Publicação
Segmentation and classification of leukocytes using neural networks: a generalization direction
| Resumo: | In image digital processing, as in other fields, it is commonly difficult to simultaneously achieve a generalizing system and a specialistic system. The segmentation and classification of leukocytes is an application where this fact is evident. First an exclusively supervised approach to segmentation and classification of blood white cells images is shown. As this method produces some drawbacks related to the specialistic/generalized problems, another process formed by two neural networks is proposed. One is an unsupervised network and the other one is a supervised neural network. The goal is to achieve a better generalizing system while still doing well the role of a specialistic system. We will compare the performance of the two approaches. |
|---|---|
| Autores principais: | Rodrigues, Pedro João |
| Outros Autores: | Ferreira, Manuel João; Monteiro, João Luís |
| Assunto: | Leukocytes Neural networks PCNN SVM |
| Ano: | 2008 |
| País: | Portugal |
| Tipo de documento: | capítulo de livro |
| Tipo de acesso: | acesso aberto |
| Instituição associada: | Universidade Politécnica de Bragança |
| Idioma: | inglês |
| Origem: | Biblioteca Digital da UPB |
| _version_ | 1877782910827757568 |
|---|---|
| author | Rodrigues, Pedro João |
| author2 | Ferreira, Manuel João Monteiro, João Luís |
| author2_role | author author |
| author_facet | Rodrigues, Pedro João Ferreira, Manuel João Monteiro, João Luís |
| author_role | author |
| contributor_name_str_mv | Biblioteca Digital da UPB |
| country_str | PT |
| creators_json_txt | [{\"Person.name\":\"Rodrigues, Pedro João\",\"Person.identifier.cienciaID\":\"1316-21BB-9015\",\"Person.identifier.orcid\":\"0000-0002-0555-2029\"},{\"Person.name\":\"Ferreira, Manuel João\"},{\"Person.name\":\"Monteiro, João Luís\"}] |
| datacite.contributors.contributor.contributorName.fl_str_mv | Biblioteca Digital da UPB |
| datacite.creators.creator.creatorName.fl_str_mv | Rodrigues, Pedro João Ferreira, Manuel João Monteiro, João Luís |
| datacite.date.Accepted.fl_str_mv | 2008-01-01T00:00:00Z |
| datacite.date.available.fl_str_mv | 2010-01-25T11:41:25Z |
| datacite.date.embargoed.fl_str_mv | 2010-01-25T11:41:25Z |
| datacite.rights.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| datacite.subjects.subject.fl_str_mv | Leukocytes Neural networks PCNN SVM |
| datacite.titles.title.fl_str_mv | Segmentation and classification of leukocytes using neural networks: a generalization direction |
| dc.contributor.none.fl_str_mv | Biblioteca Digital da UPB |
| dc.creator.none.fl_str_mv | Rodrigues, Pedro João Ferreira, Manuel João Monteiro, João Luís |
| dc.date.Accepted.fl_str_mv | 2008-01-01T00:00:00Z |
| dc.date.available.fl_str_mv | 2010-01-25T11:41:25Z |
| dc.date.embargoed.fl_str_mv | 2010-01-25T11:41:25Z |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | http://hdl.handle.net/10198/1445 |
| dc.language.none.fl_str_mv | eng |
| dc.publisher.none.fl_str_mv | Springer |
| dc.rights.none.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| dc.subject.none.fl_str_mv | Leukocytes Neural networks PCNN SVM |
| dc.title.fl_str_mv | Segmentation and classification of leukocytes using neural networks: a generalization direction |
| dc.type.none.fl_str_mv | http://purl.org/coar/resource_type/c_3248 |
| description | In image digital processing, as in other fields, it is commonly difficult to simultaneously achieve a generalizing system and a specialistic system. The segmentation and classification of leukocytes is an application where this fact is evident. First an exclusively supervised approach to segmentation and classification of blood white cells images is shown. As this method produces some drawbacks related to the specialistic/generalized problems, another process formed by two neural networks is proposed. One is an unsupervised network and the other one is a supervised neural network. The goal is to achieve a better generalizing system while still doing well the role of a specialistic system. We will compare the performance of the two approaches. |
