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Impact of Transfer Learning on Convolutional Neural Networks for Odontogenic Tumor Diagnosis.

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Title: Impact of Transfer Learning on Convolutional Neural Networks for Odontogenic Tumor Diagnosis.
Authors: Giraldo-Roldán D; Faculdade de Odontologia de Piracicaba, Department of Oral Diagnosis, Oral Pathology Area, Piracicaba Dental School, Universidade de Campinas (FOP- UNICAMP), Av. Limeira, 901, Piracicaba, São Paulo, 13.414-903, Brazil., Nakamura TCR; Institute of Science and Technology, Federal University of São Paulo (ICT- Unifesp), São José dos Campos, São Paulo, Brazil. thais.nakamura@unifesp.br., Claret AF; Institute of Science and Technology, Federal University of São Paulo (ICT- Unifesp), São José dos Campos, São Paulo, Brazil., Dos Santos GC; Institute of Science and Technology, Federal University of São Paulo (ICT- Unifesp), São José dos Campos, São Paulo, Brazil., Pulido-Díaz K; Health Care Department, Oral Pathology and Medicine Master, Autonomous Metropolitan University, Mexico City, Mexico., Gerber-Mora R; Oroclinic, San José, Costa Rica., Gonzalez-Perez LV; Laboratory of Immunodetection and Bioanalysis, Investigation Group POPCAD, Faculty of Dentistry, University of Antioquia, Medellín, Colombia., Câmara J; Department of Pathology and Legal Medicine, School of Medicine, Federal University of Amazonas, Manaus, Brazil., Pontes HAR; Oral Pathology, João de Barros Barreto University Hospital, Federal University of Pará, Belem, Brazil., Martin MD; Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil., Oliveira MC; Department of Health, State University of Feira de Santana (UEFS), Feira de Santana, Brazil., Prado VP; Department of Diagnostic Pathology and Oral Medicine, School of Dentistry, Universidad de la República (UDELAR), Montevideo, Uruguay., Silveira FM; Department of Diagnostic Pathology and Oral Medicine, School of Dentistry, Universidad de la República (UDELAR), Montevideo, Uruguay., Bologna-Molina R; Department of Diagnostic Pathology and Oral Medicine, School of Dentistry, Universidad de la República (UDELAR), Montevideo, Uruguay., Araújo ALD; Head and Neck Surgery Department, University of São Paulo Medical School, São Paulo, São Paulo, Brazil.; Hospital Israelita Albert Einstein, São Paulo, Brazil., Moraes MC; Institute of Science and Technology, Federal University of São Paulo (ICT- Unifesp), São José dos Campos, São Paulo, Brazil., Vargas PA; Faculdade de Odontologia de Piracicaba, Department of Oral Diagnosis, Oral Pathology Area, Piracicaba Dental School, Universidade de Campinas (FOP- UNICAMP), Av. Limeira, 901, Piracicaba, São Paulo, 13.414-903, Brazil. pavargas@unicamp.br.
Source: Head and neck pathology [Head Neck Pathol] 2026 Feb 19; Vol. 20 (1), pp. 24. Date of Electronic Publication: 2026 Feb 19.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: Country of Publication: United States NLM ID: 101304010 Publication Model: Electronic Cited Medium: Internet ISSN: 1936-0568 (Electronic) Linking ISSN: 1936055X NLM ISO Abbreviation: Head Neck Pathol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Impact of Transfer Learning on Convolutional Neural Networks for Odontogenic Tumor Diagnosis.
