Taken together, all these studies underscore a strong trend of incorporating multiscale attention, Transformers, and ensemble learning within a federated setup for addressing challenges associated with data heterogeneity, privacy constraints, and limited local annotations.
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Federated lung nodule segmentation using a hybrid transformer-U-Net architecture.
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