{"repo":"faildeny/FednnUNet","free":true,"listed":false,"github":"https://github.com/faildeny/FednnUNet","clone":"git clone https://github.com/faildeny/FednnUNet.git","description":"Federated Learning framework extending the nnUNet","language":"Python","stars":16,"topics":["dataset","federated-learning","flower-framework","framework","magnetic-resonance-imaging","medical-imaging","privacy","python","radiology","segmentation"],"license":null,"category":"blockchain-web3","readme_excerpt":"FednnU-Net 🧩 A federated extension of nnU-Net for privacy-preserving medical image segmentation. FednnU-Net enables training nnU-Net models in a decentralized , privacy-preserving manner — while maintaining full compatibility with the original framework. 📄 Published Paper: Skorupko, G., Avgoustidis, F., Martín-Isla, C., Garrucho, L., Kessler, D. A., Pujadas, E. R., ... & Lekadir, K. (2025). Federated nnU-Net for Privacy-Preserving Medical Image Segmentation. Scientific Reports. 2025 Nov 3;15(1):38312 --- 🩻 Modalities Evaluated: 🩷 Breast MRI ❤️ Cardiac MRI 🤰 Fetal Ultrasound 🚀 Key Findings: ⚙️ Adaptive aggregation enables robust cross-site learning. 📈 Achieves performance comparable to or surpassing centralized training . 🧩 Demonstrates strong scalability and real-world applicability in federated medical imaging. 🧪 Image Segmentation Performance Federated nnU-Net was tested on real-world, multi-hospital datasets , ensuring a realistic federated learning setup. 👉 See the Extended Results Table for full performance metrics. ⚙️ Installation Clone and install FednnU-Net on all computational nodes that are part of the federated training (including the coordinating server) Then run the installation script that will clone the original nnUNet as a submodule and then will install both libraries ✅ If you see: Installation complete. You can now use fednnUNet. then installation was successful. Training 🌍 Distributed Node Setup Start server Start each node 💻 Start server and cl","default_branch":null,"files":null,"tree":[],"storefront":"/r/faildeny","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/faildeny/FednnUNet/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}