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Performance of a Convolutional Neural Network Versus Human in Classification of Oral Lesion Images.

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Title: Performance of a Convolutional Neural Network Versus Human in Classification of Oral Lesion Images.
Authors: Gomes RFT; Department of Oral Pathology, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, R. Ramiro Barcelos, 2492 - Santa Cecília, Porto Alegre, RS, 90035-004, Brazil. ritafabgomes@gmail.com., Schmith J; Polytechnic School, Unisinos University, São Leopoldo, Brazil.; SENAI Innovation Institute for Sensor Systems (ISI-SIM), EMBRAPII Hardware Competence Center for Digital Agriculture, São Leopoldo, Brazil., de Figueiredo RM; Polytechnic School, Unisinos University, São Leopoldo, Brazil.; SENAI Innovation Institute for Sensor Systems (ISI-SIM), EMBRAPII Hardware Competence Center for Digital Agriculture, São Leopoldo, Brazil., Freitas SA; Department of Applied Computing, University of Vale Do Rio Dos Sinos - UNISINOS, São Leopoldo, Brazil., Machado GN; Polytechnic School, Unisinos University, São Leopoldo, Brazil., Martins MD; Department of Oral Pathology, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, R. Ramiro Barcelos, 2492 - Santa Cecília, Porto Alegre, RS, 90035-004, Brazil.; Department of Applied Computing, University of Vale Do Rio Dos Sinos - UNISINOS, São Leopoldo, Brazil., Roxo-Gonçalves M; Department of Oral Pathology, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, R. Ramiro Barcelos, 2492 - Santa Cecília, Porto Alegre, RS, 90035-004, Brazil., Romanini J; Oral Medicine, Otorhinolaryngology Service, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Rio Grande Do Sul, Brazil., Almeida JD; Department of Biosciences and Oral Diagnostics, São Paulo State University, Campus São José Dos Campos, São Paulo, Brazil., Pereira CT; Department of Stomatology, Federal University of Paraná, Curitiba, Brazil., de Almeida Rodrigues J; Department of Surgery and Orthopaedics, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, Porto Alegre, Brazil., Carrard VC; Department of Oral Pathology, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, R. Ramiro Barcelos, 2492 - Santa Cecília, Porto Alegre, RS, 90035-004, Brazil.; TelessaudeRS-UFRGS, Federal University of Rio Grande Do Sul, Porto Alegre, Rio Grande Do Sul, Brazil.; Oral Medicine, Otorhinolaryngology Service, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Rio Grande Do Sul, Brazil.
Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2025 Dec 10. Date of Electronic Publication: 2025 Dec 10.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Performance of a Convolutional Neural Network Versus Human in Classification of Oral Lesion Images.
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  Data: <searchLink fieldCode="AU" term="%22Gomes+RFT%22">Gomes RFT</searchLink>; Department of Oral Pathology, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, R. Ramiro Barcelos, 2492 - Santa Cecília, Porto Alegre, RS, 90035-004, Brazil. ritafabgomes@gmail.com.<br /><searchLink fieldCode="AU" term="%22Schmith+J%22">Schmith J</searchLink>; Polytechnic School, Unisinos University, São Leopoldo, Brazil.; SENAI Innovation Institute for Sensor Systems (ISI-SIM), EMBRAPII Hardware Competence Center for Digital Agriculture, São Leopoldo, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Figueiredo+RM%22">de Figueiredo RM</searchLink>; Polytechnic School, Unisinos University, São Leopoldo, Brazil.; SENAI Innovation Institute for Sensor Systems (ISI-SIM), EMBRAPII Hardware Competence Center for Digital Agriculture, São Leopoldo, Brazil.<br /><searchLink fieldCode="AU" term="%22Freitas+SA%22">Freitas SA</searchLink>; Department of Applied Computing, University of Vale Do Rio Dos Sinos - UNISINOS, São Leopoldo, Brazil.<br /><searchLink fieldCode="AU" term="%22Machado+GN%22">Machado GN</searchLink>; Polytechnic School, Unisinos University, São Leopoldo, Brazil.<br /><searchLink fieldCode="AU" term="%22Martins+MD%22">Martins MD</searchLink>; Department of Oral Pathology, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, R. Ramiro Barcelos, 2492 - Santa Cecília, Porto Alegre, RS, 90035-004, Brazil.; Department of Applied Computing, University of Vale Do Rio Dos Sinos - UNISINOS, São Leopoldo, Brazil.<br /><searchLink fieldCode="AU" term="%22Roxo-Gonçalves+M%22">Roxo-Gonçalves M</searchLink>; Department of Oral Pathology, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, R. Ramiro Barcelos, 2492 - Santa Cecília, Porto Alegre, RS, 90035-004, Brazil.<br /><searchLink fieldCode="AU" term="%22Romanini+J%22">Romanini J</searchLink>; Oral Medicine, Otorhinolaryngology Service, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Rio Grande Do Sul, Brazil.<br /><searchLink fieldCode="AU" term="%22Almeida+JD%22">Almeida JD</searchLink>; Department of Biosciences and Oral Diagnostics, São Paulo State University, Campus São José Dos Campos, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Pereira+CT%22">Pereira CT</searchLink>; Department of Stomatology, Federal University of Paraná, Curitiba, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Almeida+Rodrigues+J%22">de Almeida Rodrigues J</searchLink>; Department of Surgery and Orthopaedics, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Carrard+VC%22">Carrard VC</searchLink>; Department of Oral Pathology, Faculdade de Odontologia, Federal University of Rio Grande Do Sul - UFRGS, R. Ramiro Barcelos, 2492 - Santa Cecília, Porto Alegre, RS, 90035-004, Brazil.; TelessaudeRS-UFRGS, Federal University of Rio Grande Do Sul, Porto Alegre, Rio Grande Do Sul, Brazil.; Oral Medicine, Otorhinolaryngology Service, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Rio Grande Do Sul, Brazil.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918663679206676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2948-2933 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229482925%22">29482925 </searchLink><i>NLM ISO Abbreviation: </i>J Imaging Inform Med <i>Subsets: </i>MEDLINE
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              Text: 2025 Dec 10
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