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Image processing of petri dishes for counting microorganisms

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Resumo:For a food to be considered functional it is necessary to prove that it has microorganisms in its composition. In order to determine the presence of microorganisms in a food, laboratory analyzes can be carried out using of Petri dishes, which must pass through an incubation period, to then manually count the number of bacterial colonies that are present in each board. Therefore, the objective of this work was to develop a software to perform the automated counting of colonies contained in Petri plates and to validate the efficiency of the tool through comparisons with the results of a manual count. For this, an algorithm was developed based on digital image processing techniques capable of identifying the Petri dish within the image and counting the number of colonies present on each plate. As a result, a global correlation of 0.948 was observed in relation to the manual count, and in an individual analysis, a correlation of 0.8134 was obtained. Thus, it can be concluded that counts of microorganisms can be performed automatically and reliably with the developed software.
Autores principais:Barbosa, Marcela
Outros Autores:Santos, Everton; Teixeira, João Paulo; Mendonca, Saraspathy; Candido Junior, Arnaldo; Paula Filho, Pedro Luiz de
Assunto:Petri counting Digital image processing
Ano:2022
País:Portugal
Tipo de documento:comunicação em conferência
Tipo de acesso:acesso restrito
Instituição associada:Instituto Politécnico de Bragança
Idioma:inglês
Origem:Biblioteca Digital do IPB
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author Barbosa, Marcela
author2 Santos, Everton
Teixeira, João Paulo
Mendonca, Saraspathy
Candido Junior, Arnaldo
Paula Filho, Pedro Luiz de
author2_role author
author
author
author
author
author_facet Barbosa, Marcela
Santos, Everton
Teixeira, João Paulo
Mendonca, Saraspathy
Candido Junior, Arnaldo
Paula Filho, Pedro Luiz de
author_role author
contributor_name_str_mv Biblioteca Digital do IPB
country_str PT
creators_json_txt [{\"Person.name\":\"Barbosa, Marcela\"},{\"Person.name\":\"Santos, Everton\"},{\"Person.name\":\"Teixeira, João Paulo\",\"Person.identifier.orcid\":\"0000-0002-6679-5702\"},{\"Person.name\":\"Mendonca, Saraspathy\"},{\"Person.name\":\"Candido Junior, Arnaldo\"},{\"Person.name\":\"Paula Filho, Pedro Luiz de\"}]
datacite.contributors.contributor.contributorName.fl_str_mv Biblioteca Digital do IPB
datacite.creators.creator.creatorName.fl_str_mv Barbosa, Marcela
Santos, Everton
Teixeira, João Paulo
Mendonca, Saraspathy
Candido Junior, Arnaldo
Paula Filho, Pedro Luiz de
datacite.date.Accepted.fl_str_mv 2022-01-01T00:00:00Z
datacite.date.available.fl_str_mv 2023-03-16T09:32:05Z
datacite.date.embargoed.fl_str_mv 2023-03-16T09:32:05Z
datacite.rights.fl_str_mv http://purl.org/coar/access_right/c_16ec
datacite.subjects.subject.fl_str_mv Petri counting
Digital image processing
datacite.titles.title.fl_str_mv Image processing of petri dishes for counting microorganisms
dc.contributor.none.fl_str_mv Biblioteca Digital do IPB
dc.creator.none.fl_str_mv Barbosa, Marcela
Santos, Everton
Teixeira, João Paulo
Mendonca, Saraspathy
Candido Junior, Arnaldo
Paula Filho, Pedro Luiz de
dc.date.Accepted.fl_str_mv 2022-01-01T00:00:00Z
dc.date.available.fl_str_mv 2023-03-16T09:32:05Z
dc.date.embargoed.fl_str_mv 2023-03-16T09:32:05Z
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv http://hdl.handle.net/10198/27763
dc.language.none.fl_str_mv eng
dc.publisher.none.fl_str_mv Springer Nature
dc.rights.cclincense.fl_str_mv http://creativecommons.org/licenses/by/4.0/
dc.rights.none.fl_str_mv http://purl.org/coar/access_right/c_16ec
dc.subject.none.fl_str_mv Petri counting
Digital image processing
dc.title.fl_str_mv Image processing of petri dishes for counting microorganisms
dc.type.none.fl_str_mv http://purl.org/coar/resource_type/c_5794
description For a food to be considered functional it is necessary to prove that it has microorganisms in its composition. In order to determine the presence of microorganisms in a food, laboratory analyzes can be carried out using of Petri dishes, which must pass through an incubation period, to then manually count the number of bacterial colonies that are present in each board. Therefore, the objective of this work was to develop a software to perform the automated counting of colonies contained in Petri plates and to validate the efficiency of the tool through comparisons with the results of a manual count. For this, an algorithm was developed based on digital image processing techniques capable of identifying the Petri dish within the image and counting the number of colonies present on each plate. As a result, a global correlation of 0.948 was observed in relation to the manual count, and in an individual analysis, a correlation of 0.8134 was obtained. Thus, it can be concluded that counts of microorganisms can be performed automatically and reliably with the developed software.
