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ResearchFormerly WizWand

Image Classification on Fashion-MNIST 100 clients (test)

89.39AccuracyFedCCFA
67.300473.035278.7784.5048Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedCCFANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1089.39
IFCANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1088.25
FedDriftNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1087.75
FedPACNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1087.24
FedBABUNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1081.68
FedRepNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1081.07
DittoNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1079.62
pFedMeNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1077.66
FlashNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1071.16
SCAFFOLDNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1069.66
FedFMNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1069.12
AdapFedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1068.86
FedProxNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1068.47
FedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1068.15