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Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification
Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification
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Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification

Höhn, Julia ; Krieghoff-Henning, Eva ; 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 ; Brinker, Titus J.

European journal of cancer (1990), 2021-05, Vol.149, p.94-101 [Periódico revisado por pares]

England: Elsevier Ltd

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2
A benchmark for neural network robustness in skin cancer classification
A benchmark for neural network robustness in skin cancer classification
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A benchmark for neural network robustness in skin cancer classification

Maron, Roman C. ; Schlager, Justin G. ; Haggenmüller, Sarah ; von Kalle, Christof ; 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. ; Brinker, Titus J.

European journal of cancer (1990), 2021-09, Vol.155, p.191-199 [Periódico revisado por pares]

England: Elsevier Ltd

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3
Federated Learning for Decentralized Artificial Intelligence in Melanoma Diagnostics
Federated Learning for Decentralized Artificial Intelligence in Melanoma Diagnostics
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Federated Learning for Decentralized Artificial Intelligence in Melanoma Diagnostics

Haggenmüller, Sarah ; Schmitt, Max ; Krieghoff-Henning, Eva ; Hekler, Achim ; Maron, Roman C ; Wies, Christoph ; 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 ; Korsing, Sören ; Berking, Carola ; Heppt, Markus V ; Erdmann, Michael ; Haferkamp, Sebastian ; Drexler, Konstantin ; Schadendorf, Dirk ; Sondermann, Wiebke ; Goebeler, Matthias ; Schilling, Bastian ; Kather, Jakob N ; Fröhling, Stefan ; Brinker, Titus J

Archives of dermatology (1960), 2024-03, Vol.160 (3), p.303-311 [Periódico revisado por pares]

United States: American Medical Association

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4
Using multiple real-world dermoscopic photographs of one lesion improves melanoma classification via deep learning
Using multiple real-world dermoscopic photographs of one lesion improves melanoma classification via deep learning
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Using multiple real-world dermoscopic photographs of one lesion improves melanoma classification via deep learning

Hekler, Achim ; Maron, Roman C. ; Haggenmüller, Sarah ; Schmitt, Max ; Wies, Christoph ; 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 ; Korsing, Sören ; Berking, Carola ; Heppt, Markus V. ; Erdmann, Michael ; Haferkamp, Sebastian ; Drexler, Konstantin ; Schadendorf, Dirk ; Sondermann, Wiebke ; Goebeler, Matthias ; Schilling, Bastian ; Kather, Jakob N. ; Krieghoff-Henning, Eva ; Brinker, Titus J.

Journal of the American Academy of Dermatology, 2024-05, Vol.90 (5), p.1028-1031 [Periódico revisado por pares]

United States: Elsevier Inc

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5
Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts
Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts
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Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts

Haggenmüller, 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 ; 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 ; Brinker, Titus J.

European journal of cancer (1990), 2021-10, Vol.156, p.202-216 [Periódico revisado por pares]

Oxford: Elsevier Ltd

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6
Effects of Label Noise on Deep Learning-Based Skin Cancer Classification
Effects of Label Noise on Deep Learning-Based Skin Cancer Classification
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Effects of Label Noise on Deep Learning-Based Skin Cancer Classification

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 ; Fröhling, Stefan ; Lipka, Daniel B ; Brinker, Titus J

Frontiers in medicine, 2020-05, Vol.7, p.177-177 [Periódico revisado por pares]

Switzerland: Frontiers Research Foundation

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7
Model soups improve performance of dermoscopic skin cancer classifiers
Model soups improve performance of dermoscopic skin cancer classifiers
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Model soups improve performance of dermoscopic skin cancer classifiers

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.

