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Drug Discovery and Development
Purpose: To explore the use of AI in pharmaceutical research and drug development... View more
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“Federated Learning for Multi-Institutional Medical Imaging Studies”
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“Federated Learning for Multi-Institutional Medical Imaging Studies”
Colleagues, I’m exploring federated learning approaches for large-scale medical imaging studies across multiple institutions. What challenges have you encountered in implementing federated learning, and how did you overcome them?
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2 Replies
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Great topic, Arthur! We’ve been grappling with model convergence issues when dealing with heterogeneous data across institutions. We’ve had some success with adaptive optimization techniques. Have you explored this avenue?
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From a clinical perspective, one challenge we’ve faced is ensuring consistent image quality and annotation standards across institutions. Has anyone developed effective protocols for standardization in federated learning setups?
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