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Benchmarks
Binary Image Classification on PneumoniaMNIST Mild Non-IID (alpha = 1.0) (test)
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89.81
Accuracy
Local-Best
73.3364
77.6132
81.89
86.1668
May 23, 2026
Accuracy
Macro-F1
ECE
Updated 8d ago
Evaluation Results
Method
Method
Links
Accuracy
Macro-F1
ECE
Local-Best
Backbone=ResNet-50, Re...
2026.05
89.81
88.3
8.41
ChainLearn-Dropout (Ours-Dropout)
Backbone=ResNet-50, Re...
2026.05
87.63
85.43
4.57
Centralized
Backbone=ResNet-50, Re...
2026.05
86.09
83
10.92
ChainLearn (Ours)
Backbone=ResNet-50, Re...
2026.05
84.29
80.45
10.39
EqualWt-Ens
Backbone=ResNet-50, Re...
2026.05
83.72
79.64
10.57
FedMD
Backbone=ResNet-50, Re...
2026.05
83.21
78.73
10.16
FedAvg
Backbone=ResNet-50, Re...
2026.05
76.67
68.56
17.89
FedProx
Backbone=ResNet-50, Re...
2026.05
73.97
62.17
19.82
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