Overcoming diagnostic and data privacy challenges in viral disease detection: an integrated approach using generative AI, vision transformers, explainable AI, and federated learning

The growing dependence on artificial intelligence (AI) in healthcare has significantly advanced the detection and diagnosis of viral diseases. However, existing AI models encounter key obstacles such as data privacy concerns, limited interpretability, poor generalization, and overfitting, which rest...

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Bibliographic Details
Main Authors: Asadi Srinivasulu, Anupam Agrawal, Ramchand Vedaiyan
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Virology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fviro.2025.1625855/full
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