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Eine Ebene höherGruppiert nach: Dokumententyp |
Veröffentlichungsdatum
Anzahl der Publikationen: 19
2022
Maron, Roman C.; Hekler, Achim; Haggenmueller, Sarah; Kalle, Christof von; Utikal, Jochen S.; Mueller, Verena; Gaiser, Maria; 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; Korsing, Soren; Berking, Carola; Heppt, Markus V.; Erdmann, Michael; Haferkamp, Sebastian; Schadendorf, Dirk; Sondermann, Wiebke; Goebeler, Matthias; Schilling, Bastian; Kather, Jakob N.; Froehling, Stefan; Lipka, Daniel B.; Krieghoff-Henning, Eva und Brinker, Titus J.
(2022):
Model soups improve performance of dermoscopic skin cancer classifiers.
In: European Journal of Cancer, Bd. 173: S. 307-316
Hauser, Katja; Kurz, Alexander; Haggenmueller, Sarah; Maron, Roman C.; Kalle, Christof von; 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.; Froehling, Stefan; Lipka, Daniel B.; Hekler, Achim; Krieghoff-Henning, Eva und Brinker, Titus J.
(2022):
Explainable artificial intelligence in skin cancer recognition: A systematic review.
In: European Journal of Cancer, Bd. 167: S. 54-69
2021
Maron, Roman C.; Schlager, Justin G.; Haggenmüller, Sarah; Kalle, Christof von; Utikal, Jochen S.; Meier, Friedegund; Gellrich, Frank F.; 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. und Brinker, Titus J.
(2021):
Original Research A benchmark for neural network robustness in skin cancer classification.
In: European Journal of Cancer, Bd. 155: S. 191-199
Maron, Roman C.; Hekler, Achim; Krieghoff-Henning, Eva; Schmitt, Max; Schlager, Justin G.; Utikal, Jochen S. und Brinker, Titus J.
(2021):
Reducing the Impact of Confounding Factors on Skin Cancer Classification via Image Segmentation: Technical Model Study.
In: Journal of Medical Internet Research, Bd. 23, Nr. 3, e21695
Hoehn, Julia; Krieghoff-Henning, Eva; Jutzi, Tanja B.; Kalle, Christof von; 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; Froehling, Stefan; Lipka, Daniel B.; Kather, Jakob N.; Krahl, Dieter; Ferrara, Gerardo; Haggenmueller, Sarah und Brinker, Titus J.
(2021):
Original Research Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification.
In: European Journal of Cancer, Bd. 149: S. 94-101
Hoehn, Julia; Hekler, Achim; Krieghoff-Henning, Eva; Kather, Jakob Nikolas; Utikal, Jochen Sven; Meier, Friedegund; Gellrich, Frank Friedrich; Hauschild, Axel; French, Lars; Schlager, Justin Gabriel; Ghoreschi, Kamran; Wilhelm, Tabea; Kutzner, Heinz; Heppt, Markus; Haferkamp, Sebastian; Sondermann, Wiebke; Schadendorf, Dirk; Schilling, Bastian; Maron, Roman C.; Schmitt, Max; Jutzi, Tanja; Froehling, Stefan; Lipka, Daniel B. und Brinker, Titus Josef
(2021):
Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review.
In: Journal of Medical Internet Research, Bd. 23, Nr. 7, e20708
Haggenmueller, Sarah; Maron, Roman C.; Hekler, Achim; Utikal, Jochen S.; Barata, Catarina; 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; V. Heppt, Markus; Hilke, Franz J.; Hobelsberger, Sarah; Krahl, Dieter; Kutzner, Heinz; Lallas, Aimilios; Liopyris, Konstantinos; Llamas-Velasco, Mar; Malvehy, Josep; Meier, Friedegund; Mueller, Cornelia S. L.; Navarini, Alexander A.; Navarrete-Dechent, Cristian; 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.; Kalle, Christof von; Lipka, Daniel B.; Froehling, Stefan; Hauschild, Axel; Kittler, Harald und Brinker, Titus J.
(2021):
Original Research Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.
In: European Journal of Cancer, Bd. 156: S. 202-216
2020
Hekler, Achim; Kather, Jakob N.; 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; Froehling, Stefan; Lipka, Daniel B. und Brinker, Titus J.
(Mai 2020):
Effects of Label Noise on Deep Learning-Based Skin Cancer Classification.
In: Frontiers in Medicine, Bd. 7, 177: S. 1-7
[PDF, 615kB]
Maron, Roman C.; Utikal, Jochen S.; 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; Kalle, Christof von; Frohling, Stefan und Brinker, Titus J.
(2020):
Artificial Intelligence and Its Effect on Dermatologists' Accuracy in Dermoscopic Melanoma Image Classification: Web-Based Survey Study.
