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Effects of Label Noise on Deep Learning-Based Skin Cancer Classification.
Hekler A, Kather JN, Krieghoff-Henning E, Utikal JS, Meier F, Gellrich FF, Upmeier Zu Belzen J, French L, Schlager JG, Ghoreschi K, Wilhelm T, Kutzner H, Berking C, Heppt MV, Haferkamp S, Sondermann W, Schadendorf D, Schilling B, Izar B, Maron R, Schmitt M, Fröhling S, Lipka DB, Brinker TJ. Hekler A, et al. Among authors: frohling s. Front Med (Lausanne). 2020 May 6;7:177. doi: 10.3389/fmed.2020.00177. eCollection 2020. Front Med (Lausanne). 2020. PMID: 32435646 Free PMC article.
Fulminant response to combined checkpoint inhibition with ipilimumab plus nivolumab after failure of nivolumab monotherapy in metastatic melanoma.
Ugurel S, Kiecker F, Fröhling S, Wetter A, Bankfalvi A, Sucker A, Zimmer L, Livingstone E, Roesch A, Becker JC, Schadendorf D. Ugurel S, et al. Among authors: frohling s. Eur J Cancer. 2017 Sep;83:142-145. doi: 10.1016/j.ejca.2017.06.020. Epub 2017 Jul 20. Eur J Cancer. 2017. PMID: 28735071 No abstract available.
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: frohling s. 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.
Deep neural networks are superior to dermatologists in melanoma image classification.
Brinker TJ, Hekler A, Enk AH, Berking C, Haferkamp S, Hauschild A, Weichenthal M, Klode J, Schadendorf D, Holland-Letz T, von Kalle C, Fröhling S, Schilling B, Utikal JS. Brinker TJ, et al. Among authors: frohling s. Eur J Cancer. 2019 Sep;119:11-17. doi: 10.1016/j.ejca.2019.05.023. Epub 2019 Aug 8. Eur J Cancer. 2019. PMID: 31401469 Free article.
Prediction of melanoma evolution in melanocytic nevi via artificial intelligence: A call for prospective data.
Sondermann W, Utikal JS, Enk AH, Schadendorf D, Klode J, Hauschild A, Weichenthal M, French LE, Berking C, Schilling B, Haferkamp S, Fröhling S, von Kalle C, Brinker TJ. Sondermann W, et al. Among authors: frohling s. Eur J Cancer. 2019 Sep;119:30-34. doi: 10.1016/j.ejca.2019.07.009. Epub 2019 Aug 8. Eur J Cancer. 2019. PMID: 31401471 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. Among authors: frohling s. 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: frohling s. 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.
Corrigendum to 'Prediction of melanoma evolution in melanocytic nevi via artificial intelligence: A call for prospective data' [Eur J Cancer, 119 (September 2019) Pages 30-34].
Sondermann W, Utikal JS, Enk AH, Schadendorf D, Klode J, Hauschild A, Weichenthal M, French LE, Berking C, Schilling B, Haferkamp S, Fröhling S, von Kalle C, Brinker TJ. Sondermann W, et al. Among authors: frohling s. Eur J Cancer. 2019 Dec;123:171. doi: 10.1016/j.ejca.2019.10.003. Epub 2019 Nov 7. Eur J Cancer. 2019. PMID: 31708276 Free article. No abstract available.
300 results