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Fair evaluation of federated learning algorithms for automated breast density classification: The results of the 2022 ACR-NCI-NVIDIA federated learning challenge.
Schmidt K, Bearce B, Chang K, Coombs L, Farahani K, Elbatel M, Mouheb K, Marti R, Zhang R, Zhang Y, Wang Y, Hu Y, Ying H, Xu Y, Testagrose C, Demirer M, Gupta V, Akünal Ü, Bujotzek M, Maier-Hein KH, Qin Y, Li X, Kalpathy-Cramer J, Roth HR. Schmidt K, et al. Among authors: akunal u. Med Image Anal. 2024 Jul;95:103206. doi: 10.1016/j.media.2024.103206. Epub 2024 May 15. Med Image Anal. 2024. PMID: 38776844
Real-world federated learning in radiology: hurdles to overcome and benefits to gain.
Bujotzek MR, Akünal Ü, Denner S, Neher P, Zenk M, Frodl E, Jaiswal A, Kim M, Krekiehn NR, Nickel M, Ruppel R, Both M, Döllinger F, Opitz M, Persigehl T, Kleesiek J, Penzkofer T, Maier-Hein K, Bucher A, Braren R. Bujotzek MR, et al. Among authors: akunal u. J Am Med Inform Assoc. 2025 Jan 1;32(1):193-205. doi: 10.1093/jamia/ocae259. J Am Med Inform Assoc. 2025. PMID: 39455061 Free PMC article.