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Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task

Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task

by 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
Published in European journal of cancer (1990) (01.05.2019)

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

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

by Hekler, Achim, Enk, Alexander H., Hauschild, Axel, Weichenthal, Michael, Maron, Roman C., Berking, Carola, Haferkamp, Sebastian, Klode, Joachim, Schadendorf, Dirk, Schilling, Bastian, Holland-Letz, Tim, Izar, Benjamin, von Kalle, Christof, Fröhling, Stefan, Brinker, Titus J., 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, 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, Kaeding, Merit, Kosova, Katharina, 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., 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, Gesierich, Anja, 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
Published in European journal of cancer (1990) (01.10.2019)

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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

A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task

by 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
Published in European journal of cancer (1990) (01.04.2019)

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

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

by Weichenthal, Michael, Utikal, Jochen S., Hekler, Achim, Berking, Carola, Hauschild, Axel, Enk, Alexander H., Haferkamp, Sebastian, Klode, Joachim, Schadendorf, Dirk, Jansen, Philipp, Holland-Letz, Tim, Schilling, Bastian, von Kalle, Christof, Fröhling, Stefan, Gaiser, Maria R., Hartmann, Daniela, Gesierich, Anja, Kähler, Katharina C., Wehkamp, Ulrike, Karoglan, Ante, Bär, Claudia, Brinker, Titus J., Peitsch, Wiebke K., Hoffmann, Friederike, Becker, Jürgen C., Drusio, Christina, Jansen, Philipp, Klode, Joachim, Lodde, Georg, Sammet, Stefanie, Schadendorf, Dirk, Sondermann, Wiebke, Ugurel, Selma, Enk, Alexander, Salzmann, Martin, Schäfer, Sarah, Schäkel, Knut, Winkler, Julia, Wölbing, Priscilla, Asper, Hiba, Brown, Victoria, Burba, Bianca, Deffaa, Sophia, Dietrich, Cecilia, Dietrich, Matthias, Egberts, Friederike, Harde, Viola, Jost, Marion, Kaeding, Merit, Kosova, Katharina, Lischner, Stephan, 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., 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, 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
Published in European journal of cancer (1990) (01.09.2019)

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