Deep Anatomical Federated Network (Dafne): An Open Client-Server Framework for Continuous, Collaborative Improvement of Deep Learning–based Medical Image Segmentation

作者：Francesco Santini, Jakob Wasserthal, Abramo Agosti, Xeni Deligianni, Kevin R. Keene, Hermien E. Kan, Stefan Sommer, Fengdan Wang, Claudia Weidensteiner, Giulia Manco, Matteo Paoletti, Valentina Mazzoli, Arjun Desai, Anna Pichiecchio · 发表于：Radiology Artificial Intelligence · 年份：2025 · DOI：10.1148/ryai.240097 · 被引用次数：6 · 研究领域：Medical Imaging and Analysis、Radiomics and Machine Learning in Medical Imaging、Artificial Intelligence in Healthcare and Education

Dafne is a free and open-source software suite that implements the principles of continuous and decentralized deep learning to assist users in medical image segmentation, serving as a potential alternative to traditional centralized learning approaches.