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Translational Medicine / 转化医学Federated Learning and AI Privacy

Spyridon Bakas

PhD

🏢University of Pennsylvania / Indiana University🌐USA

Assistant Professor of Pathology and Laboratory Medicine

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Key Contributions

👥Biography 个人简介

Spyridon Bakas leads the Federated Tumor Segmentation (FeTS) initiative, the largest federated learning study in oncology with over 70 institutions worldwide. His work has demonstrated that federated models for glioblastoma segmentation achieve performance comparable to centrally trained models while preserving patient privacy. He has established open-source frameworks that enable privacy-preserving multi-institutional AI collaboration.

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🧪Research Fields 研究领域

Federated tumor segmentation
FeTS initiative
Brain tumor AI
Distributed deep learning
Medical image analysis

🎓Key Contributions 主要贡献

Representative Works 代表性著作

📄Data Sources 数据来源

Last updated: 2026-04-01 | All information from publicly available academic sources

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