Image Classification on DermaMNIST 7-class (test)
73.46AccuracyCentralized
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Centralizedtraining=centralized2026.05 | 73.46 | 48.05 | 5.88 | |
| Local-Besttraining=local2026.05 | 70.11 | 31.1 | 19.37 | |
| ChainLearnparticipation_mode=dropout2026.05 | 69.63 | 31.05 | 12.64 | |
| ChainLearnparticipation_mode=full2026.05 | 68.93 | 34.07 | 13.67 | |
| FedAvgfederated_algorithm=FedAvg2026.05 | 67.56 | 20.82 | 10.69 | |
| FedProxfederated_algorithm=FedProx2026.05 | 63.07 | 17.32 | 15.79 | |
| FedMDfederated_algorithm=FedMD2026.05 | 59.98 | 31 | 5.03 | |
| EqualWt-Ensweighting=equal2026.05 | 57.43 | 32.26 | 19.2 |