Differentially private federated deep learning for multi-site medical image segmentation.
Alexander ZillerDmitrii UsyninNicolas RemerscheidMoritz KnolleMarcus R. MakowskiRickmer BrarenDaniel RueckertGeorgios KaissisPublished in: CoRR (2021)
Keyphrases
- deep learning
- medical image segmentation
- multi site
- differentially private
- medical images
- geographically distributed
- differential privacy
- distributed systems
- unsupervised learning
- curve evolution
- machine learning
- level set method
- mental models
- digital libraries
- statistical shape model
- image segmentation
- weakly supervised
- medical image analysis
- medical imaging
- remote sites
- level set
- data sources
- privacy preserving
- active contours
- semi supervised
- multiscale
- databases