VectorInstitute / FL4HealthLinks
A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings
☆47Updated this week
Alternatives and similar repositories for FL4Health
Users that are interested in FL4Health are comparing it to the libraries listed below
Sorting:
- A curated list of Federated Learning papers/articles and recent advancements.☆100Updated 2 years ago
- Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to be…☆220Updated last year
- ☆15Updated last year
- Repo for the paper: PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees (CVPR 2024)☆20Updated last year
- Example notebooks demonstrating how to use Clara Train to build Medical Imaging Deep Learning models☆128Updated last year
- The HyFed framework provides an easy-to-use API to develop federated, privacy-preserving machine learning algorithms.☆18Updated 2 months ago
- A Federated Learning implementation to diagnose 2 acute inflammations of bladder.. This medical dataset truly needs privacy! Because we c…☆40Updated 5 years ago
- PriMIA: Privacy-preserving Medical Image Analysis☆136Updated 2 years ago
- ☆37Updated 3 years ago
- A Simulator for Privacy Preserving Federated Learning☆96Updated 4 years ago
- Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datas…☆57Updated 2 years ago
- ☆14Updated last year
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆75Updated 9 months ago
- Swarm Learning for computational pathology☆29Updated 3 years ago
- Implementation of FedBary☆15Updated 7 months ago
- FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks☆67Updated last year
- An open benchmarking platform for medical artificial intelligence using Federated Evaluation.☆163Updated last month
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆80Updated 2 years ago
- ☆29Updated 3 years ago
- An enterprise-ready and vendor-agnostic federated learning platform.☆162Updated 2 weeks ago
- Federated Learning Course Materials☆64Updated 4 years ago
- DP-FTRL from "Practical and Private (Deep) Learning without Sampling or Shuffling" for centralized training.☆32Updated 5 months ago
- PyFed generic framework of benchmark for Federated Learning☆11Updated 4 years ago
- Advanced Privacy-Preserving Federated Learning framework☆156Updated this week
- An implementation of pneumonia medical X-ray image classification problem using Federated Learning in PySyft.☆13Updated 6 years ago
- ☆115Updated 2 years ago
- Experiments of the DAI in Healthcare project - skin lesions images use case - using Flower☆18Updated 3 years ago
- [CVPRW 2023] "Many-Task Federated Learning: A New Problem Setting and A Simple Baseline" by Ruisi Cai, Xiaohan Chen, Shiwei Liu, Jayanth …☆13Updated 2 years ago
- Self-supervised federated learning for medical imaging - IEEE TMI☆74Updated last year
- ☆16Updated last year