21 citations · 24 across the 4 of their papers we have counts for
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cs.CV2024★ 21 cited
Federated brain tumor segmentation: an extensive benchmark
Matthis Manthe, Stefan Duffner, Carole Lartizien
Recently, federated learning has raised increasing interest in the medical image analysis field due to its ability to aggregate multi-center data with privacy-preserving properties…
cs.CV2024★ 2 cited
Deep Domain Isolation and Sample Clustered Federated Learning for Semantic Segmentation
Matthis Manthe, Carole Lartizien, Stefan Duffner
Empirical studies show that federated learning exhibits convergence issues in Non Independent and Identically Distributed (IID) setups. However, these studies only focus on label d…