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A benchmark for neural network robustness in skin cancer classification.
Maron RC, Schlager JG, Haggenmüller S, von Kalle C, Utikal JS, Meier F, Gellrich FF, Hobelsberger S, Hauschild A, French L, Heinzerling L, Schlaak M, Ghoreschi K, Hilke FJ, Poch G, Heppt MV, Berking C, Haferkamp S, Sondermann W, Schadendorf D, Schilling B, Goebeler M, Krieghoff-Henning E, Hekler A, Fröhling S, Lipka DB, Kather JN, Brinker TJ. Maron RC, et al. Among authors: hekler a. Eur J Cancer. 2021 Sep;155:191-199. doi: 10.1016/j.ejca.2021.06.047. Epub 2021 Aug 11. Eur J Cancer. 2021. PMID: 34388516 Free article.
Artificial Intelligence and Its Effect on Dermatologists' Accuracy in Dermoscopic Melanoma Image Classification: Web-Based Survey Study.
Maron RC, Utikal JS, Hekler A, Hauschild A, Sattler E, Sondermann W, Haferkamp S, Schilling B, Heppt MV, Jansen P, Reinholz M, Franklin C, Schmitt L, Hartmann D, Krieghoff-Henning E, Schmitt M, Weichenthal M, von Kalle C, Fröhling S, Brinker TJ. Maron RC, et al. Among authors: hekler a. J Med Internet Res. 2020 Sep 11;22(9):e18091. doi: 10.2196/18091. J Med Internet Res. 2020. PMID: 32915161 Free PMC article.
Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study.
Schmitt M, Maron RC, Hekler A, Stenzinger A, Hauschild A, Weichenthal M, Tiemann M, Krahl D, Kutzner H, Utikal JS, Haferkamp S, Kather JN, Klauschen F, Krieghoff-Henning E, Fröhling S, von Kalle C, Brinker TJ. Schmitt M, et al. Among authors: hekler a. J Med Internet Res. 2021 Feb 2;23(2):e23436. doi: 10.2196/23436. J Med Internet Res. 2021. PMID: 33528370 Free PMC article.
Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review.
Höhn J, Hekler A, Krieghoff-Henning E, Kather JN, Utikal JS, Meier F, Gellrich FF, Hauschild A, French L, Schlager JG, Ghoreschi K, Wilhelm T, Kutzner H, Heppt M, Haferkamp S, Sondermann W, Schadendorf D, Schilling B, Maron RC, Schmitt M, Jutzi T, Fröhling S, Lipka DB, Brinker TJ. Höhn J, et al. Among authors: hekler a. J Med Internet Res. 2021 Jul 2;23(7):e20708. doi: 10.2196/20708. J Med Internet Res. 2021. PMID: 34255646 Free PMC article. Review.
Comparing artificial intelligence algorithms to 157 German dermatologists: the melanoma classification benchmark.
Brinker TJ, Hekler A, Hauschild A, Berking C, Schilling B, Enk AH, Haferkamp S, Karoglan A, von Kalle C, Weichenthal M, Sattler E, Schadendorf D, Gaiser MR, Klode J, Utikal JS. Brinker TJ, et al. Among authors: hekler a. Eur J Cancer. 2019 Apr;111:30-37. doi: 10.1016/j.ejca.2018.12.016. Epub 2019 Feb 22. Eur J Cancer. 2019. PMID: 30802784 Free article.
A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task.
Brinker TJ, Hekler A, Enk AH, Klode J, Hauschild A, Berking C, Schilling B, Haferkamp S, Schadendorf D, Fröhling S, Utikal JS, von Kalle C; Collaborators. Brinker TJ, et al. Among authors: hekler a. Eur J Cancer. 2019 Apr;111:148-154. doi: 10.1016/j.ejca.2019.02.005. Epub 2019 Mar 8. Eur J Cancer. 2019. PMID: 30852421 Free article.
39 results