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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: kather jn. 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.
Validation of MSIntuit as an AI-based pre-screening tool for MSI detection from colorectal cancer histology slides.
Saillard C, Dubois R, Tchita O, Loiseau N, Garcia T, Adriansen A, Carpentier S, Reyre J, Enea D, von Loga K, Kamoun A, Rossat S, Wiscart C, Sefta M, Auffret M, Guillou L, Fouillet A, Kather JN, Svrcek M. Saillard C, et al. Among authors: kather jn. Nat Commun. 2023 Nov 6;14(1):6695. doi: 10.1038/s41467-023-42453-6. Nat Commun. 2023. PMID: 37932267 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: kather jn. 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: kather jn. J Med Internet Res. 2021 Feb 2;23(2):e23436. doi: 10.2196/23436. J Med Internet Res. 2021. PMID: 33528370 Free PMC article.
Diagnostic performance of artificial intelligence for histologic melanoma recognition compared to 18 international expert pathologists.
Brinker TJ, Schmitt M, Krieghoff-Henning EI, Barnhill R, Beltraminelli H, Braun SA, Carr R, Fernandez-Figueras MT, Ferrara G, Fraitag S, Gianotti R, Llamas-Velasco M, Müller CSL, Perasole A, Requena L, Sangueza OP, Santonja C, Starz H, Vale E, Weyers W, Hekler A, Kather JN, Fröhling S, Krahl D, Holland-Letz T, Utikal JS, Saggini A, Kutzner H. Brinker TJ, et al. Among authors: kather jn. J Am Acad Dermatol. 2022 Mar;86(3):640-642. doi: 10.1016/j.jaad.2021.02.009. Epub 2021 Feb 11. J Am Acad Dermatol. 2022. PMID: 33581189 Free article. No abstract available.
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: kather jn. 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.
Artificial Intelligence-based Detection of FGFR3 Mutational Status Directly from Routine Histology in Bladder Cancer: A Possible Preselection for Molecular Testing?
Loeffler CML, Ortiz Bruechle N, Jung M, Seillier L, Rose M, Laleh NG, Knuechel R, Brinker TJ, Trautwein C, Gaisa NT, Kather JN. Loeffler CML, et al. Among authors: kather jn. Eur Urol Focus. 2022 Mar;8(2):472-479. doi: 10.1016/j.euf.2021.04.007. Epub 2021 Apr 22. Eur Urol Focus. 2022. PMID: 33895087 Free article.
169 results