ResNetFed: Federated Deep Learning Architecture for Privacy-Preserving Pneumonia Detection from COVID-19 Chest Radiographs

Personal health data is subject to privacy regulations, making it challenging to apply centralized data-driven methods in healthcare, where personalized training data is frequently used. Federated Learning (FL) promises to provide a decentralized solution to this problem. In FL, siloed data is used...

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Detalles Bibliográficos
Autores principales: Riedel, Pascal, von Schwerin, Reinhold, Schaudt, Daniel, Hafner, Alexander, Späte, Christian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10265567/
https://www.ncbi.nlm.nih.gov/pubmed/37359194
http://dx.doi.org/10.1007/s41666-023-00132-7

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10265567/
https://www.ncbi.nlm.nih.gov/pubmed/37359194
http://dx.doi.org/10.1007/s41666-023-00132-7

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