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DreamOn: a data augmentation strategy to narrow the robustness gap between expert radiologists and deep learning classifiers.

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Title: DreamOn: a data augmentation strategy to narrow the robustness gap between expert radiologists and deep learning classifiers.
Authors: Lerch L; Medical Image Analysis Group, ARTORG Centre for Biomedical Research, University of Bern, Bern, Switzerland.; Computational Neuroscience Group, Department of Physiology, University of Bern, Bern, Switzerland., Huber LS; Cognition, Perception and Research Methods, Department of Psychology, University of Bern, Bern, Switzerland.; Neural Information Processing Group, Department of Computer Science, University of Tübingen, Tübingen, Germany., Kamath A; Medical Image Analysis Group, ARTORG Centre for Biomedical Research, University of Bern, Bern, Switzerland., Pöllinger A; Department of Diagnostic, Interventional, and Pediatric Radiology, Inselspital Bern, University of Bern, Bern, Switzerland., Pahud de Mortanges A; Medical Image Analysis Group, ARTORG Centre for Biomedical Research, University of Bern, Bern, Switzerland., Obmann VC; Department of Diagnostic, Interventional, and Pediatric Radiology, Inselspital Bern, University of Bern, Bern, Switzerland., Dammann F; Department of Diagnostic, Interventional, and Pediatric Radiology, Inselspital Bern, University of Bern, Bern, Switzerland., Senn W; Computational Neuroscience Group, Department of Physiology, University of Bern, Bern, Switzerland.; Center for Artificial Intelligence in Medicine, University of Bern, Bern, Switzerland., Reyes M; Center for Artificial Intelligence in Medicine, University of Bern, Bern, Switzerland.; ARTORG Center for Biomedical Engineering Research, University of Bern, Bern, Switzerland.; Department of Radiation Oncology, University Hospital Bern, University of Bern, Bern, Switzerland.
Source: Frontiers in radiology [Front Radiol] 2024 Dec 19; Vol. 4, pp. 1420545. Date of Electronic Publication: 2024 Dec 19 (Print Publication: 2024).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media SA Country of Publication: Switzerland NLM ID: 9918367586306676 Publication Model: eCollection Cited Medium: Internet ISSN: 2673-8740 (Electronic) Linking ISSN: 26738740 NLM ISO Abbreviation: Front Radiol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Lerch+L%22">Lerch L</searchLink>; Medical Image Analysis Group, ARTORG Centre for Biomedical Research, University of Bern, Bern, Switzerland.; Computational Neuroscience Group, Department of Physiology, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Huber+LS%22">Huber LS</searchLink>; Cognition, Perception and Research Methods, Department of Psychology, University of Bern, Bern, Switzerland.; Neural Information Processing Group, Department of Computer Science, University of Tübingen, Tübingen, Germany.<br /><searchLink fieldCode="AU" term="%22Kamath+A%22">Kamath A</searchLink>; Medical Image Analysis Group, ARTORG Centre for Biomedical Research, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Pöllinger+A%22">Pöllinger A</searchLink>; Department of Diagnostic, Interventional, and Pediatric Radiology, Inselspital Bern, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Pahud+de+Mortanges+A%22">Pahud de Mortanges A</searchLink>; Medical Image Analysis Group, ARTORG Centre for Biomedical Research, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Obmann+VC%22">Obmann VC</searchLink>; Department of Diagnostic, Interventional, and Pediatric Radiology, Inselspital Bern, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Dammann+F%22">Dammann F</searchLink>; Department of Diagnostic, Interventional, and Pediatric Radiology, Inselspital Bern, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Senn+W%22">Senn W</searchLink>; Computational Neuroscience Group, Department of Physiology, University of Bern, Bern, Switzerland.; Center for Artificial Intelligence in Medicine, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Reyes+M%22">Reyes M</searchLink>; Center for Artificial Intelligence in Medicine, University of Bern, Bern, Switzerland.; ARTORG Center for Biomedical Engineering Research, University of Bern, Bern, Switzerland.; Department of Radiation Oncology, University Hospital Bern, University of Bern, Bern, Switzerland.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+SA%22">Frontiers Media SA </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918367586306676 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2673-8740 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2226738740%22">26738740 </searchLink><i>NLM ISO Abbreviation: </i>Front Radiol <i>Subsets: </i>PubMed not MEDLINE
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              Text: 2024 Dec 19
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