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Explainable artificial intelligence in skin cancer recognition: A systematic review

Hauser, Katja ; Kurz, Alexander ; Haggenmüller, Sarah ; Maron, Roman C. ; von Kalle, Christof ; Utikal, Jochen S. ; Meier, Friedegund ; Hobelsberger, Sarah ; Gellrich, Frank F. ; Sergon, Mildred ; Hauschild, Axel ; French, Lars E. ; Heinzerling, Lucie ; Schlager, Justin G. ; Ghoreschi, Kamran ; Schlaak, Max ; Hilke, Franz J. ; Poch, Gabriela ; Kutzner, Heinz ; Berking, Carola ; Heppt, Markus V. ; Erdmann, Michael ; Haferkamp, Sebastian ; Schadendorf, Dirk ; Sondermann, Wiebke ; Goebeler, Matthias ; Schilling, Bastian ; Kather, Jakob N. ; Fröhling, Stefan ; Lipka, Daniel B. ; Hekler, Achim ; Krieghoff-Henning, Eva ; Brinker, Titus J.



Abstract

Background: Due to their ability to solve complex problems, deep neural networks (DNNs) are becoming increasingly popular in medical applications. However, decisionmaking by such algorithms is essentially a black-box process that renders it difficult for physicians to judge whether the decisions are reliable. The use of explainable artificial intelligence We investigate how XAI is used for skin ...

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