In: Journal of Medical Internet Research, Bd. 22, Nr. 9, e18091
2019
Hekler, Achim; Utikal, Jochen Sven; Enk, Alexander H.; Berking, Carola; Klode, Joachim; Schadendorf, Dirk; Jansen, Philipp; Franklin, Cindy; Holland-Letz, Tim; Krahl, Dieter; Kalle, Christof von; Fröhling, Stefan und Brinker, Titus Josef
(2019):
Pathologist-level classification of histopathological melanoma images with deep neural networks.
In: European Journal of Cancer, Bd. 115: S. 79-83
Brinker, Titus J.; Hekler, Achim; Enk, Alexander H.; Klode, Joachim; Hauschild, Axel; Berking, Carola; Schilling, Bastian; Haferkamp, Sebastian; Schadendorf, Dirk; Froehling, Stefan; Utikal, Jochen S.; Kalle, Christof von; 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; Jockenhoefer, 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; Haenssle, Holger; Salzmann, Martin; Schäfer, Sarah; Schaekel, 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; Stoelzl, Dora; Thielking, Federieke; Tomaschewski, Elena; Wehkamp, Ulrike; Weichenthal, Michael; Wiedow, Oliver; Baer, Claudia Maria; Bender-Saebelkampf, Sophia; Horbruegger, 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 und Schruefer, Philipp
(2019):
A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task.
In: European Journal of Cancer, Bd. 111: S. 148-154
Brinker, Titus J.; Hekler, Achim; Hauschild, Axel; Berking, Carola; Schilling, Bastian; Enk, Alexander H.; Haferkamp, Sebastian; Karoglan, Ante; Kalle, Christof von; Weichenthal, Michael; Sattler, Elke; Schadendorf, Dirk; Gaiser, Maria R.; Klode, Joachim und Utikal, Jochen S.
(2019):
Comparing artificial intelligence algorithms to 157 German dermatologists: the melanoma classification benchmark.
In: European Journal of Cancer, Bd. 111: S. 30-37
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. und Kalle, Christof von
(2019):
Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task.
In: European Journal of Cancer, Bd. 113: S. 47-54
Hekler, Achim; Utikal, Jochen S.; Enk, Alexander H.; Solass, Wiebke; Schmitt, Max; Klode, Joachim; Schadendorf, Dirk; Sondermann, Wiebke; Franklin, Cindy; Bestvater, Felix; Flaig, Michael J.; Krahl, Dieter; Kalle, Christof von; Fröhling, Stefan und Brinker, Titus J.
(2019):
Deep learning outperformed 11 pathologists in the classification of histopathological melanoma images.
In: European Journal of Cancer, Bd. 118: S. 91-96
Maron, Roman C.; 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; Kalle, Christof von; Fröhling, Stefan; Gaiser, Maria R.; Hartmann, Daniela; Gesierich, Anja; Kaehler, Katharina C.; Wehkamp, Ulrike; Karoglan, Ante; Baer, 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; Schaekel, Knut; Winkler, Julia; Woelbing, 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; Baer, 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; Schruefer, Philipp; Schummer, Patrick; Stolze, Ina; Weber, Judith; Drexler, Konstantin; Haferkamp, Sebastian; Mickler, Marion; Stauner, Camila Toledo und Thiem, Alexander
(2019):
Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks.
In: European Journal of Cancer, Bd. 119: S. 57-65
Brinker, Titus J.; Hekler, Achim; Enk, Alexander H.; Berking, Carola; Haferkamp, Sebastian; Hauschild, Axel; Weichenthal, Michael; Klode, Joachim; Schadendorf, Dirk; Holland-Letz, Tim; Kalle, Christof von; Fröhling, Stefan; Schilling, Bastian und Utikal, Jochen S.
(2019):
Deep neural networks are superior to dermatologists in melanoma image classification.
In: European Journal of Cancer, Bd. 119: S. 11-17
Hekler, Achim; Utikal, Jochen S.; 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; Kalle, Christof von; Fröhling, Stefan und Brinker, Titus J.
(2019):
Superior skin cancer classification by the combination of human and artificial intelligence.
In: European Journal of Cancer, Bd. 120: S. 114-121
2018
Brinker, Titus Josef; Hekler, Achim; Utikal, Jochen Sven; Grabe, Niels; Schadendorf, Dirk; Klode, Joachim; Berking, Carola; Steeb, Theresa; Enk, Alexander H. und Kalle, Christof von
(2018):
Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review.
In: Journal of Medical Internet Research, Bd. 20, Nr. 10, e11936
[PDF, 343kB]
Brinker, Titus Josef; Hekler, Achim; Kalle, Christof von; Schadendorf, Dirk; Esser, Stefan; Berking, Carola; Zacher, Martina T.; Sondermann, Wiebke; Grabe, Niels; Steeb, Theresa; Utikal, Jochen Sven; French, Lars E. und Enk, Alexander H.
(2018):
Teledermatology: Comparison of Store-and-Forward Versus Live Interactive Video Conferencing.
In: Journal of Medical Internet Research, Bd. 20, Nr. 10, e11871
[PDF, 45kB]