Privacy-Preserving Federated Brain Tumour Segmentation

• Published in: Machine Learning in Medical Imaging Vol. 11861; pp. 133 - 141
• Main Authors: Li, Wenqi, Milletarì, Fausto, Xu, Daguang, Rieke, Nicola, Hancox, Jonny, Zhu, Wentao, Baust, Maximilian, Cheng, Yan, Ourselin, Sébastien, Cardoso, M. Jorge, Feng, Andrew
• Format: Book Chapter Journal Article
• Language: English
• Published: Cham Springer International Publishing 01.01.2019
• Series: Lecture Notes in Computer Science

Due to medical data privacy regulations, it is often infeasible to collect and share patient data in a centralised data lake. This poses challenges for training machine learning algorithms, such as deep convolutional networks, which often require large numbers of diverse training examples. Federated...