Federated Learning for surgical vision in appendicitis classification: Results of the FedSurg EndoVis 2024 challenge.
The authors' analysis identifies temporal modeling as the architectural factor most consistently associated with generalization to the unseen center, although the effect is not uniform across metrics in the controlled baseline comparison, and both parameter-efficient baselines remain more costly than a constant predict...