A Federated Learning Framework for Brain Tumor Segmentation Without Sharing Patient Data
Wei Zhang,
Wei Jin,
Seungmin Rho
et al.
Abstract:Brain tumors pose a significant threat to human health, necessitating early detection and accurate diagnosis to enhance treatment outcomes. However, centralized data collection and processing encounter challenges related to privacy breaches and data integration due to the sensitivity and diversity of brain tumor patient data. In response, this paper proposes an innovative federated learning‐based approach for brain tumor detection, facilitating multicenter data sharing while safeguarding individual data privac… Show more
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