Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task von Brinker, Titus J., Hekler, Achim, Enk, Alexander H., Klode, Joachim, Hauschild, Axel, Berking, Carola, Schilling, Bastian, Haferkamp, Sebastian, Schadendorf, Dirk, Holland-Letz, Tim, von Kalle, Christof, Sirokay, Judith, Albrecht, Magarete, Chorti, Eleftheria, Dith, Anna, Drusio, Christina, Giese, Nina, Griewank, Klaus, Hallasch, Sandra, Hanhart, Zdenka, Herz, Saskia, Hohaus, Katja, Jansen, Philipp, Jockenhöfer, Finja, Kanaki, Theodora, Leonhard, Katja, Matei, Liliana, Olischewski, Alexandra, Placke, Jan-Malte, Raub, Simon, Salva, Katrin, Sody, Elsa, Steingrube, Nadine, Ugurel, Selma, Zaremba, Anne, Gebhardt, Christoffer, Booken, Nina, Buder-Bakhaya, Kristina, Bokor-Billmann, Therezia, Enk, Alexander, Hänßle, Holger, Salzmann, Martin, Schank, Timo, Bohne, Ann-Sophie, Egberts, Friederike, Ewald, Benjamin, Falkvoll, Sandra, Gerdes, Sascha, Harde, Viola, Hauschild, Axel, Jost, Marion, Kosova, Katja, Messinger, Laetitia, Metzner, Malte, Scheller, Natalie, Schwarz, Thomas, Stölzl, Dora, Thielking, Federieke, Tomaschewski, Elena, Wehkamp, Ulrike, Wiedow, Oliver, Bender-Säbelkampf, Sophia, Horbrügger, Marc, Karoglan, Ante, Kraas, Luise, Geraud, Cyrill, Koch, Philipp, Linke, Miriam, Maurier, Nolwenn, Müller, Verena, Thomas, Benjamin, Utikal, Jochen Sven, Alamri, Ali Saeed M., Baczako, Andrea, Berking, Carola, Betke, Matthias, Haas, Carolin, Hartmann, Daniela, Kilian, Katharina, Krammer, Sebastian, Lapczynski, Natalie Lidia, Nasifoglu, Suzan, Ruini, Cristel, Wolff, Hans, Achatz, Birgit, Bergbreiter, Astrid, Drexler, Konstantin, Halupczok, Anna, Hegemann, Marie, Dinauer, Verena, Maagk, Maria, Mickler, Marion, Philipp, Biance, Wittmann, Constanze, Gesierich, Anja, Glutsch, Valerie, Kahlert, Katrin, Kerstan, Andreas, Schilling, Bastian, Schrüfer, Philipp

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A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task von Brinker, Titus J., Hekler, Achim, Enk, Alexander H., Klode, Joachim, Hauschild, Axel, Berking, Carola, Schilling, Bastian, Haferkamp, Sebastian, Schadendorf, Dirk, Fröhling, Stefan, von Kalle, Christof, Sirokay, Judith, Albrecht, Magarete, Chorti, Eleftheria, Dith, Anna, Drusio, Christina, Giese, Nina, Griewank, Klaus, Hallasch, Sandra, Hanhart, Zdenka, Herz, Saskia, Hohaus, Katja, Jansen, Philipp, Jockenhöfer, Finja, Kanaki, Theodora, Leonhard, Katja, Matei, Liliana, Olischewski, Alexandra, Placke, Jan-Malte, Raub, Simon, Salva, Katrin, Sody, Elsa, Steingrube, Nadine, Ugurel, Selma, Sondermann, Wiebke, Zaremba, Anne, Gebhardt, Christoffer, Booken, Nina, Enk, Alexander, Gholam, Patrick, Hänßle, Holger, Salzmann, Martin, Schäfer, Sarah, Schäkel, Knut, Deffaa, Sophia, Drerup, Katharina, Erkens, Anna-Sophie, Ewald, Benjamin, Falkvoll, Sandra, Gerdes, Sascha, Hauschild, Axel, Kosova, Katja, Metzner, Malte, Morrison, Kirsten, Motamedi, Rogina, Pinczker, Anja, Rosenthal, Anne, Scheller, Natalie, Stölzl, Dora, Thielking, Federieke, Tomaschewski, Elena, Weichenthal, Michael, Bär, Claudia Maria, Karoglan, Ante, Faulhaber, Jörg, Guo, Ze, Koch, Philipp, Linke, Miriam, Müller, Verena, Utikal, Jochen Sven, Alamri, Ali Saeed M., Betke, Matthias, Haas, Carolin, Hartmann, Daniela, Heppt, Markus V., Kilian, Katharina, Krammer, Sebastian, Lapczynski, Natalie Lidia, Mastnik, Sebastian, Nasifoglu, Suzan, Ruini, Cristel, Sattler, Elke, Schlaak, Max, Wolff, Hans, Achatz, Birgit, Drexler, Konstantin, Haferkamp, Sebastian, Halupczok, Anna, Hegemann, Marie, Dinauer, Verena, Maagk, Maria, Mickler, Marion, Philipp, Biance, Wilm, Anna, Wittmann, Constanze, Gesierich, Anja, Glutsch, Valerie, Kahlert, Katrin, Kerstan, Andreas, Schilling, Bastian

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