Artificially-generated consolidations and balanced augmentation increase performance of U-net for lung parenchyma segmentation on MR images

• Cristian Crisosto,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

  https://orcid.org/0000-0002-3006-0229

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• Andreas Voskrebenzev,

  Roles Conceptualization, Data curation, Project administration, Supervision, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

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• Marcel Gutberlet,

  Roles Data curation, Methodology, Supervision, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

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• Filip Klimeš,

  Roles Data curation, Formal analysis, Funding acquisition, Software, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

  https://orcid.org/0000-0003-2715-0757

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• Till F. Kaireit,

  Roles Conceptualization, Formal analysis, Validation, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

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• Gesa Pöhler,

  Roles Validation, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

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• Tawfik Moher,

  Roles Data curation, Resources, Supervision, Validation, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

  https://orcid.org/0000-0002-0779-0688

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• Lea Behrendt,

  Roles Conceptualization, Formal analysis, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

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• Robin Müller,

  Roles Formal analysis, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

  https://orcid.org/0000-0002-2137-7355

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• Maximilian Zubke,

  Roles Formal analysis, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

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• Frank Wacker,

  Roles Funding acquisition, Project administration, Supervision, Validation, Writing – review & editing

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

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• Jens Vogel-Claussen

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing – review & editing

  * E-mail: Vogel-Claussen.Jens@mh-hannover.de

  Affiliations Institute for Diagnostic and Interventional Radiology, Hannover Medical School (MHH), Hannover, Germany, Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), Member of the German Centre for Lung Research (DZL), Hannover, Germany

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