Privacy Enhancing Technologies for Gigapixel Medical Image Analysis

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Due to the sensitive nature of medical data, hospitals are unable to merge their datasets to develop models. Our work indicates that differentially private federated learning is a viable and reliable framework for the collaborative development of machine learning models in medical image analysis.