UR Home
![]() | Up a level |
, 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 and Brinker, Titus J.
(2022)
Explainable artificial intelligence in skin cancer recognition: A systematic review.
European Journal of Cancer 167, pp. 54-69.
Fulltext not available.
, 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, Korsing, Sören, 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., Krieghoff-Henning, Eva and Brinker, Titus J.
(2022)
Model soups improve performance of dermoscopic skin cancer classifiers.
European Journal of Cancer 173, pp. 307-316.
Fulltext not available.
, Hobelsberger, Sarah
, Hauschild, Axel, French, Lars, Heinzerling, Lucie, Schlaak, Max, Ghoreschi, Kamran
, Hilke, Franz J.
, Poch, Gabriela, Heppt, Markus V., Berking, Carola, Haferkamp, Sebastian
, Sondermann, Wiebke, Schadendorf, Dirk, Schilling, Bastian, Goebeler, Matthias, Krieghoff-Henning, Eva, Hekler, Achim, Fröhling, Stefan, Lipka, Daniel B., Kather, Jakob N.
and Brinker, Titus J.
(2021)
A benchmark for neural network robustness in skin cancer classification.
European Journal of Cancer 155, pp. 191-199.
Fulltext not available.
, Jutzi, Tanja B., von Kalle, Christof
, Utikal, Jochen S., Meier, Friedegund, Gellrich, Frank F.
, Hobelsberger, Sarah, Hauschild, Axel, Schlager, Justin G., French, Lars, Heinzerling, Lucie, Schlaak, Max, Ghoreschi, Kamran
, Hilke, Franz J.
, Poch, Gabriela, Kutzner, Heinz, Heppt, Markus V., Haferkamp, Sebastian
, Sondermann, Wiebke, Schadendorf, Dirk, Schilling, Bastian, Goebeler, Matthias, Hekler, Achim, Fröhling, Stefan, Lipka, Daniel B., Kather, Jakob N.
, Krahl, Dieter, Ferrara, Gerardo, Haggenmüller, Sarah and Brinker, Titus J.
(2021)
Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification.
European Journal of Cancer 149, pp. 94-101.
Fulltext not available.
, Kiehl, Lennard, Schmitt, Max, Jutzi, Tanja B., Krieghoff-Henning, Eva I., Krahl, Dieter, Kutzner, Heinz
, Gholam, Patrick, Haferkamp, Sebastian
, Klode, Joachim, Schadendorf, Dirk, Hekler, Achim, Fröhling, Stefan, Kather, Jakob N.
, Haggenmüller, Sarah, von Kalle, Christof, Heppt, Markus, Hilke, Franz
, Ghoreschi, Kamran
, Tiemann, Markus, Wehkamp, Ulrike, Hauschild, Axel, Weichenthal, Michael and Utikal, Jochen S.
(2021)
Deep learning approach to predict sentinel lymph node status directly from routine histology of primary melanoma tumours.
European Journal of Cancer 154, pp. 227-234.
Fulltext not available.
, Utikal, Jochen S., Meier, Friedegund, Gellrich, Frank F.
, Hauschild, Axel, French, Lars E.
, Schlaak, Max, Ghoreschi, Kamran
, Kutzner, Heinz, Heppt, Markus V., Haferkamp, Sebastian
, Sondermann, Wiebke, Schadendorf, Dirk
, Schilling, Bastian, Hekler, Achim, Krieghoff-Henning, Eva, Kather, Jakob N.
, Fröhling, Stefan, Lipka, Daniel B. and Brinker, Titus J.
(2021)
Robustness of convolutional neural networks in recognition of pigmented skin lesions.
European Journal of Cancer 145, pp. 81-91.
Fulltext not available.
, Barnhill, Raymond L., Beltraminelli, Helmut, Berking, Carola, Betz-Stablein, Brigid
, Blum, Andreas, Braun, Stephan A., Carr, Richard, Combalia, Marc, Fernandez-Figueras, Maria-Teresa, Ferrara, Gerardo, Fraitag, Sylvie, French, Lars E., Gellrich, Frank F., Ghoreschi, Kamran, Goebeler, Matthias, Guitera, Pascale, Haenssle, Holger A., Haferkamp, Sebastian
, Heinzerling, Lucie, Heppt, Markus V., Hilke, Franz J., Hobelsberger, Sarah, Krahl, Dieter, Kutzner, Heinz, Lallas, Aimilios, Liopyris, Konstantinos, Llamas-Velasco, Mar, Malvehy, Josep, Meier, Friedegund, Müller, Cornelia S.L., Navarini, Alexander A., Navarrete-Dechent, Cristián, Perasole, Antonio, Poch, Gabriela, Podlipnik, Sebastian, Requena, Luis, Rotemberg, Veronica M., Saggini, Andrea, Sangueza, Omar P., Santonja, Carlos, Schadendorf, Dirk, Schilling, Bastian, Schlaak, Max, Schlager, Justin G., Sergon, Mildred, Sondermann, Wiebke, Soyer, H. Peter, Starz, Hans, Stolz, Wilhelm, Vale, Esmeralda, Weyers, Wolfgang, Zink, Alexander
, Krieghoff-Henning, Eva, Kather, Jakob N., von Kalle, Christof, Lipka, Daniel B., Fröhling, Stefan, Hauschild, Axel, Kittler, Harald and Brinker, Titus J.
