Post-deployment adaptation with access to source data via federated learning and source-target remote gradient alignment

<p>Deployment of Deep Neural Networks in medical imaging is hindered by distribution shift between training data and data processed after deployment, causing performance degradation. Post-Deployment Adaptation (PDA) addresses this by tailoring a pre-trained, deployed model to the&nbsp;<...

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Bibliographic Details
Main Authors: Wagner, F, Li, Z, Saha, P, Kamnitsas, K
Format: Conference item
Language:English
Published: Springer 2023