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Page 1
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. 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.
Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks.
Maron RC, Weichenthal M, Utikal JS, Hekler A, Berking C, Hauschild A, Enk AH, Haferkamp S, Klode J, Schadendorf D, Jansen P, Holland-Letz T, Schilling B, von Kalle C, Fröhling S, Gaiser MR, Hartmann D, Gesierich A, Kähler KC, Wehkamp U, Karoglan A, Bär C, Brinker TJ; Collabrators. Maron RC, et al. Eur J Cancer. 2019 Sep;119:57-65. doi: 10.1016/j.ejca.2019.06.013. Epub 2019 Aug 14. Eur J Cancer. 2019. PMID: 31419752 Free article.
Superior skin cancer classification by the combination of human and artificial intelligence.
Hekler A, Utikal JS, Enk AH, Hauschild A, Weichenthal M, Maron RC, Berking C, Haferkamp S, Klode J, Schadendorf D, Schilling B, Holland-Letz T, Izar B, von Kalle C, Fröhling S, Brinker TJ; Collaborators. Hekler A, et al. Among authors: maron rc. Eur J Cancer. 2019 Oct;120:114-121. doi: 10.1016/j.ejca.2019.07.019. Epub 2019 Sep 10. Eur J Cancer. 2019. PMID: 31518967 Free article.
Artificial Intelligence in Skin Cancer Diagnostics: The Patients' Perspective.
Jutzi TB, Krieghoff-Henning EI, Holland-Letz T, Utikal JS, Hauschild A, Schadendorf D, Sondermann W, Fröhling S, Hekler A, Schmitt M, Maron RC, Brinker TJ. Jutzi TB, et al. Among authors: maron rc. Front Med (Lausanne). 2020 Jun 2;7:233. doi: 10.3389/fmed.2020.00233. eCollection 2020. Front Med (Lausanne). 2020. PMID: 32671078 Free PMC 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. J Med Internet Res. 2020 Sep 11;22(9):e18091. doi: 10.2196/18091. J Med Internet Res. 2020. PMID: 32915161 Free PMC article.
Robustness of convolutional neural networks in recognition of pigmented skin lesions.
Maron RC, Haggenmüller S, von Kalle C, Utikal JS, Meier F, Gellrich FF, Hauschild A, French LE, Schlaak M, Ghoreschi K, Kutzner H, Heppt MV, Haferkamp S, Sondermann W, Schadendorf D, Schilling B, Hekler A, Krieghoff-Henning E, Kather JN, Fröhling S, Lipka DB, Brinker TJ. Maron RC, et al. Eur J Cancer. 2021 Mar;145:81-91. doi: 10.1016/j.ejca.2020.11.020. Epub 2021 Jan 7. Eur J Cancer. 2021. PMID: 33423009 Free 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: maron rc. J Med Internet Res. 2021 Feb 2;23(2):e23436. doi: 10.2196/23436. J Med Internet Res. 2021. PMID: 33528370 Free PMC article.
Deep learning approach to predict lymph node metastasis directly from primary tumour histology in prostate cancer.
Wessels F, Schmitt M, Krieghoff-Henning E, Jutzi T, Worst TS, Waldbillig F, Neuberger M, Maron RC, Steeg M, Gaiser T, Hekler A, Utikal JS, von Kalle C, Fröhling S, Michel MS, Nuhn P, Brinker TJ. Wessels F, et al. Among authors: maron rc. BJU Int. 2021 Sep;128(3):352-360. doi: 10.1111/bju.15386. Epub 2021 May 5. BJU Int. 2021. PMID: 33706408
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: maron rc. 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.
20 results