%0 Journal Article %J European Journal of Cancer %D 2019 %T Comparing artificial intelligence algorithms to 157 German dermatologists: the melanoma classification benchmark %A Brinker, Titus J. %A Hekler, Achim %A Hauschild, Axel %A Berking, Carola %A Schilling, Bastian %A Alexander Enk %A Haferkamp, Sebastian %A Karoglan, Ante %A von Kalle, Christof %A Weichenthal, Michael %A Sattler, Elke %A Schadendorf, Dirk %A Gaiser, Maria R. %A Klode, Joachim %A Jochen Sven Utikal %B European Journal of Cancer %V 111 %P 30 - 37 %8 Jan-04-2019 %G eng %R 10.1016/j.ejca.2018.12.016 %0 Journal Article %J European Journal of Cancer %D 2019 %T A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task %A Brinker, Titus J. %A Hekler, Achim %A Alexander Enk %A Klode, Joachim %A Hauschild, Axel %A Berking, Carola %A Schilling, Bastian %A Haferkamp, Sebastian %A Schadendorf, Dirk %A Fröhling, Stefan %A Jochen Sven Utikal %A von Kalle, Christof %A Ludwig-Peitsch, Wiebke %A Sirokay, Judith %A Heinzerling, Lucie %A Albrecht, Magarete %A Baratella, Katharina %A Bischof, Lena %A Chorti, Eleftheria %A Dith, Anna %A Drusio, Christina %A Giese, Nina %A Gratsias, Emmanouil %A Griewank, Klaus %A Hallasch, Sandra %A Hanhart, Zdenka %A Herz, Saskia %A Hohaus, Katja %A Jansen, Philipp %A Jockenhöfer, Finja %A Kanaki, Theodora %A Knispel, Sarah %A Leonhard, Katja %A Martaki, Anna %A Matei, Liliana %A Matull, Johanna %A Olischewski, Alexandra %A Petri, Maximilian %A Placke, Jan-Malte %A Raub, Simon %A Salva, Katrin %A Schlott, Swantje %A Sody, Elsa %A Steingrube, Nadine %A Stoffels, Ingo %A Ugurel, Selma %A Sondermann, Wiebke %A Zaremba, Anne %A Gebhardt, Christoffer %A Booken, Nina %A Christolouka, Maria %A Buder-Bakhaya, Kristina %A Bokor-Billmann, Therezia %A Alexander Enk %A Gholam, Patrick %A Hänßle, Holger %A Salzmann, Martin %A Schäfer, Sarah %A Schäkel, Knut %A Schank, Timo %A Bohne, Ann-Sophie %A Deffaa, Sophia %A Drerup, Katharina %A Egberts, Friederike %A Erkens, Anna-Sophie %A Ewald, Benjamin %A Falkvoll, Sandra %A Gerdes, Sascha %A Harde, Viola %A Hauschild, Axel %A Jost, Marion %A Kosova, Katja %A Messinger, Laetitia %A Metzner, Malte %A Morrison, Kirsten %A Motamedi, Rogina %A Pinczker, Anja %A Rosenthal, Anne %A Scheller, Natalie %A Schwarz, Thomas %A Stölzl, Dora %A Thielking, Federieke %A Tomaschewski, Elena %A Wehkamp, Ulrike %A Weichenthal, Michael %A Wiedow, Oliver %A Bär, Claudia Maria %A Bender-Säbelkampf, Sophia %A Horbrügger, Marc %A Karoglan, Ante %A Kraas, Luise %A Faulhaber, Jörg %A Geraud, Cyrill %A Guo, Ze %A Koch, Philipp %A Linke, Miriam %A Maurier, Nolwenn %A Müller, Verena %A Thomas, Benjamin %A Jochen Sven Utikal %A Alamri, Ali Saeed M. %A Baczako, Andrea %A Berking, Carola %A Betke, Matthias %A Haas, Carolin %A Hartmann, Daniela %A Heppt, Markus V. %A Kilian, Katharina %A Krammer, Sebastian %A Lapczynski, Natalie Lidia %A Mastnik, Sebastian %A Nasifoglu, Suzan %A Ruini, Cristel %A Sattler, Elke %A Schlaak, Max %A Wolff, Hans %A Achatz, Birgit %A Bergbreiter, Astrid %A Drexler, Konstantin %A Ettinger, Monika %A Haferkamp, Sebastian %A Halupczok, Anna %A Hegemann, Marie %A Dinauer, Verena %A Maagk, Maria %A Mickler, Marion %A Philipp, Biance %A Wilm, Anna %A Wittmann, Constanze %A Gesierich, Anja %A Glutsch, Valerie %A Kahlert, Katrin %A Kerstan, Andreas %A Schilling, Bastian %A Schrüfer, Philipp %B European Journal of Cancer %V 111 %P 148 - 154 %8 Jan-04-2019 %G eng %R 10.1016/j.ejca.2019.02.005 %0 Journal Article %J European Journal of Cancer %D 2019 %T Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task %A Brinker, Titus J. %A Hekler, Achim %A Alexander Enk %A Klode, Joachim %A Hauschild, Axel %A Berking, Carola %A Schilling, Bastian %A Haferkamp, Sebastian %A Schadendorf, Dirk %A Holland-Letz, Tim %A Jochen Sven Utikal %A von Kalle, Christof %A Ludwig-Peitsch, Wiebke %A Sirokay, Judith %A Heinzerling, Lucie %A Albrecht, Magarete %A Baratella, Katharina %A Bischof, Lena %A Chorti, Eleftheria %A Dith, Anna %A Drusio, Christina %A Giese, Nina %A Gratsias, Emmanouil %A Griewank, Klaus %A Hallasch, Sandra %A Hanhart, Zdenka %A Herz, Saskia %A Hohaus, Katja %A Jansen, Philipp %A Jockenhöfer, Finja %A Kanaki, Theodora %A Knispel, Sarah %A Leonhard, Katja %A Martaki, Anna %A Matei, Liliana %A Matull, Johanna %A Olischewski, Alexandra %A Petri, Maximilian %A Placke, Jan-Malte %A Raub, Simon %A Salva, Katrin %A Schlott, Swantje %A Sody, Elsa %A Steingrube, Nadine %A Stoffels, Ingo %A Ugurel, Selma %A Zaremba, Anne %A Gebhardt, Christoffer %A Booken, Nina %A Christolouka, Maria %A Buder-Bakhaya, Kristina %A Bokor-Billmann, Therezia %A Alexander Enk %A Gholam, Patrick %A Hänßle, Holger %A Salzmann, Martin %A Schäfer, Sarah %A Schäkel, Knut %A Schank, Timo %A Bohne, Ann-Sophie %A Deffaa, Sophia %A Drerup, Katharina %A Egberts, Friederike %A Erkens, Anna-Sophie %A Ewald, Benjamin %A Falkvoll, Sandra %A Gerdes, Sascha %A Harde, Viola %A Hauschild, Axel %A Jost, Marion %A Kosova, Katja %A Messinger, Laetitia %A Metzner, Malte %A Morrison, Kirsten %A Motamedi, Rogina %A Pinczker, Anja %A Rosenthal, Anne %A Scheller, Natalie %A Schwarz, Thomas %A Stölzl, Dora %A Thielking, Federieke %A Tomaschewski, Elena %A Wehkamp, Ulrike %A Weichenthal, Michael %A Wiedow, Oliver %A Bär, Claudia Maria %A Bender-Säbelkampf, Sophia %A Horbrügger, Marc %A Karoglan, Ante %A Kraas, Luise %A Faulhaber, Jörg %A Geraud, Cyrill %A Guo, Ze %A Koch, Philipp %A Linke, Miriam %A Maurier, Nolwenn %A Müller, Verena %A Thomas, Benjamin %A Jochen Sven Utikal %A Alamri, Ali Saeed M. %A Baczako, Andrea %A Berking, Carola %A Betke, Matthias %A Haas, Carolin %A Hartmann, Daniela %A Heppt, Markus V. %A Kilian, Katharina %A Krammer, Sebastian %A Lapczynski, Natalie Lidia %A Mastnik, Sebastian %A Nasifoglu, Suzan %A Ruini, Cristel %A Sattler, Elke %A Schlaak, Max %A Wolff, Hans %A Achatz, Birgit %A Bergbreiter, Astrid %A Drexler, Konstantin %A Ettinger, Monika %A Haferkamp, Sebastian %A Halupczok, Anna %A Hegemann, Marie %A Dinauer, Verena %A Maagk, Maria %A Mickler, Marion %A Philipp, Biance %A Wilm, Anna %A Wittmann, Constanze %A Gesierich, Anja %A Glutsch, Valerie %A Kahlert, Katrin %A Kerstan, Andreas %A Schilling, Bastian %A Schrüfer, Philipp %B European Journal of Cancer %V 113 %P 47 - 54 %8 Jan-05-2019 %G eng %R 10.1016/j.ejca.2019.04.001