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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.
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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  Data: Pathology-informed Generative Adversarial Network Augmentation Improves Classification of Peripheral Nerve Sheath Tumors by Modeling Morphological Variability: A Pilot Investigation.
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  Data: <searchLink fieldCode="AU" term="%22Santos+GCD%22">Santos GCD</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="%22Silva+HVLB%22">Silva HVLB</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Araújo+ALD%22">Araújo ALD</searchLink>; Hospital Israelita Albert Einstein, Av. Professor Francisco Morato, 4293, Butantã, São Paulo, 05521-200, Brazil. anna_luizaf5ph@hotmail.com.<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.<br /><searchLink fieldCode="AU" term="%22Santos+MGS%22">Santos MGS</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="%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="%22de+Figueiredo+FAP%22">de Figueiredo FAP</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22de+Sousa-Neto+SS%22">de Sousa-Neto SS</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Giraldo-Roldán+D%22">Giraldo-Roldán D</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Freitas+LMR%22">de Freitas LMR</searchLink>; Hospital Israelita Albert Einstein, Av. Professor Francisco Morato, 4293, Butantã, São Paulo, 05521-200, Brazil.<br /><searchLink fieldCode="AU" term="%22Kowalski+LP%22">Kowalski LP</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Santos-Silva+AR%22">Santos-Silva AR</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Lopes+MA%22">Lopes MA</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Vargas+PA%22">Vargas PA</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, 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.
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        Value: 10.1007/s12105-026-01939-7
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              Text: 2026 Jun 26
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