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Benchmarks
Image Classification on DermaMNIST Mild Non-IID alpha=1.0
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74.32
Accuracy
Centralized
69.1096
70.4623
71.815
73.1677
May 23, 2026
Accuracy
Macro-F1
ECE
Updated 8d ago
Evaluation Results
Method
Method
Links
Accuracy
Macro-F1
ECE
Centralized
Training Mode=Centralized
2026.05
74.32
49.72
4.44
ChainLearn
Training Mode=Federate...
2026.05
74.08
46.26
4.74
EqualWt-Ens
Training Mode=Federate...
2026.05
73.78
46.28
4.74
ChainLearn-Dropout
Training Mode=Federate...
2026.05
73.64
45.84
3.41
FedMD
Training Mode=Federated
2026.05
71.88
38.28
10.59
Local-Best
Training Mode=Local
2026.05
70.91
37.24
19.53
FedAvg
Training Mode=Federated
2026.05
69.95
28.94
4.6
FedProx
Training Mode=Federated
2026.05
69.31
26.7
5.89
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