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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. Among authors: lipka db. 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.
Inflammatory signals from fatty bone marrow support DNMT3A driven clonal hematopoiesis.
Zioni N, Bercovich AA, Chapal-Ilani N, Bacharach T, Rappoport N, Solomon A, Avraham R, Kopitman E, Porat Z, Sacma M, Hartmut G, Scheller M, Muller-Tidow C, Lipka D, Shlush E, Minden M, Kaushansky N, Shlush LI. Zioni N, et al. Nat Commun. 2023 Apr 12;14(1):2070. doi: 10.1038/s41467-023-36906-1. Nat Commun. 2023. PMID: 37045808 Free PMC article.
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: lipka db. 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.
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. Among authors: lipka db. 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.
Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification.
Höhn J, Krieghoff-Henning E, Jutzi TB, von Kalle C, Utikal JS, Meier F, Gellrich FF, Hobelsberger S, Hauschild A, Schlager JG, French L, Heinzerling L, Schlaak M, Ghoreschi K, Hilke FJ, Poch G, Kutzner H, Heppt MV, Haferkamp S, Sondermann W, Schadendorf D, Schilling B, Goebeler M, Hekler A, Fröhling S, Lipka DB, Kather JN, Krahl D, Ferrara G, Haggenmüller S, Brinker TJ. Höhn J, et al. Among authors: lipka db. Eur J Cancer. 2021 May;149:94-101. doi: 10.1016/j.ejca.2021.02.032. Epub 2021 Apr 7. Eur J Cancer. 2021. PMID: 33838393 Free article.
Comprehensive Genomic and Transcriptomic Analysis for Guiding Therapeutic Decisions in Patients with Rare Cancers.
Horak P, Heining C, Kreutzfeldt S, Hutter B, Mock A, Hüllein J, Fröhlich M, Uhrig S, Jahn A, Rump A, Gieldon L, Möhrmann L, Hanf D, Teleanu V, Heilig CE, Lipka DB, Allgäuer M, Ruhnke L, Laßmann A, Endris V, Neumann O, Penzel R, Beck K, Richter D, Winter U, Wolf S, Pfütze K, Geörg C, Meißburger B, Buchhalter I, Augustin M, Aulitzky WE, Hohenberger P, Kroiss M, Schirmacher P, Schlenk RF, Keilholz U, Klauschen F, Folprecht G, Bauer S, Siveke JT, Brandts CH, Kindler T, Boerries M, Illert AL, von Bubnoff N, Jost PJ, Spiekermann K, Bitzer M, Schulze-Osthoff K, von Kalle C, Klink B, Brors B, Stenzinger A, Schröck E, Hübschmann D, Weichert W, Glimm H, Fröhling S. Horak P, et al. Among authors: lipka db. Cancer Discov. 2021 Nov;11(11):2780-2795. doi: 10.1158/2159-8290.CD-21-0126. Epub 2021 Jun 10. Cancer Discov. 2021. PMID: 34112699
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: lipka db. 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.
Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.
Haggenmüller S, Maron RC, Hekler A, Utikal JS, Barata C, Barnhill RL, Beltraminelli H, Berking C, Betz-Stablein B, Blum A, Braun SA, Carr R, Combalia M, Fernandez-Figueras MT, Ferrara G, Fraitag S, French LE, Gellrich FF, Ghoreschi K, Goebeler M, Guitera P, Haenssle HA, Haferkamp S, Heinzerling L, Heppt MV, Hilke FJ, Hobelsberger S, Krahl D, Kutzner H, Lallas A, Liopyris K, Llamas-Velasco M, Malvehy J, Meier F, Müller CSL, Navarini AA, Navarrete-Dechent C, Perasole A, Poch G, Podlipnik S, Requena L, Rotemberg VM, Saggini A, Sangueza OP, Santonja C, Schadendorf D, Schilling B, Schlaak M, Schlager JG, Sergon M, Sondermann W, Soyer HP, Starz H, Stolz W, Vale E, Weyers W, Zink A, Krieghoff-Henning E, Kather JN, von Kalle C, Lipka DB, Fröhling S, Hauschild A, Kittler H, Brinker TJ. Haggenmüller S, et al. Among authors: lipka db. Eur J Cancer. 2021 Oct;156:202-216. doi: 10.1016/j.ejca.2021.06.049. Epub 2021 Sep 8. Eur J Cancer. 2021. PMID: 34509059 Free article.
Explainable artificial intelligence in skin cancer recognition: A systematic review.
Hauser K, Kurz A, Haggenmüller S, Maron RC, von Kalle 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, Kutzner H, Berking C, Heppt MV, Erdmann M, Haferkamp S, Schadendorf D, Sondermann W, Goebeler M, Schilling B, Kather JN, Fröhling S, Lipka DB, Hekler A, Krieghoff-Henning E, Brinker TJ. Hauser K, et al. Among authors: lipka db. Eur J Cancer. 2022 May;167:54-69. doi: 10.1016/j.ejca.2022.02.025. Epub 2022 Apr 5. Eur J Cancer. 2022. PMID: 35390650 Free article. Review.
85 results