FL-Swarm MRCM: A Novel Federated Learning Framework for Cross-Site Medical Image Reconstruction

Magnetic Resonance Imaging (MRI) reconstruction is computationally heavy from under sampled data, and centralized data sharing within deep learning models was met with privacy concerns. We therefore propose FL-Swarm MRCM, a novel federated learning framework that integrates FedDyn dynamic regulariza...

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Auteurs principaux:	Ailya Izhar, Syed Muhammad Anwar
Format:	Artigo
Langue:	Inglês
Publié:	MDPI AG 2025-11-01
Collection:	Big Data and Cognitive Computing
Sujets:	adversarial networks federated learning GAN MRI
Accès en ligne:	https://www.mdpi.com/2504-2289/9/11/295
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