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ResearchFormerly WizWand

Image Classification on CINIC-10 Dir(0.5)

62.96AccuracyFedFM
37.500844.110450.7257.3296Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedFMNumber of clients=20, Sample ratio=100%2024.1062.96
FedAvgNumber of clients=20, Sample ratio=100%2024.1062.23
FedProxNumber of clients=20, Sample ratio=100%2024.1062.17
FedDriftNumber of clients=20, Sample ratio=100%2024.1062.12
AdapFedAvgNumber of clients=20, Sample ratio=100%2024.1061.96
FedCCFANumber of clients=20, Sample ratio=100%2024.1061.13
FlashNumber of clients=20, Sample ratio=100%2024.1061.11
FlashNumber of clients=100, Sample ratio=20%2024.1060.3
DittoNumber of clients=20, Sample ratio=100%2024.1059.3
SCAFFOLDNumber of clients=20, Sample ratio=100%2024.1058.92
AdapFedAvgNumber of clients=100, Sample ratio=20%2024.1058.8
FedCCFANumber of clients=100, Sample ratio=20%2024.1058.7
FedFMNumber of clients=100, Sample ratio=20%2024.1058.66
FedDriftNumber of clients=100, Sample ratio=20%2024.1058.48
FedProxNumber of clients=100, Sample ratio=20%2024.1058.4
FedAvgNumber of clients=100, Sample ratio=20%2024.1058.28
IFCANumber of clients=100, Sample ratio=20%2024.1057.84
DittoNumber of clients=100, Sample ratio=20%2024.1056.33
IFCANumber of clients=20, Sample ratio=100%2024.1048.43
SCAFFOLDNumber of clients=100, Sample ratio=20%2024.1047.69
FedPACNumber of clients=100, Sample ratio=20%2024.1047.5
FedPACNumber of clients=20, Sample ratio=100%2024.1043.83
pFedMeNumber of clients=20, Sample ratio=100%2024.1043.75
FedRepNumber of clients=20, Sample ratio=100%2024.1043.63
pFedMeNumber of clients=100, Sample ratio=20%2024.1041.8
FedBABUNumber of clients=100, Sample ratio=20%2024.1041.43
FedBABUNumber of clients=20, Sample ratio=100%2024.1040.74
FedRepNumber of clients=100, Sample ratio=20%2024.1038.48