Pathology-informed Generative Adversarial Network Augmentation Improves Classification of Peripheral Nerve Sheath Tumors by Modeling Morphological Variability: A Pilot Investigation.
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| Title: | Pathology-informed Generative Adversarial Network Augmentation Improves Classification of Peripheral Nerve Sheath Tumors by Modeling Morphological Variability: A Pilot Investigation. |
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| Authors: | Santos GCD; Institute of Science and Technology, Federal University of São Paulo (ICT- UNIFESP), São José dos Campos, São Paulo, Brazil., Silva HVLB; Institute of Science and Technology, Federal University of São Paulo (ICT- UNIFESP), São José dos Campos, São Paulo, Brazil.; National Institute of Telecommunications - INATEL, Santa Rita Do Sapucaí, MG, Brazil., Araújo ALD; Hospital Israelita Albert Einstein, Av. Professor Francisco Morato, 4293, Butantã, São Paulo, 05521-200, Brazil. anna_luizaf5ph@hotmail.com., Nakamura TCR; Institute of Science and Technology, Federal University of São Paulo (ICT- UNIFESP), São José dos Campos, São Paulo, Brazil., Santos MGS; Institute of Science and Technology, Federal University of São Paulo (ICT- UNIFESP), São José dos Campos, São Paulo, Brazil., Claret AF; Institute of Science and Technology, Federal University of São Paulo (ICT- UNIFESP), São José dos Campos, São Paulo, Brazil., de Figueiredo FAP; Institute of Science and Technology, Federal University of São Paulo (ICT- UNIFESP), São José dos Campos, São Paulo, Brazil.; National Institute of Telecommunications - INATEL, Santa Rita Do Sapucaí, MG, Brazil., de Sousa-Neto SS; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., Giraldo-Roldán D; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., de Freitas LMR; Hospital Israelita Albert Einstein, Av. Professor Francisco Morato, 4293, Butantã, São Paulo, 05521-200, Brazil., Kowalski LP; Head and Neck Surgery Department, University of São Paulo Medical School, São Paulo, Brazil.; Department of Head and Neck Surgery and Otorhinolaryngology, A.C. Camargo Cancer Center, São Paulo, Brazil., Santos-Silva AR; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., Lopes MA; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., Vargas PA; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., Moraes MC; Institute of Science and Technology, Federal University of São Paulo (ICT- UNIFESP), São José dos Campos, São Paulo, Brazil. |
| Source: | Head and neck pathology [Head Neck Pathol] 2026 Jun 26; Vol. 20 (1). Date of Electronic Publication: 2026 Jun 26. |
| Publication Type: | Journal Article |
| 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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