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ResearchFormerly WizWand

Image Classification on CINIC-10 100 clients (test)

52.62AccuracyFedCCFA
37.165641.177845.1949.2022Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedCCFANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1052.62
FlashNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1049.28
DittoNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1048.4
AdapFedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1046.34
FedFMNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1046.23
FedPACNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1046.22
FedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1046.18
FedProxNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1046.11
FedDriftNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1045.6
IFCANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1045.43
FedBABUNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1040.49
FedRepNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1038.15
SCAFFOLDNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1037.94
pFedMeNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1037.76