European journal of cancer (1990), 2022-09, Vol.173, p.307-316 [Periódico revisado por pares]

England: Elsevier Ltd

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8
Patients’ and dermatologists’ preferences in artificial intelligence–driven skin cancer diagnostics: A prospective multicentric survey study
Patients’ and dermatologists’ preferences in artificial intelligence–driven skin cancer diagnostics: A prospective multicentric survey study
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Patients’ and dermatologists’ preferences in artificial intelligence–driven skin cancer diagnostics: A prospective multicentric survey study

Haggenmüller, Sarah ; Maron, Roman C. ; Hekler, Achim ; Krieghoff-Henning, Eva ; Utikal, Jochen S. ; Gaiser, Maria ; Müller, Verena ; Fabian, Sascha ; Meier, Friedegund ; Hobelsberger, Sarah ; Gellrich, Frank F. ; Sergon, Mildred ; Hauschild, Axel ; Weichenthal, Michael ; 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 ; Drexler, Konstantin ; Schadendorf, Dirk ; Sondermann, Wiebke ; Goebeler, Matthias ; Schilling, Bastian ; Kather, Jakob N. ; Fröhling, Stefan ; Kaminski, Katharina ; Doppler, Astrid ; Bucher, Tabea ; Brinker, Titus J. ; Garcia, Carina Nogueira ; Thamm, Janis ; Schuh, Sandra ; Welzel, Julia ; Maul-Duwendag, Lara Valeska ; Georg, Paul ; Feldmeyer, Laurence ; Bechara, Falk ; Steininger, Julian ; Lehr, Sophia ; Rauschenberg, Ricarda ; Eberle, Anna-Lisa ; Hartmann, Sören Manfred ; Hasler, Helena ; Bender-Säbelkampf, Sophia ; Bauerschmitz, Jürgen P. ; Kaufmann, Matthias ; Erfurt-Berge, Cornelia ; Peitsch, Wiebke Katharina ; Wehkamp, Ulrike ; Jost, Marion ; Franklin, Cindy ; Holzgruber, Julia ; Haist, Maximilian ; Giulini, Mario ; Wohlfeil, Sebastian ; Faihs, Valentina ; Sattler, Elke ; Stürmer, Suzan ; Krammer, Sebastian ; Kendziora, Benjamin ; Akcetin, Semra Larissa ; Mitwalli, Mohammed ; Avci, Pinar ; Fiocco, Zeno ; Hartmann, Daniela ; Fernandes Lobo Pereira, Manuel Pedro ; Thiem, Alexander ; Aebischer, Valentin ; Forchhammer, Stephan ; Wolff, Isabel

Journal of the American Academy of Dermatology, 2024-08, Vol.91 (2), p.366-370 [Periódico revisado por pares]

United States: Elsevier Inc

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9
Using Multiple Dermoscopic Photographs of One Lesion Improves Melanoma Classification via Deep Learning: A Prognostic Diagnostic Accuracy Study
Using Multiple Dermoscopic Photographs of One Lesion Improves Melanoma Classification via Deep Learning: A Prognostic Diagnostic Accuracy Study
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Using Multiple Dermoscopic Photographs of One Lesion Improves Melanoma Classification via Deep Learning: A Prognostic Diagnostic Accuracy Study

Hekler, Achim ; Maron, Roman C ; Haggenmüller, Sarah ; Schmitt, Max ; Wies, Christoph ; 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 ; Korsing, Sören ; Berking, Carola ; Heppt, Markus V ; Erdmann, Michael ; Haferkamp, Sebastian ; Drexler, Konstantin ; Schadendorf, Dirk ; Sondermann, Wiebke ; Goebeler, Matthias ; Schilling, Bastian ; Kather, Jakob N ; Krieghoff-Henning, Eva ; Brinker, Titus J

arXiv.org, 2023-06

Ithaca: Cornell University Library, arXiv.org

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10
Supplementary Material - Patients’ and dermatologists’ preferences in AI-driven skin cancer diagnostics: prospective multicentric survey study
Supplementary Material - Patients’ and dermatologists’ preferences in AI-driven skin cancer diagnostics: prospective multicentric survey study
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Supplementary Material - Patients’ and dermatologists’ preferences in AI-driven skin cancer diagnostics: prospective multicentric survey study

Haggenmüller, Sarah

Mendeley Data 2024

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