{"dcterms:modified":"2026-09-28","dcterms:creator":"bonndata","@type":"ore:ResourceMap","schema:additionalType":"Dataverse OREMap Format v1.0.1","dvcore:generatedBy":{"@type":"schema:SoftwareApplication","schema:name":"Dataverse","schema:version":"6.7.1 build 1955-8e18f64","schema:url":"https://github.com/iqss/dataverse"},"@id":"https://bonndata.uni-bonn.de/api/datasets/export?exporter=OAI_ORE&persistentId=https://doi.org/10.60507/FK2/MCQXPP","ore:describes":{"citation:datasetContact":{"citation:datasetContactName":"Behley, Jens","citation:datasetContactAffiliation":"University of Bonn","citation:datasetContactEmail":"behley@uni-bonn.de"},"author":[{"citation:authorName":"Behley, Jens","citation:authorAffiliation":"University of Bonn","authorIdentifierScheme":"ORCID","authorIdentifier":{"personName":"Behley, Jens","@id":"https://orcid.org/0000-0001-6483-0319","scheme":"ORCID","@type":"https://schema.org/Person"}},{"citation:authorName":"Chong, Yue Linn","citation:authorAffiliation":"University of Bonn","authorIdentifierScheme":"ORCID","authorIdentifier":{"personName":"Chong, Yue Linn","@id":"https://orcid.org/0000-0002-5851-953X","scheme":"ORCID","@type":"https://schema.org/Person"}}],"citation:freeKeyword":[{"citation:freeKeywordValue":"Bee detection"},{"citation:freeKeywordValue":"Agricultural fields"},{"citation:freeKeywordValue":"AI-assisted annotation"},{"citation:freeKeywordValue":"Bumblebee"},{"citation:freeKeywordValue":"Honeybee"},{"citation:freeKeywordValue":"Image annotation"}],"citation:dsDescription":{"citation:dsDescriptionValue":"Pollinator monitoring is essential for understanding and addressing the decline of insect species and their populations. While computer vision techniques provide new tools for monitoring pollinators, there is a need to develop well-annotated datasets to support artificial intelligence (AI) methods for pollinator detection and to assess their effectiveness. Creating such datasets is challenging because pollinators are small and difficult to detect among plants, even for human annotators. \n\nWe propose an AI-assisted approach for annotating such image data and provide the four iterations of the annotation process and the final refined annotations together with the field images.  The data is organized into folders following a train-validation-test split, where folders contain images and annotations of the splits."},"subject":"Agricultural Sciences","title":"Images and Annotations for \"Evaluating AI-Assisted Pollinator Detection in Agricultural Fields\"","dateOfDeposit":"2026-09-15","citation:depositor":"Behley, Jens","publication":[{"publicationCitation":"A Computer Vision Dataset for Pollinator Detection under Real Field Conditions\nYue Linn Chong, Phillip Nachtweide, Julian Bauer, Andrée Hamm, Jana Kierdorf, Lukas Drees, Cyrill Stachniss, Jens Behley, Thomas F. Döring, Ribana Roscher, Sabine J. Seidel, Antonia Veronika Mayr\nbioRxiv 2025.10.27.682286","publicationIDType":"doi","publicationIDNumber":"10.1101/2025.10.27.682286","publicationURL":"https://doi.org/10.1101/2025.10.27.682286","publicationRelationType":"IsSupplementTo"},{"publicationCitation":"\"Pollinator monitoring in flower-enriched maize using an iterative AI-assisted annotation pipeline and visual surveys\"\nThe article is currently under review.","publicationRelationType":"IsSupplementTo"}],"grantNumber":{"citation:grantNumberAgency":"Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence Strategy","citation:grantNumberValue":"EXC-2070 - 390732324 (PhenoRob)"},"geospatial:geographicCoverage":{"geospatial:country":"Germany"},"computationalworkflow:workflowCodeRepository":"https://github.com/PRBonn/bee_detection","software":[{"citation:softwareName":"Python","citation:softwareVersion":"3.7.13"},{"citation:softwareName":"Ultralytics YOLOv5","citation:softwareVersion":"Release v7.0"}],"@id":"https://doi.org/10.60507/FK2/MCQXPP","@type":["ore:Aggregation","schema:Dataset"],"schema:version":"1.0","schema:name":"Images and Annotations for \"Evaluating AI-Assisted Pollinator Detection in Agricultural Fields\"","schema:dateModified":"2026-09-28 12:41:19.065","schema:datePublished":"2026-09-28","schema:creativeWorkStatus":"RELEASED","schema:license":"http://creativecommons.org/licenses/by/4.0","dvcore:fileTermsOfAccess":{"dvcore:fileRequestAccess":true},"schema:includedInDataCatalog":"bonndata","schema:isPartOf":{"schema:name":"bonndata","@id":"https://bonndata.uni-bonn.de/dataverse/bonndata-root","schema:description":"<h3>bonndata is the institutional, cross-disciplinary research data repository for the publication of research data for all researchers at the University of Bonn.