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Leaf-based species recognition using convolutional neural networks

2021Conference paper Open access
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dc.contributor.authorPires, Willian Oliveira
dc.contributor.authorFernandes, Ricardo Corso
dc.contributor.authorPaula Filho, Pedro Luiz de
dc.contributor.authorCandido Junior, Arnaldo
dc.contributor.authorTeixeira, João Paulo
dc.date.accessioned2022-01-14T10:56:10Z
dc.date.available2022-01-14T10:56:10Z
dc.date.issued2021
dc.description.abstractIdentifying plant species is an important activity in specie control and preservation. The identification process is carried out mainly by botanists, consisting of a comparison of already known specimens or using the aid of books, manuals or identification keys. Artificial Neural Networks have been shown to perform well in classification problems and are a suitable approach for species identification. This work uses Convolutional Neural Networks to classify tree species by leaf images. In total, 29 species were collected. This work analyzed two network models, Darknet-19 and GoogLeNet (Inception-v3), presenting a comparison between them. The Darknet and GoogLeNet models achieved recognition rates of 86.2% and 90.3%, respectively.pt_PT
dc.description.sponsorshipWe gratefully acknowledge the support of NVIDIA Corporation with the donation of the GPU used in part of the experiments presented in this research.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationPires, Willian Oliveira; Fernandes, Ricardo Corso; Paula Filho, Pedro Luiz de; Candido Junior, Arnaldo; Teixeira, João Paulo (2021). Leaf-based species recognition using convolutional neural networks. In 1st International Conference on Optimization, Learning Algorithms and Applications, OL2A 2021. p. 367-380. ISBN 978-3-030-91884-2pt_PT
dc.identifier.doi10.1007/978-3-030-91885-9_27pt_PT
dc.identifier.issn978-3-030-91884-2
dc.identifier.urihttp://hdl.handle.net/10198/24653
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectLeaf recognitionpt_PT
dc.subjectTree classificationpt_PT
dc.titleLeaf-based species recognition using convolutional neural networkspt_PT
dc.typeconference paper
dspace.entity.typePublication
oaire.citation.endPage380pt_PT
oaire.citation.startPage367pt_PT
oaire.citation.volume1488pt_PT
person.familyNameTeixeira
person.givenNameJoão Paulo
person.identifier663194
person.identifier.ciencia-id4F15-B322-59B4
person.identifier.orcid0000-0002-6679-5702
person.identifier.ridN-6576-2013
person.identifier.scopus-author-id57069567500
rcaap.rightsopenAccesspt_PT
rcaap.typeconferenceObjectpt_PT
relation.isAuthorOfPublication33f4af65-7ddf-46f0-8b44-a7470a8ba2bf
relation.isAuthorOfPublication.latestForDiscovery33f4af65-7ddf-46f0-8b44-a7470a8ba2bf

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