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ResearchFormerly WizWand

Image Classification on Fashion-MNIST (sudden drift and Dir(0.1) 1.0 (test))

87.63Accuracy (Generalized)FedCCFA
62.857269.288675.7282.1514Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedCCFANumber of clients=100, Sample ratio=20%2024.1087.63
FedCCFANumber of clients=20, Sample ratio=100%2024.1085.22
IFCANumber of clients=100, Sample ratio=20%2024.1082.9
FedDriftNumber of clients=100, Sample ratio=20%2024.1080.48
FedPACNumber of clients=100, Sample ratio=20%2024.1079.96
FedBABUNumber of clients=100, Sample ratio=20%2024.1076.93
FedRepNumber of clients=100, Sample ratio=20%2024.1076.79
DittoNumber of clients=100, Sample ratio=20%2024.1073.29
DittoNumber of clients=20, Sample ratio=100%2024.1072.88
FedRepNumber of clients=20, Sample ratio=100%2024.1071.49
pFedMeNumber of clients=100, Sample ratio=20%2024.1071.17
pFedMeNumber of clients=20, Sample ratio=100%2024.1070.69
IFCANumber of clients=20, Sample ratio=100%2024.1069.45
FedPACNumber of clients=20, Sample ratio=100%2024.1069.33
FlashNumber of clients=100, Sample ratio=20%2024.1068.96
FedProxNumber of clients=20, Sample ratio=100%2024.1068.43
FedProxNumber of clients=100, Sample ratio=20%2024.1068.16
AdapFedAvgNumber of clients=100, Sample ratio=20%2024.1068.07
FedAvgNumber of clients=100, Sample ratio=20%2024.1068
FedFMNumber of clients=20, Sample ratio=100%2024.1067.89
FlashNumber of clients=20, Sample ratio=100%2024.1067.88
FedBABUNumber of clients=20, Sample ratio=100%2024.1067.8
FedAvgNumber of clients=20, Sample ratio=100%2024.1067.39
FedFMNumber of clients=100, Sample ratio=20%2024.1067.29
AdapFedAvgNumber of clients=20, Sample ratio=100%2024.1066.91
SCAFFOLDNumber of clients=100, Sample ratio=20%2024.1066.3
SCAFFOLDNumber of clients=20, Sample ratio=100%2024.1065.98
FedDriftNumber of clients=20, Sample ratio=100%2024.1063.81