A Collaborative Privacy Preserved Federated Learning Framework for Pneumonia Detection using Diverse Chest X-ray Data Silos

Pneumonia detection from chest X-rays remains one of the most challenging tasks in the traditional centralized framework due to the requirement of data consolidation at the central location raising data privacy and security concerns. The amalgamation of healthcare data at the centralized storage lea...

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Bibliographic Details
Main Authors: Shagun Sharma, Kalpna Guleria
Format: Article
Language:English
Published: Ram Arti Publishers 2025-04-01
Series:International Journal of Mathematical, Engineering and Management Sciences
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Online Access:https://www.ijmems.in/cms/storage/app/public/uploads/volumes/23-IJMEMS-24-0502-10-2-464-485-2025.pdf
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