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Benchmarks
Binary Image Classification on PneumoniaMNIST 1.0 (test)
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89.36
Accuracy
Local-Best
79.2304
81.8602
84.49
87.1198
May 23, 2026
Accuracy
Macro F1 Score
Expected Calibration Error (ECE)
Updated 8d ago
Evaluation Results
Method
Method
Links
Accuracy
Macro F1 Score
Expected Calibration Error (ECE)
Local-Best
Backbone=ResNet-50, Al...
2026.05
89.36
87.77
0.072
Centralized Training
Backbone=ResNet-50, Al...
2026.05
88.27
86.15
0.0852
ChainLearn
Backbone=ResNet-50, Al...
2026.05
86.03
83.19
0.0695
EqualWt-Ens
Backbone=ResNet-50, Al...
2026.05
85.58
82.52
0.0755
ChainLearn-Dropout
Backbone=ResNet-50, Al...
2026.05
84.81
81.28
0.0669
FedAvg
Backbone=ResNet-50, Al...
2026.05
83.78
78.82
0.1191
FedProx
Backbone=ResNet-50, Al...
2026.05
82.31
76.55
0.1149
FedMD
Backbone=ResNet-50, Al...
2026.05
79.62
73.19
0.1241
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