Federated learning system for training machine learning algorithms and maintaining patient privacy
F Aghaei, N Murari, JF Martin, J Schmid… - US Patent App. 17 …, 2022 - Google Patents
A method for using a federated learning classifier in digital pathology includes distributing,
by a centralized server, a global model to a plurality of client devices. The client devices
further train the global model using a plurality images of a specimen and corresponding
annotations to generate at least one further trained model. The client devices provide further
trained models to the centralized server, which aggregates the further trained models with
the global model to generate an updated global model. The updated global model is then …
by a centralized server, a global model to a plurality of client devices. The client devices
further train the global model using a plurality images of a specimen and corresponding
annotations to generate at least one further trained model. The client devices provide further
trained models to the centralized server, which aggregates the further trained models with
the global model to generate an updated global model. The updated global model is then …
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