Personalized and privacy-preserving federated heterogeneous medical image analysis with PPPML-HMI.
Juexiao ZhouLongxi ZhouDi WangXiaopeng XuHaoyang LiYuetan ChuWenkai HanXin GaoPublished in: Comput. Biol. Medicine (2024)
Keyphrases
- privacy preserving
- medical image analysis
- medical images
- deformable models
- privacy preserving data mining
- image registration
- medical imaging
- image analysis
- anatomical structures
- vertically partitioned data
- multi party
- privacy preservation
- sensitive information
- data privacy
- magnetic resonance images
- privacy sensitive
- privacy concerns
- visual programming environment
- private information
- horizontally partitioned data
- privacy protection
- data perturbation
- privacy requirements
- privacy issues
- private data
- privacy guarantees
- sensitive data
- record linkage
- image processing
- secure multiparty computation
- three dimensional
- differential privacy
- privacy preserving classification
- partitioned data
- horizontally partitioned
- data sources
- pattern recognition