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Preprocessing techniques for public H&E histological images: a systematic review

dc.contributor.authorRoissmann, Anna Clara Medina
dc.contributor.authorNeves, Leandro Alves [UNESP]
dc.contributor.authorDo Nascimento, Marcelo Zanchetta
dc.contributor.authorTosta, Thaína A. A.
dc.contributor.institutionUniversidade Estadual Paulista (UNESP)pt
dc.date.accessioned2026-08-12T17:14:08Z
dc.date.issued2025-06-26
dc.description.abstractThe increasing incidence of cancer has spurred research across various fields. The digitization of tissue samples stained with hematoxylin-eosin (H&E) enables the acquisition of histological images, which are used to develop computational systems to support pathologists in cancer diagnosis. However, the limited availability of public images has been a well-documented obstacle to advancing these systems. This work presents a systematic review of published studies on the preprocessing of H&E images, focusing on identifying public databases. Through this review, we mapped the countries of origin of these images, the most common lesions, preprocessing techniques, and evaluation metrics. This study provides valuable insights for future research in Biomedicine and Computer Science.
dc.description.affiliationInstitute of Science and Technology, Federal University of São Paulo, São José dos Campos, Brazil
dc.description.affiliationDepartment of Computer Science and Statistic, São Paulo State University, São José do Rio Preto, Brazil
dc.description.affiliationFaculty of Computer Science, Federal University of Uberlândia, Uberlândia, Brazil
dc.description.affiliationUnespDepartment of Computer Science and Statistic, São Paulo State University, São José do Rio Preto, Brazil
dc.identifierhttps://app.dimensions.ai/details/publication/pub.1192794397
dc.identifier.dimensionspub.1192794397
dc.identifier.doi10.1109/iwssip66997.2025.11151972
dc.identifier.isbn979-8-3503-9289-0
dc.identifier.orcid0000-0001-8580-7054
dc.identifier.orcid0000-0003-3537-0178
dc.identifier.orcid0000-0002-9291-8892
dc.identifier.urihttps://hdl.handle.net/11449/329554
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)
dc.rights.accessRightsAcesso restritopt
dc.rights.sourceRightsclosed
dc.sourceDimensions
dc.titlePreprocessing techniques for public H&E histological images: a systematic review
dc.typeArtigopt
dc.typeTrabalho apresentado em eventopt
dspace.entity.typePublication
relation.isOrgUnitOfPublication43c38943-bd6f-4fb6-a9a5-8482a1f632c0
relation.isOrgUnitOfPublication.latestForDiscovery43c38943-bd6f-4fb6-a9a5-8482a1f632c0
unesp.campusUniversidade Estadual Paulista (UNESP), Instituto de Biociências, Letras e Ciências Exatas, São José do Rio Pretopt

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