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Stefan Denner

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#federated learning Open access Aug 2026

Federated Medical Image Segmentation under Real-World Label Noise: A Benchmark Suite for Noisy Label Learning Method Selection

Abstract While federated learning (FL) enables collaborative medical image segmentation without centralizing sensitive data, real-world deployment is frequently complicated by cross-site label imperfections such as contour disagreement, missing or additional structures, and confused labels. Federated noisy label learni...

Markus Bujotzek, Dimitrios Bounias, Stefan Denner et al. · 0 citations

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