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Federated Learning for Decentralized Artificial Intelligence in Melanoma Diagnostics.
Published in:
JAMA Dermatology, 2024, v. 160, n. 3, p. 303, doi. 10.1001/jamadermatol.2023.5550
By:
- 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
Publication type:
Article
Overdiagnosis of melanoma – causes, consequences and solutions.
Published in:
Journal der Deutschen Dermatologischen Gesellschaft, 2020, v. 18, n. 11, p. 1236, doi. 10.1111/ddg.14233
By:
- Kutzner, Heinz;
- Jutzi, Tanja B.;
- Krahl, Dieter;
- Krieghoff‐Henning, Eva I.;
- Heppt, Markus V.;
- Hekler, Achim;
- Schmitt, Max;
- Maron, Roman C. R.;
- Fröhling, Stefan;
- Kalle, Christof;
- Brinker, Titus J.
Publication type:
Article
Überdiagnose von Melanomen – Ursachen, Konsequenzen und Lösungsansätze.
Published in:
Journal der Deutschen Dermatologischen Gesellschaft, 2020, v. 18, n. 11, p. 1236, doi. 10.1111/ddg.14233_g
By:
- Kutzner, Heinz;
- Jutzi, Tanja B.;
- Krahl, Dieter;
- Krieghoff‐Henning, Eva I.;
- Heppt, Markus V.;
- Hekler, Achim;
- Schmitt, Max;
- Maron, Roman C. R.;
- Fröhling, Stefan;
- Kalle, Christof;
- Brinker, Titus J.
Publication type:
Article
Uncertainty Estimation in Medical Image Classification: Systematic Review.
Published in:
JMIR Medical Informatics, 2022, v. 10, n. 8, p. 1, doi. 10.2196/36427
By:
- Kurz, Alexander;
- Hauser, Katja;
- Mehrtens, Hendrik Alexander;
- Krieghoff-Henning, Eva;
- Hekler, Achim;
- Kather, Jakob Nikolas;
- Fröhling, Stefan;
- von Kalle, Christof;
- Brinker, Titus Josef
Publication type:
Article
Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review.
Published in:
2021
By:
- Höhn, 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
Publication type:
journal article
Reducing the Impact of Confounding Factors on Skin Cancer Classification via Image Segmentation: Technical Model Study.
Published in:
2021
By:
- Maron, Roman C;
- Hekler, Achim;
- Krieghoff-Henning, Eva;
- Schmitt, Max;
- Schlager, Justin G;
- Utikal, Jochen S;
- Brinker, Titus J
Publication type:
journal article
Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study.
Published in:
2021
By:
- Schmitt, Max;
- Maron, Roman Christoph;
- Hekler, Achim;
- Stenzinger, Albrecht;
- Hauschild, Axel;
- Weichenthal, Michael;
- Tiemann, Markus;
- Krahl, Dieter;
- Kutzner, Heinz;
- Utikal, Jochen Sven;
- Haferkamp, Sebastian;
- Kather, Jakob Nikolas;
- Klauschen, Frederick;
- Krieghoff-Henning, Eva;
- Fröhling, Stefan;
- Kalle, Christof von;
- Brinker, Titus Josef;
- von Kalle, Christof
Publication type:
journal article
Artificial Intelligence and Its Effect on Dermatologists' Accuracy in Dermoscopic Melanoma Image Classification: Web-Based Survey Study.
Published in:
2020
By:
- 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;
- Fröhling, Stefan;
- Brinker, Titus J
Publication type:
journal article
Teledermatology: Comparison of Store-and-Forward Versus Live Interactive Video Conferencing.
Published in:
2018
By:
- Brinker, Titus Josef;
- Hekler, Achim;
- von Kalle, Christof;
- Schadendorf, Dirk;
- Esser, Stefan;
- Berking, Carola;
- Zacher, Martina T.;
- Sondermann, Wiebke;
- Grabe, Niels;
- Steeb, Theresa;
- Utikal, Jochen Sven;
- French, Lars E.;
- Enk, Alexander H.
Publication type:
journal article
Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review.
Published in:
2018
By:
- Brinker, Titus Josef;
- Hekler, Achim;
- Utikal, Jochen Sven;
- Grabe, Niels;
- Schadendorf, Dirk;
- Klode, Joachim;
- Berking, Carola;
- Steeb, Theresa;
- Enk, Alexander H.;
- von Kalle, Christof
Publication type:
journal article
Deep learning approach to predict lymph node metastasis directly from primary tumour histology in prostate cancer.
Published in:
BJU International, 2021, v. 128, n. 3, p. 352, doi. 10.1111/bju.15386
By:
- Wessels, Frederik;
- Schmitt, Max;
- Krieghoff‐Henning, Eva;
- Jutzi, Tanja;
- Worst, Thomas S.;
- Waldbillig, Frank;
- Neuberger, Manuel;
- Maron, Roman C.;
- Steeg, Matthias;
- Gaiser, Timo;
- Hekler, Achim;
- Utikal, Jochen S.;
- von Kalle, Christof;
- Fröhling, Stefan;
- Michel, Maurice S.;
- Nuhn, Philipp;
- Brinker, Titus J.
Publication type:
Article
Enhanced classifier training to improve precision of a convolutional neural network to identify images of skin lesions.
Published in:
PLoS ONE, 2019, v. 14, n. 6, p. 1, doi. 10.1371/journal.pone.0218713
By:
- Brinker, Titus J.;
- Hekler, Achim;
- Enk, Alexander H.;
- von Kalle, Christof
Publication type:
Article

Found: 12