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
Description
ISSN:2948-2933
DOI:10.1007/s10278-025-01781-3