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ResearchFormerly WizWand

Image Classification on CINIC-10 20 clients (test)

51.12AccuracyFedCCFA
33.554438.114742.67547.2353Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedCCFANumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1051.12
DittoNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1051.06
FedFMNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1050.25
AdapFedAvgNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1049.86
FedAvgNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1049.69
FedProxNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1049.45
FlashNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1049.44
SCAFFOLDNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1046.34
FedPACNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1044.38
IFCANumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1044.04
FedRepNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1044
pFedMeNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1041.34
FedBABUNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1041.24
FedDriftNumber of clients=20, Sample ratio=100%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1034.23