How to learn with intentional mistakes: NoisyEnsembles to overcome poor tissue quality for deep learning in computational pathology.

Autor: Mayer RS; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany., Gretser S; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany., Heckmann LE; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany., Ziegler PK; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany., Walter B; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany., Reis H; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany., Bankov K; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany., Becker S; Department of Gynecology and Obstetrics, University Hospital Frankfurt, Frankfurt am Main, Germany., Triesch J; Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany., Wild PJ; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany.; Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany.; Wildlab, University Hospital Frankfurt MVZ GmbH, Frankfurt am Main, Germany.; Frankfurt Cancer Institute (FCI), Frankfurt am Main, Germany.; University Cancer Center (UCT) Frankfurt-Marburg, Frankfurt am Main, Germany., Flinner N; Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany.; Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany.; Frankfurt Cancer Institute (FCI), Frankfurt am Main, Germany.; University Cancer Center (UCT) Frankfurt-Marburg, Frankfurt am Main, Germany.

Publikováno v: Frontiers in medicine [Front Med (Lausanne)] 2022 Aug 29; Vol. 9, pp. 959068. Date of Electronic Publication: 2022 Aug 29 (Print Publication: 2022).

Deep Learning to Decipher the Progression and Morphology of Axonal Degeneration.

Autor: Palumbo A; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany.; Institute for Experimental and Clinical Pharmacology and Toxicology, University of Lübeck, 23562 Lübeck, Germany., Grüning P; Institute for Neuro- and Bioinformatics, University of Lübeck, 23562 Lübeck, Germany., Landt SK; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany., Heckmann LE; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany., Bartram L; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany., Pabst A; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany., Flory C; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany., Ikhsan M; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany.; Institute for Experimental and Clinical Pharmacology and Toxicology, University of Lübeck, 23562 Lübeck, Germany.; Faculty of Medicine, Malikussaleh University, Lhokseumawe 24355, Indonesia., Pietsch S; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany.; Department of Neonatology, Universitätsklinikum Leipzig, 04103 Leipzig, Germany., Schulz R; Wissenschaftliche Werkstätten, University of Lübeck, 23562 Lübeck, Germany., Kren C; Medical Laser Center Lübeck GmbH, 23562 Lübeck, Germany., Koop N; Medical Laser Center Lübeck GmbH, 23562 Lübeck, Germany., Boltze J; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany.; School of Life Sciences, The University of Warwick, Gibbet Hill Campus, Coventry CV4 7AL, UK., Madany Mamlouk A; Institute for Neuro- and Bioinformatics, University of Lübeck, 23562 Lübeck, Germany., Zille M; Fraunhofer Research and Development Center for Marine and Cellular Biotechnology EMB, 23562 Lübeck, Germany.; Institute for Medical and Marine Biotechnology, University of Lübeck, 23562 Lübeck, Germany.; Institute for Experimental and Clinical Pharmacology and Toxicology, University of Lübeck, 23562 Lübeck, Germany.; Department of Pharmaceutical Sciences, Division of Pharmacology and Toxicology, University of Vienna, 1090 Vienna, Austria.

Publikováno v: Cells [Cells] 2021 Sep 25; Vol. 10 (10). Date of Electronic Publication: 2021 Sep 25.