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Exploring convolutional neural networks with transfer learning for diagnosing Lyme disease from skin lesion images.
Hossain, Sk Imran; de Goër de Herve, Jocelyn; Hassan, Md Shahriar; Martineau, Delphine; Petrosyan, Evelina; Corbin, Violaine; Beytout, Jean; Lebert, Isabelle; Durand, Jonas; Carravieri, Irene; Brun-Jacob, Annick; Frey-Klett, Pascale; Baux, Elisabeth; Cazorla, Céline; Eldin, Carole; Hansmann, Yves; Patrat-Delon, Solene; Prazuck, Thierry; Raffetin, Alice; Tattevin, Pierre; Vourc'h, Gwenaël; Lesens, Olivier; Nguifo, Engelbert Mephu.
Afiliação
  • Hossain SI; Université Clermont Auvergne, CNRS, ENSMSE, LIMOS, F-63000 Clermont-Ferrand, France.
  • de Goër de Herve J; Université Clermont Auvergne, INRAE, VetAgro Sup, UMR EPIA, 63122 Saint-Genès-Champanelle, France; Université de Lyon, INRAE, VetAgro Sup, UMR EPIA, F-69280 Marcy l'Etoile, France.
  • Hassan MS; Université Clermont Auvergne, CNRS, ENSMSE, LIMOS, F-63000 Clermont-Ferrand, France.
  • Martineau D; Infectious and Tropical Diseases Department, CHU Clermont-Ferrand, Clermont-Ferrand, France.
  • Petrosyan E; Infectious and Tropical Diseases Department, CHU Clermont-Ferrand, Clermont-Ferrand, France.
  • Corbin V; Infectious and Tropical Diseases Department, CHU Clermont-Ferrand, Clermont-Ferrand, France.
  • Beytout J; CHU Clermont-Ferrand, Inserm, Neuro-Dol, CNRS 6023 Laboratoire Microorganismes: Génome Environnement (LMGE), Université Clermont Auvergne, Clermont-Ferrand, France.
  • Lebert I; Université Clermont Auvergne, INRAE, VetAgro Sup, UMR EPIA, 63122 Saint-Genès-Champanelle, France; Université de Lyon, INRAE, VetAgro Sup, UMR EPIA, F-69280 Marcy l'Etoile, France.
  • Durand J; Tous Chercheurs Laboratory, UMR 1136 'Interactions Arbres Micro-Organismes', INRAE, Centre INRAE Grand Est-Nancy, F-54280 Champenoux, France.
  • Carravieri I; CPIE Champenoux, F-54280 Champenoux, France.
  • Brun-Jacob A; Tous Chercheurs Laboratory, UMR 1136 'Interactions Arbres Micro-Organismes', INRAE, Centre INRAE Grand Est-Nancy, F-54280 Champenoux, France.
  • Frey-Klett P; INRAE, US 1371 Laboratory of Excellence ARBRE, Centre INRAE Grand Est-Nancy, Champenoux F-54280, France.
  • Baux E; Infectious Diseases Department, University Hospital of Nancy, Nancy, France.
  • Cazorla C; Infectious Disease Department, University Hospital of Saint Etienne, Saint-Etienne, France.
  • Eldin C; IHU-Méditerranée Infection, Marseille, France; Aix Marseille Univ, IRD, AP-HM, SSA, VITROME, Marseille, France.
  • Hansmann Y; Service des Maladies Infectieuses et Tropicales, Hôpitaux Universitaires, 67000 Strasbourg, France.
  • Patrat-Delon S; Infectious Diseases and Intensive Care Unit, Pontchaillou University Hospital, Rennes, France.
  • Prazuck T; Department of Infectious and Tropical Diseases, CHR Orléans, Orléans, France.
  • Raffetin A; Tick-Borne Diseases Reference Center, North region, Department of Infectious Diseases, Hospital of Villeneuve-Saint-Georges, 40 allée de la Source, 94190 Villeneuve-Saint-Georges; ESGBOR, European Study Group for Lyme Borreliosis.
  • Tattevin P; Department of Infectious Diseases and Intensive Care Medicine, Centre Hospitalier Universitaire de Rennes, Rennes, France.
  • Vourc'h G; Université Clermont Auvergne, INRAE, VetAgro Sup, UMR EPIA, 63122 Saint-Genès-Champanelle, France; Université de Lyon, INRAE, VetAgro Sup, UMR EPIA, F-69280 Marcy l'Etoile, France.
  • Lesens O; Infectious and Tropical Diseases Department, CRIOA, CHU Clermont-Ferrand, Clermont-Ferrand, France; UMR CNRS 6023, Laboratoire Microorganismes: Génome Environnement (LMGE), Université Clermont Auvergne, Clermont-Ferrand, France.
  • Nguifo EM; Université Clermont Auvergne, CNRS, ENSMSE, LIMOS, F-63000 Clermont-Ferrand, France. Electronic address: engelbert.mephu_nguifo@uca.fr.
Comput Methods Programs Biomed ; 215: 106624, 2022 Mar.
Article em En | MEDLINE | ID: mdl-35051835
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Dermatopatias / Doença de Lyme Tipo de estudo: Diagnostic_studies / Guideline / Prognostic_studies / Screening_studies Limite: Humans País/Região como assunto: Europa Idioma: En Revista: Comput Methods Programs Biomed Assunto da revista: INFORMATICA MEDICA Ano de publicação: 2022 Tipo de documento: Article País de afiliação: França
Texto completo
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XML
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Dermatopatias / Doença de Lyme Tipo de estudo: Diagnostic_studies / Guideline / Prognostic_studies / Screening_studies Limite: Humans País/Região como assunto: Europa Idioma: En Revista: Comput Methods Programs Biomed Assunto da revista: INFORMATICA MEDICA Ano de publicação: 2022 Tipo de documento: Article País de afiliação: França