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Page 1
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: maron r. 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.
Overdiagnosis of melanoma - causes, consequences and solutions.
Kutzner H, Jutzi TB, Krahl D, Krieghoff-Henning EI, Heppt MV, Hekler A, Schmitt M, Maron RCR, Fröhling S, von Kalle C, Brinker TJ. Kutzner H, et al. Among authors: maron rcr. J Dtsch Dermatol Ges. 2020 Nov;18(11):1236-1243. doi: 10.1111/ddg.14233. Epub 2020 Aug 25. J Dtsch Dermatol Ges. 2020. PMID: 32841508 Review.
Überdiagnose von Melanomen - Ursachen, Konsequenzen und Lösungsansätze.
Kutzner H, Jutzi TB, Krahl D, Krieghoff-Henning EI, Heppt MV, Hekler A, Schmitt M, Maron RCR, Fröhling S, von Kalle C, Brinker TJ. Kutzner H, et al. Among authors: maron rcr. J Dtsch Dermatol Ges. 2020 Nov;18(11):1236-1244. doi: 10.1111/ddg.14233_g. J Dtsch Dermatol Ges. 2020. PMID: 33251725 Review. German.
Prospective multicenter study using artificial intelligence to improve dermoscopic melanoma diagnosis in patient care.
Heinlein L, Maron RC, Hekler A, Haggenmüller S, Wies C, Utikal JS, Meier F, Hobelsberger S, Gellrich FF, Sergon M, Hauschild A, French LE, Heinzerling L, Schlager JG, Ghoreschi K, Schlaak M, Hilke FJ, Poch G, Korsing S, Berking C, Heppt MV, Erdmann M, Haferkamp S, Drexler K, Schadendorf D, Sondermann W, Goebeler M, Schilling B, Krieghoff-Henning E, Brinker TJ. Heinlein L, et al. Among authors: maron rc. Commun Med (Lond). 2024 Sep 11;4(1):177. doi: 10.1038/s43856-024-00598-5. Commun Med (Lond). 2024. PMID: 39256516 Free PMC article.
Patients' and dermatologists' preferences in artificial intelligence-driven skin cancer diagnostics: A prospective multicentric survey study.
Haggenmüller S, Maron RC, Hekler A, Krieghoff-Henning E, Utikal JS, Gaiser M, Müller V, Fabian S, Meier F, Hobelsberger S, Gellrich FF, Sergon M, Hauschild A, Weichenthal M, French LE, Heinzerling L, Schlager JG, Ghoreschi K, Schlaak M, Hilke FJ, Poch G, Korsing S, Berking C, Heppt MV, Erdmann M, Haferkamp S, Drexler K, Schadendorf D, Sondermann W, Goebeler M, Schilling B, Kather JN, Fröhling S, Kaminski K, Doppler A, Bucher T, Brinker TJ; Collaborators. Haggenmüller S, et al. Among authors: maron rc. J Am Acad Dermatol. 2024 Aug;91(2):366-370. doi: 10.1016/j.jaad.2024.04.033. Epub 2024 Apr 24. J Am Acad Dermatol. 2024. PMID: 38670313 Free article. No abstract available.
Federated Learning for Decentralized Artificial Intelligence in Melanoma Diagnostics.
Haggenmüller S, Schmitt M, Krieghoff-Henning E, Hekler A, Maron RC, Wies C, Utikal JS, Meier F, Hobelsberger S, Gellrich FF, Sergon M, Hauschild A, French LE, Heinzerling L, Schlager JG, Ghoreschi K, Schlaak M, Hilke FJ, Poch G, Korsing S, Berking C, Heppt MV, Erdmann M, Haferkamp S, Drexler K, Schadendorf D, Sondermann W, Goebeler M, Schilling B, Kather JN, Fröhling S, Brinker TJ. Haggenmüller S, et al. Among authors: maron rc. JAMA Dermatol. 2024 Mar 1;160(3):303-311. doi: 10.1001/jamadermatol.2023.5550. JAMA Dermatol. 2024. PMID: 38324293 Free PMC article.
Using multiple real-world dermoscopic photographs of one lesion improves melanoma classification via deep learning.
Hekler A, Maron RC, Haggenmüller S, Schmitt M, Wies C, Utikal JS, Meier F, Hobelsberger S, Gellrich FF, Sergon M, Hauschild A, French LE, Heinzerling L, Schlager JG, Ghoreschi K, Schlaak M, Hilke FJ, Poch G, Korsing S, Berking C, Heppt MV, Erdmann M, Haferkamp S, Drexler K, Schadendorf D, Sondermann W, Goebeler M, Schilling B, Kather JN, Krieghoff-Henning E, Brinker TJ. Hekler A, et al. Among authors: maron rc. J Am Acad Dermatol. 2024 May;90(5):1028-1031. doi: 10.1016/j.jaad.2023.11.065. Epub 2024 Jan 8. J Am Acad Dermatol. 2024. PMID: 38199280 Free article. No abstract available.
Model soups improve performance of dermoscopic skin cancer classifiers.
Maron RC, Hekler A, Haggenmüller S, von Kalle C, Utikal JS, Müller V, Gaiser M, Meier F, Hobelsberger S, Gellrich FF, Sergon M, Hauschild A, French LE, Heinzerling L, Schlager JG, Ghoreschi K, Schlaak M, Hilke FJ, Poch G, Korsing S, Berking C, Heppt MV, Erdmann M, Haferkamp S, Schadendorf D, Sondermann W, Goebeler M, Schilling B, Kather JN, Fröhling S, Lipka DB, Krieghoff-Henning E, Brinker TJ. Maron RC, et al. Eur J Cancer. 2022 Sep;173:307-316. doi: 10.1016/j.ejca.2022.07.002. Epub 2022 Aug 13. Eur J Cancer. 2022. PMID: 35973360 Free article.
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