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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.
Med Image Anal. 2024 Jul;95:103206. doi: 10.1016/j.media.2024.103206. Epub 2024 May 15.
Med Image Anal. 2024.
PMID: 38776844
The potential of federated learning for self-configuring medical object detection in heterogeneous data distributions.
Rashidi G, Bounias D, Bujotzek M, Mora AM, Neher P, Maier-Hein KH.
Rashidi G, et al. Among authors: bujotzek m.
Sci Rep. 2024 Oct 11;14(1):23844. doi: 10.1038/s41598-024-74577-0.
Sci Rep. 2024.
PMID: 39394440
Free PMC article.
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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.
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.
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