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ResearchFormerly WizWand

Image Classification on CIFAR10 100 clients (test)

73.21Test AccuracyFedCCFA
-2.46955217.17802436.825656.473176Mar 8, 2021Oct 15, 2021May 24, 2022Dec 31, 2022Aug 9, 2023Mar 17, 2024Oct 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedCCFANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1073.21
FedPACNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1064.73
DittoNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1063.35
FlashNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1060.49
AdapFedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1058.23
FedAvgNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1058.15
FedProxNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1057.68
FedFMNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1057.51
IFCANumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1057.31
FedDriftNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1057.26
FedBABUNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1055.29
FedRepNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1053.3
SCAFFOLDNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1045.87
pFedMeNumber of clients=100, Sample ratio=20%, Drift setting=Sudden, Data Distribution=Dir(0.5)2024.1044.15
pFedHN-PCNumber of clients=100, Backbone=LeNet2021.030.8809
pFedHNNumber of clients=100, Backbone=LeNet, Embedding dimension=262021.030.8797
pFedMeNumber of clients=100, Backbone=LeNet2021.030.8523
LG-FedAvgNumber of clients=100, Backbone=LeNet2021.030.8149
FedPerNumber of clients=100, Backbone=LeNet2021.030.8099
Per-FedAvgNumber of clients=100, Backbone=LeNet2021.030.8019
LocalNumber of clients=100, Backbone=LeNet2021.030.5932
FedAvgNumber of clients=100, Backbone=LeNet2021.030.4412