Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task
Brinker, Titus J.; Hekler, Achim; Enk, Alexander H.; Klode, Joachim; Hauschild, Axel; Berking, Carola; Schilling, Bastian; Haferkamp, Sebastian; Schadendorf, Dirk; Holland-Letz, Tim; Utikal, Jochen S.; von Kalle, Christof; Ludwig-Peitsch, Wiebke; Sirokay, Judith; Heinzerling, Lucie; Albrecht, Magarete; Baratella, Katharina; Bischof, Lena; Chorti, Eleftheria; Dith, Anna; Drusio, Christina; Giese, Nina; Gratsias, Emmanouil; Griewank, Klaus; Hallasch, Sandra; Hanhart, Zdenka; Herz, Saskia; Hohaus, Katja; Jansen, Philipp; Jockenhöfer, Finja; Kanaki, Theodora; Knispel, Sarah; Leonhard, Katja; Martaki, Anna; Matei, Liliana; Matull, Johanna; Olischewski, Alexandra; Petri, Maximilian; Placke, Jan-Malte; Raub, Simon; Salva, Katrin; Schlott, Swantje; Sody, Elsa; Steingrube, Nadine; Stoffels, Ingo; Ugurel, Selma; Zaremba, Anne; Gebhardt, Christoffer; Booken, Nina; Christolouka, Maria; Buder-Bakhaya, Kristina; Bokor-Billmann, Therezia; Enk, Alexander; Gholam, Patrick; Hänßle, Holger; Salzmann, Martin; Schäfer, Sarah; Schäkel, Knut; Schank, Timo; Bohne, Ann-Sophie; Deffaa, Sophia; Drerup, Katharina; Egberts, Friederike; Erkens, Anna-Sophie; Ewald, Benjamin; Falkvoll, Sandra; Gerdes, Sascha; Harde, Viola; Hauschild, Axel; Jost, Marion; Kosova, Katja; Messinger, Laetitia; Metzner, Malte; Morrison, Kirsten; Motamedi, Rogina; Pinczker, Anja; Rosenthal, Anne; Scheller, Natalie; Schwarz, Thomas; Stölzl, Dora; Thielking, Federieke; Tomaschewski, Elena; Wehkamp, Ulrike; Weichenthal, Michael; Wiedow, Oliver; Bär, Claudia Maria; Bender-Säbelkampf, Sophia; Horbrügger, Marc; Karoglan, Ante; Kraas, Luise; Faulhaber, Jörg; Geraud, Cyrill; Guo, Ze; 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; Heppt, Markus V.; Kilian, Katharina; Krammer, Sebastian; Lapczynski, Natalie Lidia; Mastnik, Sebastian; Nasifoglu, Suzan; Ruini, Cristel; Sa
- 期刊名称European Journal of Cancer
- 作者Brinker, Titus J.; Hekler, Achim; Enk, Alexander H.; Klode, Joachim; Hauschild, Axel; Berking, Carola; Schilling, Bastian; Haferkamp, Sebastian; Schadendorf, Dirk; Holland-Letz, Tim; Utikal, Jochen S.; von Kalle, Christof; Ludwig-Peitsch, Wiebke; Sirokay, Judith; Heinzerling, Lucie; Albrecht, Magarete; Baratella, Katharina; Bischof, Lena; Chorti, Eleftheria; Dith, Anna; Drusio, Christina; Giese, Nina; Gratsias, Emmanouil; Griewank, Klaus; Hallasch, Sandra; Hanhart, Zdenka; Herz, Saskia; Hohaus, Katja; Jansen, Philipp; Jockenhöfer, Finja; Kanaki, Theodora; Knispel, Sarah; Leonhard, Katja; Martaki, Anna; Matei, Liliana; Matull, Johanna; Olischewski, Alexandra; Petri, Maximilian; Placke, Jan-Malte; Raub, Simon; Salva, Katrin; Schlott, Swantje; Sody, Elsa; Steingrube, Nadine; Stoffels, Ingo; Ugurel, Selma; Zaremba, Anne; Gebhardt, Christoffer; Booken, Nina; Christolouka, Maria; Buder-Bakhaya, Kristina; Bokor-Billmann, Therezia; Enk, Alexander; Gholam, Patrick; Hänßle, Holger; Salzmann, Martin; Schäfer, Sarah; Schäkel, Knut; Schank, Timo; Bohne, Ann-Sophie; Deffaa, Sophia; Drerup, Katharina; Egberts, Friederike; Erkens, Anna-Sophie; Ewald, Benjamin; Falkvoll, Sandra; Gerdes, Sascha; Harde, Viola; Hauschild, Axel; Jost, Marion; Kosova, Katja; Messinger, Laetitia; Metzner, Malte; Morrison, Kirsten; Motamedi, Rogina; Pinczker, Anja; Rosenthal, Anne; Scheller, Natalie; Schwarz, Thomas; Stölzl, Dora; Thielking, Federieke; Tomaschewski, Elena; Wehkamp, Ulrike; Weichenthal, Michael; Wiedow, Oliver; Bär, Claudia Maria; Bender-Säbelkampf, Sophia; Horbrügger, Marc; Karoglan, Ante; Kraas, Luise; Faulhaber, Jörg; Geraud, Cyrill; Guo, Ze; 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; Heppt, Markus V.; Kilian, Katharina; Krammer, Sebastian; Lapczynski, Natalie Lidia; Mastnik, Sebastian; Nasifoglu, Suzan; Ruini, Cristel; Sa
- 卷第113卷
- 印刷ISSN0959-8049
- 文件大小1031.70KB
- 发表时间2019-05
- DOI10.1016/j.ejca.2019.04.001
- 页码47-54