dirty 0
eu_rights_str_mv restrictedAccess
format conferencePaper
fulltext.url.fl_str_mv https://bibliotecadigital.ipb.pt/bitstreams/3a1a9395-59e6-4f5c-a777-695b08b9607c/download
id ipb_bd2a006e45ef772e5886f6e2f673aeab
identifier.url.fl_str_mv http://hdl.handle.net/10198/27763
instacron_str ipb
institution Instituto Politécnico de Bragança
instname_str Instituto Politécnico de Bragança
language eng
network_acronym_str ipb
network_name_str Biblioteca Digital do IPB
oai_identifier_str oai:bibliotecadigital.ipb.pt:10198/27763
organization_str_mv urn:organizationAcronym:ipb
person_str_mv Barbosa, Marcela
Santos, Everton
Teixeira, João Paulo
Teixeira, João Paulo
https://www.ciencia-id.pt/4F15-B322-59B4
4F15-B322-59B4
http://orcid.org/0000-0002-6679-5702
0000-0002-6679-5702
Mendonca, Saraspathy
Candido Junior, Arnaldo
Paula Filho, Pedro Luiz de
publishDate 2022
publisher.none.fl_str_mv Springer Nature
reponame_str Biblioteca Digital do IPB
repository_id_str urn:repositoryAcronym:ipb
service_str_mv urn:repositoryAcronym:ipb
spelling engSpringer Naturept_PTFor a food to be considered functional it is necessary to prove that it has microorganisms in its composition. In order to determine the presence of microorganisms in a food, laboratory analyzes can be carried out using of Petri dishes, which must pass through an incubation period, to then manually count the number of bacterial colonies that are present in each board. Therefore, the objective of this work was to develop a software to perform the automated counting of colonies contained in Petri plates and to validate the efficiency of the tool through comparisons with the results of a manual count. For this, an algorithm was developed based on digital image processing techniques capable of identifying the Petri dish within the image and counting the number of colonies present on each plate. As a result, a global correlation of 0.948 was observed in relation to the manual count, and in an individual analysis, a correlation of 0.8134 was obtained. Thus, it can be concluded that counts of microorganisms can be performed automatically and reliably with the developed software.application/pdfpt_PTImage processing of petri dishes for counting microorganismsBarbosa, MarcelaSantos, EvertonPersonalTeixeira, João PauloDSpacehttp://dspace.org/items/33f4af65-7ddf-46f0-8b44-a7470a8ba2bfDSpacehttp://dspace.org/items/33f4af65-7ddf-46f0-8b44-a7470a8ba2bfTeixeiraJoão PauloCiência IDhttps://www.ciencia-id.pt4F15-B322-59B4ORCIDhttp://orcid.org0000-0002-6679-5702Researcher IDhttps://www.researcherid.comN-6576-2013Scopus Author IDhttps://www.scopus.com57069567500Mendonca, SaraspathyCandido Junior, ArnaldoPaula Filho, Pedro Luiz deHostingInstitutionOrganizationalBiblioteca Digital do IPBe-mailmailto:dspace@ipb.ptdspace@ipb.ptDOIIsPartOf10.1007/978-3-031-23236-7_522023-03-16T09:32:05Z20222022-01-01T00:00:00ZHandlehttp://hdl.handle.net/10198/27763http://purl.org/coar/access_right/c_16ecrestricted accessPetri countingDigital image processing3994730 bytesother research producthttp://purl.org/coar/resource_type/c_5794conference paper2022http://creativecommons.org/licenses/by/4.0/http://purl.org/coar/access_right/c_16ecapplication/pdffulltexthttps://bibliotecadigital.ipb.pt/bitstreams/3a1a9395-59e6-4f5c-a777-695b08b9607c/downloadSecond International Conference, OL2A 20221754763775Bragança
spellingShingle Image processing of petri dishes for counting microorganisms
Barbosa, Marcela
Petri counting
Digital image processing
status SINGLETON
subject.fl_str_mv Petri counting
Digital image processing
title Image processing of petri dishes for counting microorganisms
title_full Image processing of petri dishes for counting microorganisms
title_fullStr Image processing of petri dishes for counting microorganisms
title_full_unstemmed Image processing of petri dishes for counting microorganisms
title_short Image processing of petri dishes for counting microorganisms
title_sort Image processing of petri dishes for counting microorganisms
topic Petri counting
Digital image processing
topic_facet Petri counting
Digital image processing
url http://hdl.handle.net/10198/27763
visible 1