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Adversarial attacks and adversarial robustness in computational pathology.

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Title: Adversarial attacks and adversarial robustness in computational pathology.
Authors: Ghaffari Laleh N; Department of Medicine III, University Hospital RWTH Aachen, RWTH Aachen university, Aachen, Germany., Truhn D; Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany., Veldhuizen GP; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany., Han T; Department of Physics of Molecular Imaging Systems, Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany., van Treeck M; Department of Medicine III, University Hospital RWTH Aachen, RWTH Aachen university, Aachen, Germany., Buelow RD; Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany., Langer R; Institute of Pathology, University of Bern, Bern, Switzerland.; Institute of Pathology and Molecular Pathology, Kepler University Hospital, Johannes Kepler University Linz, Linz, Austria., Dislich B; Institute of Pathology, University of Bern, Bern, Switzerland., Boor P; Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany., Schulz V; Department of Physics of Molecular Imaging Systems, Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany.; Physics Institute III B, RWTH Aachen University, Aachen, Germany.; Fraunhofer Institute for Digital Medicine MEVIS, Aachen, Germany.; Hyperion Hybrid Imaging Systems GmbH, Aachen, Germany., Kather JN; Department of Medicine III, University Hospital RWTH Aachen, RWTH Aachen university, Aachen, Germany. jakob_nikolas.kather@tu-dresden.de.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany. jakob_nikolas.kather@tu-dresden.de.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany. jakob_nikolas.kather@tu-dresden.de.; Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK. jakob_nikolas.kather@tu-dresden.de.; Department of Medicine 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Dresden, Germany. jakob_nikolas.kather@tu-dresden.de.
Source: Nature communications [Nat Commun] 2022 Sep 29; Vol. 13 (1), pp. 5711. Date of Electronic Publication: 2022 Sep 29.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Ghaffari+Laleh+N%22">Ghaffari Laleh N</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, RWTH Aachen university, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Truhn+D%22">Truhn D</searchLink>; Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Veldhuizen+GP%22">Veldhuizen GP</searchLink>; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Han+T%22">Han T</searchLink>; Department of Physics of Molecular Imaging Systems, Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22van+Treeck+M%22">van Treeck M</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, RWTH Aachen university, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Buelow+RD%22">Buelow RD</searchLink>; Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Langer+R%22">Langer R</searchLink>; Institute of Pathology, University of Bern, Bern, Switzerland.; Institute of Pathology and Molecular Pathology, Kepler University Hospital, Johannes Kepler University Linz, Linz, Austria.<br /><searchLink fieldCode="AU" term="%22Dislich+B%22">Dislich B</searchLink>; Institute of Pathology, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Boor+P%22">Boor P</searchLink>; Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Schulz+V%22">Schulz V</searchLink>; Department of Physics of Molecular Imaging Systems, Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany.; Physics Institute III B, RWTH Aachen University, Aachen, Germany.; Fraunhofer Institute for Digital Medicine MEVIS, Aachen, Germany.; Hyperion Hybrid Imaging Systems GmbH, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Kather+JN%22">Kather JN</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, RWTH Aachen university, Aachen, Germany. jakob_nikolas.kather@tu-dresden.de.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany. jakob_nikolas.kather@tu-dresden.de.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany. jakob_nikolas.kather@tu-dresden.de.; Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK. jakob_nikolas.kather@tu-dresden.de.; Department of Medicine 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Dresden, Germany. jakob_nikolas.kather@tu-dresden.de.
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