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Image Classification on DermaMNIST 7-class (test)
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73.46
Accuracy
Centralized
56.7888
61.1169
65.445
69.7731
May 23, 2026
Accuracy
Macro-F1
ECE
Updated 8d ago
Evaluation Results
Method
Method
Links
Accuracy
Macro-F1
ECE
Centralized
training=centralized
2026.05
73.46
48.05
5.88
Local-Best
training=local
2026.05
70.11
31.1
19.37
ChainLearn
participation_mode=dro...
2026.05
69.63
31.05
12.64
ChainLearn
participation_mode=full
2026.05
68.93
34.07
13.67
FedAvg
federated_algorithm=Fe...
2026.05
67.56
20.82
10.69
FedProx
federated_algorithm=Fe...
2026.05
63.07
17.32
15.79
FedMD
federated_algorithm=FedMD
2026.05
59.98
31
5.03
EqualWt-Ens
weighting=equal
2026.05
57.43
32.26
19.2
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