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dc.contributor.authorVenverloo, Titus
dc.contributor.authorDuarte, Fábio
dc.date.accessioned2024-12-03T18:12:46Z
dc.date.available2024-12-03T18:12:46Z
dc.date.issued2024
dc.identifier.urihttps://hdl.handle.net/1721.1/157744
dc.description.abstractInsect biodiversity and abundance are in global decline, potentially leading to a crisis with profound ecological and economic consequences. Methods and technologies to monitor insect species to aid in preservation efforts are rapidly being developed yet their adoption has been slow and focused on specific use cases. We propose a computer vision model that works towards multi-objective insect species identification in real-time and on a large scale. We leverage an image data source with 16 million instances and a recent improvement in the YOLO computer vision architecture to present a quick and open-access method to develop visual AI models to monitor insect species across climatic regions.en_US
dc.language.isoen
dc.publisherSpringer Science and Business Media LLCen_US
dc.relation.isversionof10.1038/s41598-024-68502-8en_US
dc.rightsCreative Commons Attribution-NonCommercial-NoDerivsen_US
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/en_US
dc.sourceSpringer Natureen_US
dc.titleTowards real-time monitoring of insect species populationsen_US
dc.typeArticleen_US
dc.identifier.citationVenverloo, T., Duarte, F. Towards real-time monitoring of insect species populations. Sci Rep 14, 18727 (2024).en_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Urban Studies and Planningen_US
dc.relation.journalScientific Reportsen_US
dc.eprint.versionFinal published versionen_US
dc.type.urihttp://purl.org/eprint/type/JournalArticleen_US
eprint.statushttp://purl.org/eprint/status/PeerRevieweden_US
dc.date.updated2024-12-03T18:00:00Z
dspace.orderedauthorsVenverloo, T; Duarte, Fen_US
dspace.date.submission2024-12-03T18:00:01Z
mit.journal.volume14en_US
mit.journal.issue1en_US
mit.licensePUBLISHER_CC
mit.metadata.statusAuthority Work and Publication Information Neededen_US


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