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ResearchFormerly WizWand

Image Classification on Fashion-MNIST 20 clients (test)

89.5AccuracyFedCCFA
6.8228.28549.7571.215Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedCCFANumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1089.5
IFCANumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1087.02
FedPACNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1084
pFedMeNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1082.37
FedRepNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1081.99
FedBABUNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1079.83
FedDriftNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1078.95
DittoNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1078.51
SCAFFOLDNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1069.92
AdapFedAvgNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1069.3
FedProxNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1069.25
FedFMNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1068.48
FedAvgNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1067.81
FlashNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1010