Maron, Roman C. ; Hekler, Achim ; Haggenmüller, Sarah ; von Kalle, Christof ; Utikal, Jochen S. ; Müller, 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, 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 ; Brinker, Titus J.
; 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 ; Brinker, Titus J. Model soups improve performance of dermoscopic skin cancer classifiers
Article
Maron, Roman C., Hekler, Achim, Haggenmüller, Sarah, von Kalle, Christof, Utikal, Jochen S., Müller, 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, 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.
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| Item type | Article | ||||
| Journal or Publication Title | European Journal of Cancer | ||||
| Publisher | Elsevier | ||||
| Place of Publication | OXFORD | ||||
| Volume | 173 | ||||
| Page Range | pp. 307-316 | ||||
| Date | 2022 | ||||
| Date of publication | 29 Feb 2024 13:02 | ||||
| Institutions | Medicine > Lehrstuhl für Dermatologie und Venerologie | ||||
| Identification Number |
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| Keywords | IMAGE CLASSIFICATION; ARTIFICIAL-INTELLIGENCE; DERMATOLOGISTS; RECOGNITION; ROBUSTNESS; Dermatology; Melanoma; Nevus; Artificial intelligence; Deep learning; Ensembles; Model soups; Robustness; Generalisation; Calibration | ||||
| Dewey Decimal Classification | 600 Technology > 610 Medical sciences Medicine | ||||
| Status | Published | ||||
| Refereed | Yes, this version has been refereed | ||||
| Created at the University of Regensburg | Yes | ||||
| Item ID | 57740 |
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