Development and Evaluation of a Convolutional Neural Network for Microscopic Diagnosis Between Pleomorphic Adenoma and Carcinoma Ex‐Pleomorphic Adenoma
The study underscores the potential of ResNet-50 in the microscopic diagnosis of carcinoma ex-pleomorphic adenoma. The developed model demonstrated strong learning potential, but exhibited partial limitations in generalization, as indicated by the validation curve. In summary, the study established a promising baseline despite limitations in model generalization. This indicates the need to refine methodologies, investigate new models, incorporate larger datasets, and encourage inter-institutional collaboration for comprehensive studies in salivary gland tumors.
Authors
- Amanda de Farias Gabriel (ORCID: https://orcid.org/0000-0002-8910-5815)
- Takefumi Nakamura (ORCID: https://orcid.org/0009-0002-7020-1142)
- Márcio Ajudarte Lopes (ORCID: https://orcid.org/0000-0001-6677-0065)
- Sebastião Silvério Sousa‐Neto (ORCID: https://orcid.org/0000-0001-8890-8723)
- Virgílio Gonzales Zanella (ORCID: https://orcid.org/0000-0001-5721-9968)
- Alan Roger Santos‐Silva (ORCID: https://orcid.org/0000-0003-2040-6617)
- Manoela Domingues Martins (ORCID: https://orcid.org/0000-0001-8662-5965)
- Anna Luíza Damaceno Araújo (ORCID: https://orcid.org/0000-0002-3725-8051)
- Ana Lúcia Carrinho Ayroza Rangel (ORCID: https://orcid.org/0000-0003-1080-358X)
- Daniela Giraldo‐Roldán (ORCID: https://orcid.org/0000-0001-7150-3025)
- Luiz Paulo Kowalski (ORCID: https://orcid.org/0000-0002-0481-156X)
- Marco Antônio Trevizani Martins (ORCID: https://orcid.org/0000-0001-6073-1807)
- Matheus Cardoso Moraes (ORCID: https://orcid.org/0000-0002-6019-6653)
- Felipe Paiva Fonseca (ORCID: https://orcid.org/0000-0002-6657-4547)
- Cínthia Verónica Bardález López de Cáceres (ORCID: https://orcid.org/0000-0002-9032-2067)
- Pablo Agustín Vargas (ORCID: https://orcid.org/0000-0003-1840-4911)
- Giovanna Calabrese dos Santos (ORCID: https://orcid.org/0000-0003-0895-7125)
Institutions
- Universidade Federal de Minas Gerais (BR)
- Universidade Federal do Rio Grande do Sul (BR)
- Universidade Federal de Ciências da Saúde de Porto Alegre (BR)
- Universidade de São Paulo (BR)
- Universidade Estadual de Campinas (UNICAMP) (BR)
- Universidade Estadual do Oeste do Paraná (BR)
- AC Camargo Hospital (BR)
- Universidade Federal de São Paulo (BR)
Publication Details
- Journal
- Head & Neck
- Published
- 2024-10-27
- DOI
- https://doi.org/10.1002/hed.27971
- Citations
- 4
- Primary Topic
- Salivary Gland Tumors Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 2.29
Funders
- Fundação de Amparo à Pesquisa do Estado de São Paulo
- Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
- Conselho Nacional de Desenvolvimento Científico e Tecnológico
- Fundação de Amparo à Pesquisa do Estado de Minas Gerais
- Ministério da Saúde
- Fundo de Apoio ao Ensino, à Pesquisa e Extensão, Universidade Estadual de Campinas