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ResearchFormerly WizWand

Image Classification on CIFAR-10 20 clients (test)

76.95AccuracyFedCCFA
47.018854.789462.5670.3306Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedCCFANumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1076.95
DittoNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1067.45
FedPACNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1066.47
FedRepNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1064.51
FedProxNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1061.25
IFCANumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1061.24
FedAvgNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1060.96
AdapFedAvgNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1060.92
FedFMNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1060.61
FlashNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1059.84
pFedMeNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1058.92
FedBABUNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1058.87
SCAFFOLDNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1058.67
FedDriftNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1048.17