NVFlare

Publications

Non-exhaustive list of papers and publications related to NVIDIA FLARE, including papers using NVIDIA FLARE’s predecessor libraries included in the Clara Train SDK.

2022

• 2022-12 FLARE: Federated Learning from Simulation to Real-World (International Workshop on Federated Learning, NeurIPS 2022, New Orleans, USA)
• 2022-10 Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation (ECCV 2022)
• 2022-10 Joint Multi Organ and Tumor Segmentation from Partial Labels Using Federated Learning (DeCaF @ MICCAI 2022)
• 2022-10 Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-modal Brain Tumor Segmentation (DeCaF @ MICCAI 2022)
• 2022-06 Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation (CVPR 2022)
• 2022-02 Do Gradient Inversion Attacks Make Federated Learning Unsafe? (Preprint)

2021

• 2021-10 Federated whole prostate segmentation in mri with personalized neural architectures (MICCAI 2021)
• 2021-10 Multi-task Federated Learning for Heterogeneous Pancreas Segmentation (DCL @ MICCAI 2021)
• 2021-09 Federated learning for predicting clinical outcomes in patients with COVID-19 (Nature Medicine)
• 2021-06 Federated learning improves site performance in multicenter deep learning without data sharing (JAMIA)
• 2021-05 Federated semi-supervised learning for COVID region segmentation in chest CT using multi-national data from China, Italy, Japan (Medical Image Analysis)
• 2021-04 Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation (Preprint)

2020

• 2020-10 Federated Learning for Breast Density Classification: A Real-World Implementation (DCL @ MICCAI 2020)
• 2020-10 Automated pancreas segmentation using multi-institutional collaborative deep learning (DCL @ MICCAI 2020)

2019

• 2019-10 Privacy-preserving Federated Brain Tumour Segmentation (MLMI @ MICCAI 2019)

Blogs & Videos

NVIDIA FLARE related blogs and other media.

2022

• 2022-10 Federated Learning from Simulation to Production with NVIDIA FLARE (NVIDIA Technical Blog)
• 2022-06 Experimenting with Novel Distributed Applications Using NVIDIA Flare 2.1 (NVIDIA Technical Blog)

2021

• 2021-11 Creating Robust and Generalizable AI Models with NVIDIA FLARE (NVIDIA Technical Blog)
• 2021-09 Federated Learning for Medical AI and Triaging COVID-19 Patients (NVIDIA video)
• 2021-06 Federated Learning with Homomorphic Encryption (NVIDIA Technical Blog)

2019

• 2019-12 Federated Learning powered by NVIDIA Clara (NVIDIA Technical Blog)
• 2019-10 What is federated learning - in Chinese (NVIDIA Technical Blog)
• 2019-10 NVIDIA Research: First Privacy-Preserving Federated Learning System for Medical Imaging (NVIDIA video)

Talks

Recent talks and Webinars covering federated learning research and NVIDIA FLARE.

2022

• 2022-10 Modern Tools for Collaborative Medical Image Analysis (Keynote - DART @ MICCAI 2022)
• 2022-07 NVIDIA FLARE Tutorial for Beginners (United Imaging Meetup)
• 2022-07 Techniques and Tools for Collaborative Development of AI Models across Institutes (VALSE Webinar)
• 2022-04 Advanced Techniques for Collaborative Development of AI Models for Medical Imaging (IEEE EMBS Webinar Series)
• 2022-03 NVIDIA FLARE: Federated Learning Application Runtime Environment for Developing Robust AI Models (SFBigAnalytics Meetup)
• 2022-01 Techniques for Collaborative Development of AI Models in the Age of COVID-19 (MICCAI Industrial Talk Series) ])

2021

• 2021-09 Federated Learning (MONAI MICCAI Bootcamp 2021)
• 2021-03 NVIDIA FLARE: An Open Federated Learning Platform (GTC Spring 2022)
• 2021-03 Federated Learning for Healthcare – Collaborative AI without Sharing Patient Data (Data Science Seminar)

2020

• 2020-11 Federated Learning for Medical Imaging - in Chinese (NVIDIA Taiwan)

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