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FedDPGAN: Federated Differentially Private Generative Adversarial Networks Framework for the Detection of COVID-19 Pneumonia

Existing deep learning technologies generally learn the features of chest X-ray data generated by Generative Adversarial Networks (GAN) to diagnose COVID-19 pneumonia. However, the above methods have a critical challenge: data privacy. GAN will leak the semantic information of the training data whic...

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Detalles Bibliográficos
Autores principales: Zhang, Longling, Shen, Bochen, Barnawi, Ahmed, Xi, Shan, Kumar, Neeraj, Wu, Yi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8204125/
https://www.ncbi.nlm.nih.gov/pubmed/34149305
http://dx.doi.org/10.1007/s10796-021-10144-6