KatherLab / swarm-learning-hpe
Experimental repo for Odelia project based on HPE platform. This repo contains multiple models for histopathology and radiology training.
☆12Updated 4 months ago
Alternatives and similar repositories for swarm-learning-hpe:
Users that are interested in swarm-learning-hpe are comparing it to the libraries listed below
- Swarm Learning for computational pathology☆28Updated 3 years ago
- A collaborative learning framework for empowering biomedical research☆48Updated last week
- Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to be…☆211Updated 9 months ago
- Federated Learning based Deep Learning. Docs: https://fets-ai.github.io/Front-End/☆86Updated last year
- A list of papers on Federated Deep Learning in Healthcare, in particular, algorithms Deep Learning with Medical Imaging.☆33Updated 4 years ago
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆75Updated last year
- A high-level federated learning Python library used to run complex federated learning experiments at scale on a Substra network☆57Updated 6 months ago
- Low-level Python library used to interact with a Substra network☆277Updated 6 months ago
- Scripts for figures and calculations of the manuscript by Warnat-Herresthal el al. 2020☆195Updated 3 years ago
- PriMIA: Privacy-preserving Medical Image Analysis☆130Updated last year
- Example notebooks demonstrating how to use Clara Train to build Medical Imaging Deep Learning models☆127Updated 11 months ago
- Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datas…☆58Updated 2 years ago
- A curated list of Federated Learning papers/articles and recent advancements.☆93Updated 2 years ago
- Federated Learning for Computational Pathology - Medical Image Analysis☆49Updated 3 years ago
- Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology …☆32Updated last year
- The repo for the FeTS Challenge☆50Updated 2 weeks 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
- Experiments of the DAI in Healthcare project - skin lesions images use case - using Flower☆16Updated 2 years ago
- A simplified library for decentralized, privacy preserving machine learning☆342Updated 5 months ago
- An open benchmarking platform for medical artificial intelligence using Federated Evaluation.☆156Updated this week
- impelmentation of https://arxiv.org/pdf/2001.05647.pdf☆33Updated 4 years ago
- Official MICCAI 2022 Federated Learning for Healthcare Tutorial Repo☆14Updated 4 months ago
- ☆19Updated 2 years ago
- Self-supervised federated learning for medical imaging - IEEE TMI☆71Updated 10 months ago
- The HyFed framework provides an easy-to-use API to develop federated, privacy-preserving machine learning algorithms.☆17Updated 3 years ago
- A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings☆38Updated this week
- This project used Flower, Go Ethereum, IPFS, Web3, digital signature and socket to implement blockchain-based federated learning.☆30Updated 2 years ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆72Updated 2 months ago
- The implementation of our paper Fed-TDA☆14Updated 2 years ago
- A generalizable application framework for segmentation, regression, and classification using PyTorch☆172Updated this week