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Anzahl der Publikationen: 9
Zeitschriftenartikel
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
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
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
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
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
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
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
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