Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review

by Julia Höhn, Achim Hekler, Eva Krieghoff-Henning, Jakob Nikolas Kather, Jochen Sven Utikal, Friedegund Meier, Frank Friedrich Gellrich, Axel Hauschild, Lars French, Justin Gabriel Schlager, Kamran Ghoreschi, Tabea Wilhelm, Heinz Kutzner, Markus Heppt, Sebastian Haferkamp, Wiebke Sondermann, Dirk Schadendorf, Bastian Schilling, Roman C Maron, Max Schmitt, Tanja Jutzi, Stefan Fröhling, Daniel B Lipka, Titus Josef Brinker
Published 2021-07-01

Effects of Label Noise on Deep Learning-Based Skin Cancer Classification

by Achim Hekler, Jakob N. Kather, Jakob N. Kather, Eva Krieghoff-Henning, Jochen S. Utikal, Jochen S. Utikal, Friedegund Meier, Friedegund Meier, Frank F. Gellrich, Frank F. Gellrich, Julius Upmeier zu Belzen, Lars French, Justin G. Schlager, Kamran Ghoreschi, Tabea Wilhelm, Heinz Kutzner, Carola Berking, Markus V. Heppt, Sebastian Haferkamp, Wiebke Sondermann, Dirk Schadendorf, Bastian Schilling, Benjamin Izar, Roman Maron, Max Schmitt, Stefan Fröhling, Stefan Fröhling, Daniel B. Lipka, Daniel B. Lipka, Daniel B. Lipka, Titus J. Brinker
Published 2020-05-01

The price of tumor control: an analysis of rare side effects of anti-CTLA-4 therapy in metastatic melanoma from the ipilimumab network.

by Caroline J Voskens, Simone M Goldinger, Carmen Loquai, Caroline Robert, Katharina C Kaehler, Carola Berking, Tanja Bergmann, Clemens L Bockmeyer, Thomas Eigentler, Michael Fluck, Claus Garbe, Ralf Gutzmer, Stephan Grabbe, Axel Hauschild, Rüdiger Hein, Gheorghe Hundorfean, Armin Justich, Ullrich Keller, Christina Klein, Christine Mateus, Peter Mohr, Sylvie Paetzold, Imke Satzger, Dirk Schadendorf, Marc Schlaeppi, Gerold Schuler, Beatrice Schuler-Thurner, Uwe Trefzer, Jens Ulrich, Julia Vaubel, Roger von Moos, Patrik Weder, Tabea Wilhelm, Daniela Göppner, Reinhard Dummer, Lucie M Heinzerling
Published 2013-01-01