Debusschere","Firstname":"Elisabeth","Initials":"E.","PerPublicFlag":1,"AdrID":167751,"Email":"elisabeth.debusschere@vliz.be","InsPublicFlag":1,"Acronym":"VLIZ","OrigNameLangCode":"en","OrigNameLangID":15,"FullOrigName":"Flanders Marine Institute","InsOwnerCNT":4,"PersID":25977,"InsID":36,"FullInstitute":"Vlaams Instituut voor de Zee","RoleID":61,"Role":"Data creator","OrigName":"Flanders Marine Institute","StandardName":"Vlaams Instituut voor de Zee","FullAcronym":"VLIZ","ORC":"https://orcid.org/0000-0002-5595-0295","ROR":"https://ror.org/0496vr396"}],"taxterms":null,"frameworks":null,"otherterms":null,"temporal":null,"geographical":null,"meastypes":null,"dasthemes":[{"DasThemeID":101,"DasTheme":"Biology > Acoustics","DasTheme0":"Acoustics","DutchTerm":"Geluid"}],"projects":[{"ProID":4139,"Acronym":"LifeWatch","Progress":"Completed","StandardTitle":"Flemish contribution to LifeWatch.eu","FP7Code":null,"GrantDOI":null,"FunderID":"I002021N","FunderIDType":"FWO contract id","FunderCodes":["FWO International research infrastructure"]},{"ProID":5104,"Acronym":null,"Progress":"Completed","StandardTitle":"PhD: Marine Soundscapes in Shallow Water: Automated Tools for Characterization and Analysis","FP7Code":null,"GrantDOI":null,"FunderID":"DOCT/003826","FunderIDType":"Other contract id","FunderCodes":["Own budget, for example: patrimony, inscription fees, gifts"]}],"refs":[{"0":392078,"BRefID":392078,"1":"Describing this dataset","Relation":"Describing this dataset","2":3,"RelationID":3,"3":"Parcerisas, C. et al. (2024). Machine learning for efficient segregation and labeling of potential biological sounds in long-term underwater recordings. Front. Remote Sens. 5: 1390687. https://dx.doi.org/10.3389/frsen.2024.1390687","RR":"Parcerisas, C. et al. (2024). Machine learning for efficient segregation and labeling of potential biological sounds in long-term underwater recordings. Front. Remote Sens. 5: 1390687. https://dx.doi.org/10.3389/frsen.2024.1390687","4":"Machine learning for efficient segregation and labeling of potential biological sounds in long-term underwater recordings","StT":"Machine learning for efficient segregation and labeling of potential biological sounds in long-term underwater recordings","5":"Parcerisas, C.; Schall, E.; te Velde, K.; Botteldooren, D.; Devos, P.; Debusschere, E.","RSA":"Parcerisas, C.; Schall, E.; te Velde, K.; Botteldooren, D.; Devos, P.; Debusschere, E.","6":"Beschrijft deze dataset","DutchTerm":"Beschrijft deze dataset","7":2024,"AnaDate":2024,"8":null,"MonDate":null,"9":". Front. Remote Sens. 5: 1390687. https://dx.doi.org/10.3389/frsen.2024.1390687","":". Front. Remote Sens. 5: 1390687. https://dx.doi.org/10.3389/frsen.2024.1390687","10":"https://dx.doi.org/10.3389/frsen.2024.1390687","doi":"https://dx.doi.org/10.3389/frsen.2024.1390687"}],"urls":[{"URL":"https://github.com/lifewatch/sound-segregation-and-categorization","externalID":null,"URLTypeCode":null,"URLType":"Software packages","URLTypID":12,"downloadURL":null,"FileName":null},{"URL":"https://mda.vliz.be/directlink.php?fid=VLIZ_00000776_6662f3d66cec6504567484","externalID":null,"URLTypeCode":null,"URLType":"Online dataset","URLTypID":19,"downloadURL":null,"FileName":null},{"URL":"https://mda.vliz.be/directlink.php?fid=VLIZ_00000776_6672fdd5df4ee563984337","externalID":null,"URLTypeCode":null,"URLType":"Online dataset","URLTypID":19,"downloadURL":null,"FileName":null},{"URL":"https://mda.vliz.be/directlink.php?fid=VLIZ_00000776_6672fdd5df54b869504488","externalID":null,"URLTypeCode":null,"URLType":"Online dataset","URLTypID":19,"downloadURL":null,"FileName":null},{"URL":"https://mda.vliz.be/directlink.php?fid=VLIZ_00000776_6672fdd5df553297088456","externalID":null,"URLTypeCode":null,"URLType":"Online dataset","URLTypID":19,"downloadURL":null,"FileName":null}],"pictures":null,"urlmaps":null,"spatreps":null,"fileformats":null,"resmessage":"","complete":1}