\n<br> bonndata is provided by the <a href=\"https://www.hrz.uni-bonn.de/de\">University IT and Data Center </a> and maintained by the <a href=\"https://www.forschungsdaten.uni-bonn.de/de\">Research Data Service Center</a>.\n<br><hr>\nReady to get started with bonndata? \n<br>\nHave a look at our <a href=\"https://confluence.team.uni-bonn.de/x/-1dqBg\">User Guide</a> to get to know the bonndata workflow, tips and tricks!\n<br><hr>\nQuestions? Need assistance? \n<br>\nGet in touch: <b> researchdata@uni-bonn.de</h3>\n<br><hr>"},"schema:inLanguage":"en","ore:aggregates":[{"schema:name":"AI-assisted-pollinator-detection_Readme.md","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":4674,"@id":"doi:10.60507/FK2/MCQXPP/IGO8PK","schema:sameAs":"https://bonndata.uni-bonn.de/api/access/datafile/:persistentId?persistentId=doi:10.60507/FK2/MCQXPP/IGO8PK","@type":"ore:AggregatedResource","schema:fileFormat":"text/markdown","dvcore:filesize":9633,"dvcore:storageIdentifier":"file://1a0e7752fa6-0026cb30b4f3","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"b41a449a769a8af7780aa7592df55a41"}},{"schema:name":"annotations_for_each_iteration.zip","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":4674,"@id":"doi:10.60507/FK2/MCQXPP/YLR70F","schema:sameAs":"https://bonndata.uni-bonn.de/api/access/datafile/:persistentId?persistentId=doi:10.60507/FK2/MCQXPP/YLR70F","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":7027636,"dvcore:storageIdentifier":"file://1a0a5ab4853-0455f8b038ef","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"63ebbcc4380e04fab8fe5ecebb9e6815"}},{"schema:name":"images_labels_train-val-test_data.zip","dvcore:restricted":false,"schema:version":2,"dvcore:datasetVersionId":4674,"@id":"doi:10.60507/FK2/MCQXPP/7PGPFK","schema:sameAs":"https://bonndata.uni-bonn.de/api/access/datafile/:persistentId?persistentId=doi:10.60507/FK2/MCQXPP/7PGPFK","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":12785485688,"dvcore:storageIdentifier":"file://1a0a5b4b934-0a2b07c60a0b","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"db1bca077fdadfccc41617ae31a2a14f"}}],"schema:hasPart":["doi:10.60507/FK2/MCQXPP/IGO8PK","doi:10.60507/FK2/MCQXPP/YLR70F","doi:10.60507/FK2/MCQXPP/7PGPFK"]},"@context":{"author":"http://purl.org/dc/terms/creator","authorIdentifier":"http://purl.org/spar/datacite/AgentIdentifier","authorIdentifierScheme":"http://purl.org/spar/datacite/AgentIdentifierScheme","citation":"https://dataverse.org/schema/citation/","computationalworkflow":"https://bonndata.uni-bonn.de/schema/computationalworkflow#","dateOfDeposit":"http://purl.org/dc/terms/dateSubmitted","dcterms":"http://purl.org/dc/terms/","dvcore":"https://dataverse.org/schema/core#","geospatial":"https://bonndata.uni-bonn.de/schema/geospatial#","grantNumber":"https://schema.org/sponsor","ore":"http://www.openarchives.org/ore/terms/","personName":"https://schema.org/name","publication":"http://purl.org/dc/terms/isReferencedBy","publicationCitation":"http://purl.org/dc/terms/bibliographicCitation","publicationIDNumber":"http://purl.org/spar/datacite/ResourceIdentifier","publicationIDType":"http://purl.org/spar/datacite/ResourceIdentifierScheme","publicationRelationType":"http://datacite.org/schema/kernel-4/simpleTypes#relationType","publicationURL":"https://schema.org/distribution","schema":"http://schema.org/","scheme":"http://www.w3.org/2004/02/skos/core#inScheme","software":"https://www.w3.org/TR/prov-o/#wasGeneratedBy","subject":"http://purl.org/dc/terms/subject","title":"http://purl.org/dc/terms/title"}}