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. Author manuscript; available in PMC: 2023 May 1.
Published in final edited form as: Med Image Anal. 2022 Mar 22;78:102424. doi: 10.1016/j.media.2022.102424

Table 3:

Comparison of FedReplay and FedAVG in terms of prediction accuracy and average restoration performance on Split-3 of Retina datasets. FedReplay achieves better prediction accuracy on heterogenous data partitions while at the same time shows similar or even better patient privacy capability (worse reconstruction image quality) than FedAVG.

FedAVG Ours (Conv1) Ours (Layer 2) Ours (Layer 3)
ACC 70.65 ± 0.83 77.20 ± 0.13 76.48 ± 0.63 75.00 ± 0.98
PSNR 11.82 ± 1.86 11.64 ± 0.98 10.48 ± 1.23 9.22 ± 1.28