| dirty | 0 |
| eu_rights_str_mv | openAccess |
| format | bookPart |
| fulltext.url.fl_str_mv | https://bibliotecadigital.unipb.pt/bitstreams/59fbd803-5e41-4e70-ab3a-a260f3197907/download |
| id | ipb_4b935ac9dd0ec0576b1b7c6f495fde54 |
| identifier.url.fl_str_mv | http://hdl.handle.net/10198/1445 |
| inst_facet_str | urn:organizationAcronym:unipb{{{_:::_}}}Universidade Politécnica de Bragança |
| instacron_str | unipb |
| institution | Universidade Politécnica de Bragança |
| instname_str | Universidade Politécnica de Bragança |
| language | eng |
| network_acronym_str | ipb |
| network_name_str | Biblioteca Digital da UPB |
| oai_identifier_str | oai:bibliotecadigital.unipb.pt:10198/1445 |
| organization_str_mv | urn:organizationAcronym:unipb |
| person_str_mv | Rodrigues, Pedro João Rodrigues, Pedro João https://www.ciencia-id.pt/1316-21BB-9015 1316-21BB-9015 http://orcid.org/0000-0002-0555-2029 0000-0002-0555-2029 Ferreira, Manuel João Monteiro, João Luís |
| publishDate | 2008 |
| publisher.none.fl_str_mv | Springer |
| repo_facet_str | urn:repositoryAcronym:ipb{{{_:::_}}}Biblioteca Digital da UPB |
| reponame_str | Biblioteca Digital da UPB |
| repository_id_str | urn:repositoryAcronym:ipb |
| service_str_mv | urn:repositoryAcronym:ipb |
| spelling | engSpringerptIn image digital processing, as in other fields, it is commonly difficult to simultaneously achieve a generalizing system and a specialistic system. The segmentation and classification of leukocytes is an application where this fact is evident. First an exclusively supervised approach to segmentation and classification of blood white cells images is shown. As this method produces some drawbacks related to the specialistic/generalized problems, another process formed by two neural networks is proposed. One is an unsupervised network and the other one is a supervised neural network. The goal is to achieve a better generalizing system while still doing well the role of a specialistic system. We will compare the performance of the two approaches.application/pdfptSegmentation and classification of leukocytes using neural networks: a generalization directionPersonalRodrigues, Pedro JoãoDSpacehttp://dspace.org/items/6c5911a6-b62b-4876-9def-60096b52383aDSpacehttp://dspace.org/items/6c5911a6-b62b-4876-9def-60096b52383aRodriguesPedro JoãoCiência IDhttps://www.ciencia-id.pt1316-21BB-9015ORCIDhttp://orcid.org0000-0002-0555-2029Ferreira, Manuel JoãoMonteiro, João LuísHostingInstitutionOrganizationalBiblioteca Digital da UPBe-mailmailto:dspace@unipb.ptdspace@unipb.ptISBNIsPartOf978-3-540-75397-12010-01-25T11:41:25Z20082008-01-01T00:00:00ZHandlehttp://hdl.handle.net/10198/1445http://purl.org/coar/access_right/c_abf2open accessLeukocytesNeural networksPCNNSVM436013 bytesliteraturehttp://purl.org/coar/resource_type/c_3248book parthttp://purl.org/coar/access_right/c_abf2application/pdffulltexthttps://bibliotecadigital.unipb.pt/bitstreams/59fbd803-5e41-4e70-ab3a-a260f3197907/download |
| spellingShingle | Segmentation and classification of leukocytes using neural networks: a generalization direction Rodrigues, Pedro João Leukocytes Neural networks PCNN SVM |
| status | SINGLETON |
| subject.fl_str_mv | Leukocytes Neural networks PCNN SVM |
| title | Segmentation and classification of leukocytes using neural networks: a generalization direction |
| title_full | Segmentation and classification of leukocytes using neural networks: a generalization direction |
| title_fullStr | Segmentation and classification of leukocytes using neural networks: a generalization direction |
| title_full_unstemmed | Segmentation and classification of leukocytes using neural networks: a generalization direction |
| title_short | Segmentation and classification of leukocytes using neural networks: a generalization direction |
| title_sort | Segmentation and classification of leukocytes using neural networks: a generalization direction |
| topic | Leukocytes Neural networks PCNN SVM |
| topic_facet | Leukocytes Neural networks PCNN SVM |
| url | http://hdl.handle.net/10198/1445 |
| visible | 1 |
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