FedGAN: Federated diabetic retinopathy image generation.

Deep learning models for diagnostic applications require large amounts of sensitive patient data, raising privacy concerns under centralized training paradigms. We propose FedGAN, a federated learning framework for synthetic medical image generation that combines Generative Adversarial Networks (GAN...

Full description

Saved in:
Bibliographic Details
Main Authors: Hassan Kamran, Syed Jawad Hussain, Sohaib Latif, Imtiaz Ali Soomro, Mrim M Alnfiai, Nouf Nawar Alotaibi
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0326579
Tags: Add Tag
No Tags, Be the first to tag this record!