(2021)
Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.
European Journal of Cancer 156, pp. 202-216.
Fulltext not available.
, Hekler, Achim, Hauschild, Axel, Sattler, Elke, Sondermann, Wiebke, Haferkamp, Sebastian, Schilling, Bastian
, Heppt, Markus V., Jansen, Philipp, Reinholz, Markus, Franklin, Cindy, Schmitt, Laurenz, Hartmann, Daniela, Krieghoff-Henning, Eva, Schmitt, Max, Weichenthal, Michael, von Kalle, Christof, Fröhling, Stefan and Brinker, Titus J.
(2020)
Artificial Intelligence and Its Effect on Dermatologists’ Accuracy in Dermoscopic Melanoma Image Classification: Web-Based Survey Study.
Journal of Medical Internet Research 22 (9), e18091.
Fulltext not available.
, Krieghoff-Henning, Eva, Utikal, Jochen S., Meier, Friedegund, Gellrich, Frank F., Upmeier zu Belzen, Julius, French, Lars, Schlager, Justin G., Ghoreschi, Kamran, Wilhelm, Tabea, Kutzner, Heinz, Berking, Carola, Heppt, Markus V., Haferkamp, Sebastian, Sondermann, Wiebke, Schadendorf, Dirk, Schilling, Bastian, Izar, Benjamin, Maron, Roman, Schmitt, Max, Fröhling, Stefan, Lipka, Daniel B. and Brinker, Titus J.
(2020)
Effects of Label Noise on Deep Learning-Based Skin Cancer Classification.
Frontiers in Medicine 7.
Fulltext not available.
, Hekler, Achim, Enk, Alexander H., Klode, Joachim, Hauschild, Axel, Berking, Carola, Schilling, Bastian
, Haferkamp, Sebastian, Schadendorf, Dirk
, Fröhling, Stefan, 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, Sondermann, Wiebke, 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, Sattler, Elke, Schlaak, Max, Wolff, Hans, Achatz, Birgit, Bergbreiter, Astrid, Drexler, Konstantin, Ettinger, Monika, 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
and Schrüfer, Philipp
(2019)
A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task.
European Journal of Cancer 111, pp. 148-154.
Fulltext not available.
, Enk, Alexander H., Haferkamp, Sebastian, Karoglan, Ante, von Kalle, Christof, Weichenthal, Michael, Sattler, Elke, Schadendorf, Dirk, Gaiser, Maria R., Klode, Joachim and Utikal, Jochen S.
(2019)
Comparing artificial intelligence algorithms to 157 German dermatologists: the melanoma classification benchmark.
European Journal of Cancer 111, pp. 30-37.
Fulltext not available.
, 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, Sattler, Elke, Schlaak, Max, Wolff, Hans, Achatz, Birgit, Bergbreiter, Astrid, Drexler, Konstantin, Ettinger, Monika, 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 and Schrüfer, Philipp
(2019)
Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task.
European Journal of Cancer 113, pp. 47-54.
Fulltext not available.
, Holland-Letz, Tim, von Kalle, Christof, Fröhling, Stefan, Schilling, Bastian and Utikal, Jochen S.
(2019)
Deep neural networks are superior to dermatologists in melanoma image classification.
European Journal of Cancer 119, pp. 11-17.
Fulltext not available.
, 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, Schäfer, Sarah, 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, Jost, Marion, Kaeding, Merit, Kosova, Katharina, Lischner, Stephan, 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., Utikal, Jochen, 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 and Thiem, Alexander
(2019)
Superior skin cancer classification by the combination of human and artificial intelligence.
European Journal of Cancer 120, pp. 114-121.
Fulltext not available.
, 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., 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, Schäfer, Sarah, 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, Jost, Marion, Kaeding, Merit, Kosova, Katharina, Lischner, Stephan, 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., Utikal, Jochen, 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, 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 and Thiem, Alexander
(2019)
Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks.
European Journal of Cancer 119, pp. 57-65.
Fulltext not available.
Publication Server
Publishing: oa@ur.de
0941 943 -4239 or -69394
Dissertations: dissertationen@ur.de
0941 943 -3904
Research data: datahub@ur.de
0941 943 -5707