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Benchmarks
Image Classification on MNIST symmetric noise 0.2 Dirichlet non-IID (a=100) (test)
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27
ECE
SuPerFed-MM
26.72
28.61
30.5
32.39
Sep 16, 2021
ECE
MCE
Top-1 Acc
Updated 1mo ago
Evaluation Results
Method
Method
Links
ECE
MCE
Top-1 Acc
SuPerFed-MM
Dirichlet alpha=100
2021.09
27
64
71.99
SuPerFed-LM
Dirichlet alpha=100
2021.09
27
66
69.23
FedPer
Dirichlet alpha=100
2021.09
28
66
68.44
APFL
Dirichlet alpha=100
2021.09
28
67
67.83
FedAvg
Dirichlet alpha=100
2021.09
29
66
66.94
FedProx
Dirichlet alpha=100
2021.09
29
66
67.15
SCAFFOLD
Dirichlet alpha=100
2021.09
29
66
67.15
FedRep
Dirichlet alpha=100
2021.09
30
71
66.58
Ditto
Dirichlet alpha=100
2021.09
31
69
60.62
pFedMe
Dirichlet alpha=100
2021.09
33
74
59.8
LG-FedAvg
Dirichlet alpha=100
2021.09
34
71
61.54
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