Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks

Autor: Schmitt, Laurenz, Peitsch, Wiebke K., Hoffmann, Friederike, Becker, Jürgen C., Drusio, Christina, Jansen, Philipp, Klode, Joachim, Lodde, Georg, Sammet, Stefanie, Schadendorf, Dirk, Sondermann, Wiebke, Ugurel, Selma, Zader, Jeannine, Enk, Alexander, Salzmann, Martin, Schäfer, Sarah, Schäkel, Knut, Winkler, Julia, Wölbing, Priscilla, Asper, Hiba, Bohne, Ann-Sophie, Brown, Victoria, Burba, Bianca, Deffaa, Sophia, Dietrich, Cecilia, Dietrich, Matthias, Drerup, Katharina Antonia, Egberts, Friederike, Erkens, Anna-Sophie, Greven, Salim, Harde, Viola, Jost, Marion, Kaeding, Merit, Kosova, Katharina, Lischner, Stephan, Maagk, Maria, Messinger, Anna Laetitia, Metzner, Malte, Motamedi, Rogina, Rosenthal, Ann-Christine, Seidl, Ulrich, Stemmermann, Jana, Torz, Kaspar, Velez, Juliana Giraldo, Haiduk, Jennifer, Alter, Mareike, Bär, Claudia, Bergenthal, Paul, Gerlach, Anne, Holtorf, Christian, Karoglan, Ante, Kindermann, Sophie, Kraas, Luise, Felcht, Moritz, Gaiser, Maria R., Klemke, Claus-Detlev, Kurzen, Hjalmar, Leibing, Thomas, Müller, Verena, Reinhard, Raphael R., Utikal, Jochen, Winter, Franziska, Berking, Carola, Eicher, Laurie, Hartmann, Daniela, Heppt, Markus, Kilian, Katharina, Krammer, Sebastian, Lill, Diana, Niesert, Anne-Charlotte, Oppel, Eva, Sattler, Elke, Senner, Sonja, Wallmichrath, Jens, Wolff, Hans, Giner, Tina, Glutsch, Valerie, Kerstan, Andreas, Presser, Dagmar, Schrüfer, Philipp, Schummer, Patrick, Stolze, Ina, Weber, Judith, Drexler, Konstantin, Haferkamp, Sebastian, Mickler, Marion, Stauner, Camila Toledo, Thiem, Alexander, Maron, Roman C., Weichenthal, Michael, Utikal, Jochen S., Hekler, Achim, Hauschild, Axel, Enk, Alexander H., Holland-Letz, Tim, Schilling, Bastian, von Kalle, Christof, Fröhling, Stefan, Gesierich, Anja, Kähler, Katharina C., Wehkamp, Ulrike, Brinker, Titus J.

Publikováno v: In European Journal of Cancer September 2019 119:57-65

Superior skin cancer classification by the combination of human and artificial intelligence

Autor: Achim Hekler, Jochen S. Utikal, Alexander H. Enk, Axel Hauschild, Michael Weichenthal, Roman C. Maron, Carola Berking, Sebastian Haferkamp, Joachim Klode, Dirk Schadendorf, Bastian Schilling, Tim Holland-Letz, Benjamin Izar, Christof von Kalle, Stefan Fröhling, Titus J. Brinker, Laurenz Schmitt, Wiebke K. Peitsch, Friederike Hoffmann, Jürgen C. Becker, Christina Drusio, Philipp Jansen, Georg Lodde, Stefanie Sammet, Wiebke Sondermann, Selma Ugurel, Jeannine Zader, Alexander Enk, Martin Salzmann, Sarah Schäfer, Knut Schäkel, Julia Winkler, Priscilla Wölbing, Hiba Asper, Ann-Sophie Bohne, Victoria Brown, Bianca Burba, Sophia Deffaa, Cecilia Dietrich, Matthias Dietrich, Katharina Antonia Drerup, Friederike Egberts, Anna-Sophie Erkens, Salim Greven, Viola Harde, Marion Jost, Merit Kaeding, Katharina Kosova, Stephan Lischner, Maria Maagk, Anna Laetitia Messinger, Malte Metzner, Rogina Motamedi, Ann-Christine Rosenthal, Ulrich Seidl, Jana Stemmermann, Kaspar Torz, Juliana Giraldo Velez, Jennifer Haiduk, Mareike Alter, Claudia Bär, Paul Bergenthal, Anne Gerlach, Christian Holtorf, Ante Karoglan, Sophie Kindermann, Luise Kraas, Moritz Felcht, Maria R. Gaiser, Claus-Detlev Klemke, Hjalmar Kurzen, Thomas Leibing, Verena Müller, Raphael R. Reinhard, Jochen Utikal, Franziska Winter, Laurie Eicher, Daniela Hartmann, Markus Heppt, Katharina Kilian, Sebastian Krammer, Diana Lill, Anne-Charlotte Niesert, Eva Oppel, Elke Sattler, Sonja Senner, Jens Wallmichrath, Hans Wolff, Anja Gesierich, Tina Giner, Valerie Glutsch, Andreas Kerstan, Dagmar Presser, Philipp Schrüfer, Patrick Schummer, Ina Stolze, Judith Weber, Konstantin Drexler, Marion Mickler, Camila Toledo Stauner, Alexander Thiem

Publikováno v: European Journal of Cancer. 120:114-121

Background In recent studies, convolutional neural networks (CNNs) outperformed dermatologists in distinguishing dermoscopic images of melanoma and nevi. In these studies, dermatologists and artificial intelligence were considered as opponents. Howev

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e2771b733ad75a6efdb2981c78683d43
https://doi.org/10.1016/j.ejca.2019.07.019