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Domain generalization across tumor types, laboratories, and species - Insights from the 2022 edition of the Mitosis Domain Generalization Challenge.
Aubreville M, Stathonikos N, Donovan TA, Klopfleisch R, Ammeling J, Ganz J, Wilm F, Veta M, Jabari S, Eckstein M, Annuscheit J, Krumnow C, Bozaba E, Çayır S, Gu H, Chen X', Jahanifar M, Shephard A, Kondo S, Kasai S, Kotte S, Saipradeep VG, Lafarge MW, Koelzer VH, Wang Z, Zhang Y, Yang S, Wang X, Breininger K, Bertram CA. Aubreville M, et al. Among authors: breininger k. Med Image Anal. 2024 May;94:103155. doi: 10.1016/j.media.2024.103155. Epub 2024 Mar 22. Med Image Anal. 2024. PMID: 38537415 Free article.
Automated diagnosis of 7 canine skin tumors using machine learning on H&E-stained whole slide images.
Fragoso-Garcia M, Wilm F, Bertram CA, Merz S, Schmidt A, Donovan T, Fuchs-Baumgartinger A, Bartel A, Marzahl C, Diehl L, Puget C, Maier A, Aubreville M, Breininger K, Klopfleisch R. Fragoso-Garcia M, et al. Among authors: breininger k. Vet Pathol. 2023 Nov;60(6):865-875. doi: 10.1177/03009858231189205. Epub 2023 Jul 29. Vet Pathol. 2023. PMID: 37515411 Free PMC article.
A comprehensive multi-domain dataset for mitotic figure detection.
Aubreville M, Wilm F, Stathonikos N, Breininger K, Donovan TA, Jabari S, Veta M, Ganz J, Ammeling J, van Diest PJ, Klopfleisch R, Bertram CA. Aubreville M, et al. Among authors: breininger k. Sci Data. 2023 Jul 25;10(1):484. doi: 10.1038/s41597-023-02327-4. Sci Data. 2023. PMID: 37491536 Free PMC article.
26 results