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Unleashing the potential of digital pathology data by training computer-aided diagnosis models without human annotations.
Marini N, Marchesin S, Otálora S, Wodzinski M, Caputo A, van Rijthoven M, Aswolinskiy W, Bokhorst JM, Podareanu D, Petters E, Boytcheva S, Buttafuoco G, Vatrano S, Fraggetta F, van der Laak J, Agosti M, Ciompi F, Silvello G, Muller H, Atzori M. Marini N, et al. Among authors: ciompi f. NPJ Digit Med. 2022 Jul 22;5(1):102. doi: 10.1038/s41746-022-00635-4. NPJ Digit Med. 2022. PMID: 35869179 Free PMC article.
A survey on deep learning in medical image analysis.
Litjens G, Kooi T, Bejnordi BE, Setio AAA, Ciompi F, Ghafoorian M, van der Laak JAWM, van Ginneken B, Sánchez CI. Litjens G, et al. Among authors: ciompi f. Med Image Anal. 2017 Dec;42:60-88. doi: 10.1016/j.media.2017.07.005. Epub 2017 Jul 26. Med Image Anal. 2017. PMID: 28778026 Review.
Deep learning assisted mitotic counting for breast cancer.
Balkenhol MCA, Tellez D, Vreuls W, Clahsen PC, Pinckaers H, Ciompi F, Bult P, van der Laak JAWM. Balkenhol MCA, et al. Among authors: ciompi f. Lab Invest. 2019 Nov;99(11):1596-1606. doi: 10.1038/s41374-019-0275-0. Epub 2019 Jun 20. Lab Invest. 2019. PMID: 31222166 Free article.
Neural Image Compression for Gigapixel Histopathology Image Analysis.
Tellez D, Litjens G, van der Laak J, Ciompi F. Tellez D, et al. Among authors: ciompi f. IEEE Trans Pattern Anal Mach Intell. 2021 Feb;43(2):567-578. doi: 10.1109/TPAMI.2019.2936841. Epub 2021 Jan 8. IEEE Trans Pattern Anal Mach Intell. 2021. PMID: 31442971
Learning to detect lymphocytes in immunohistochemistry with deep learning.
Swiderska-Chadaj Z, Pinckaers H, van Rijthoven M, Balkenhol M, Melnikova M, Geessink O, Manson Q, Sherman M, Polonia A, Parry J, Abubakar M, Litjens G, van der Laak J, Ciompi F. Swiderska-Chadaj Z, et al. Among authors: ciompi f. Med Image Anal. 2019 Dec;58:101547. doi: 10.1016/j.media.2019.101547. Epub 2019 Aug 21. Med Image Anal. 2019. PMID: 31476576
No pixel-level annotations needed.
van der Laak J, Ciompi F, Litjens G. van der Laak J, et al. Among authors: ciompi f. Nat Biomed Eng. 2019 Nov;3(11):855-856. doi: 10.1038/s41551-019-0472-6. Nat Biomed Eng. 2019. PMID: 31624355 No abstract available.
Assessment of individual tumor buds using keratin immunohistochemistry: moderate interobserver agreement suggests a role for machine learning.
Bokhorst JM, Blank A, Lugli A, Zlobec I, Dawson H, Vieth M, Rijstenberg LL, Brockmoeller S, Urbanowicz M, Flejou JF, Kirsch R, Ciompi F, van der Laak JAWM, Nagtegaal ID. Bokhorst JM, et al. Among authors: ciompi f. Mod Pathol. 2020 May;33(5):825-833. doi: 10.1038/s41379-019-0434-2. Epub 2019 Dec 16. Mod Pathol. 2020. PMID: 31844269 Free PMC article.
80 results