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  Data: <searchLink fieldCode="AU" term="%22Giraldo-Roldán+D%22">Giraldo-Roldán D</searchLink>; Faculdade de Odontologia de Piracicaba, Department of Oral Diagnosis, Oral Pathology Area, Piracicaba Dental School, Universidade de Campinas (FOP- UNICAMP), Av. Limeira, 901, Piracicaba, São Paulo, 13.414-903, Brazil.<br /><searchLink fieldCode="AU" term="%22Nakamura+TCR%22">Nakamura TCR</searchLink>; Institute of Science and Technology, Federal University of São Paulo (ICT- Unifesp), São José dos Campos, São Paulo, Brazil. thais.nakamura@unifesp.br.<br /><searchLink fieldCode="AU" term="%22Claret+AF%22">Claret AF</searchLink>; Institute of Science and Technology, Federal University of São Paulo (ICT- Unifesp), São José dos Campos, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Dos+Santos+GC%22">Dos Santos GC</searchLink>; Institute of Science and Technology, Federal University of São Paulo (ICT- Unifesp), São José dos Campos, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Pulido-Díaz+K%22">Pulido-Díaz K</searchLink>; Health Care Department, Oral Pathology and Medicine Master, Autonomous Metropolitan University, Mexico City, Mexico.<br /><searchLink fieldCode="AU" term="%22Gerber-Mora+R%22">Gerber-Mora R</searchLink>; Oroclinic, San José, Costa Rica.<br /><searchLink fieldCode="AU" term="%22Gonzalez-Perez+LV%22">Gonzalez-Perez LV</searchLink>; Laboratory of Immunodetection and Bioanalysis, Investigation Group POPCAD, Faculty of Dentistry, University of Antioquia, Medellín, Colombia.<br /><searchLink fieldCode="AU" term="%22Câmara+J%22">Câmara J</searchLink>; Department of Pathology and Legal Medicine, School of Medicine, Federal University of Amazonas, Manaus, Brazil.<br /><searchLink fieldCode="AU" term="%22Pontes+HAR%22">Pontes HAR</searchLink>; Oral Pathology, João de Barros Barreto University Hospital, Federal University of Pará, Belem, Brazil.<br /><searchLink fieldCode="AU" term="%22Martin+MD%22">Martin MD</searchLink>; Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Oliveira+MC%22">Oliveira MC</searchLink>; Department of Health, State University of Feira de Santana (UEFS), Feira de Santana, Brazil.<br /><searchLink fieldCode="AU" term="%22Prado+VP%22">Prado VP</searchLink>; Department of Diagnostic Pathology and Oral Medicine, School of Dentistry, Universidad de la República (UDELAR), Montevideo, Uruguay.<br /><searchLink fieldCode="AU" term="%22Silveira+FM%22">Silveira FM</searchLink>; Department of Diagnostic Pathology and Oral Medicine, School of Dentistry, Universidad de la República (UDELAR), Montevideo, Uruguay.<br /><searchLink fieldCode="AU" term="%22Bologna-Molina+R%22">Bologna-Molina R</searchLink>; Department of Diagnostic Pathology and Oral Medicine, School of Dentistry, Universidad de la República (UDELAR), Montevideo, Uruguay.<br /><searchLink fieldCode="AU" term="%22Araújo+ALD%22">Araújo ALD</searchLink>; Head and Neck Surgery Department, University of São Paulo Medical School, São Paulo, São Paulo, Brazil.; Hospital Israelita Albert Einstein, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Moraes+MC%22">Moraes MC</searchLink>; Institute of Science and Technology, Federal University of São Paulo (ICT- Unifesp), São José dos Campos, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Vargas+PA%22">Vargas PA</searchLink>; Faculdade de Odontologia de Piracicaba, Department of Oral Diagnosis, Oral Pathology Area, Piracicaba Dental School, Universidade de Campinas (FOP- UNICAMP), Av. Limeira, 901, Piracicaba, São Paulo, 13.414-903, Brazil. pavargas@unicamp.br.
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  Data: <searchLink fieldCode="JN" term="%22101304010%22">Head and neck pathology</searchLink> [Head Neck Pathol] 2026 Feb 19; Vol. 20 (1), pp. 24. <i>Date of Electronic Publication: </i>2026 Feb 19.
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