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Benchmarks
Image Classification on MNIST pair noise 0.1 Dirichlet non-IID (test)
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14
ECE
SuPerFed-LM
13.64
16.07
18.5
20.93
Sep 16, 2021
ECE
MCE
Top-1 Acc
Updated 1mo ago
Evaluation Results
Method
Method
Links
ECE
MCE
Top-1 Acc
SuPerFed-LM
Dirichlet alpha=100
2021.09
14
49
84.78
SCAFFOLD
Dirichlet alpha=100
2021.09
16
58
80.86
SuPerFed-MM
Dirichlet alpha=100
2021.09
16
53
83.67
FedAvg
Dirichlet alpha=100
2021.09
17
58
82.4
FedProx
Dirichlet alpha=100
2021.09
17
58
82.05
FedPer
Dirichlet alpha=100
2021.09
17
57
82.43
APFL
Dirichlet alpha=100
2021.09
18
60
80.18
FedRep
Dirichlet alpha=100
2021.09
21
62
77.95
Ditto
Dirichlet alpha=100
2021.09
22
66
72.39
LG-FedAvg
Dirichlet alpha=100
2021.09
23
66
73.65
pFedMe
Dirichlet alpha=100
2021.09
23
66
72.05
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