Image Classification on HAM10000 (test)
65.63AccuracyBESplit-G
Evaluation results
| Method | Links | |
|---|---|---|
| BESplit-Gkappa=0.5, SFL Setting=n=64, k=642026.05 | 65.63 | |
| BESplit-Akappa=0.5, SFL Setting=n=64, k=642026.05 | 62.51 | |
| FAVDkappa=0.5, SFL Setting=n=64, k=642026.05 | 60.31 | |
| FedRDNkappa=0.5, SFL Setting=n=64, k=642026.05 | 60.23 | |
| Fed-MoEkappa=0.5, SFL Setting=n=64, k=642026.05 | 59.56 | |
| FedDynkappa=0.5, SFL Setting=n=64, k=642026.05 | 58.82 | |
| MergeSFLkappa=0.5, SFL Setting=n=64, k=642026.05 | 58.25 | |
| ParallelSFLkappa=0.5, SFL Setting=n=64, k=642026.05 | 58.1 | |
| HASFLkappa=0.5, SFL Setting=n=64, k=642026.05 | 57.99 | |
| FedProxkappa=0.5, SFL Setting=n=64, k=642026.05 | 57.34 | |
| FedAvgkappa=0.5, SFL Setting=n=64, k=642026.05 | 56.63 | |
| SplitFedkappa=0.5, SFL Setting=n=64, k=642026.05 | 56.34 | |
| BESplit-Gkappa=0.1, SFL Setting=n=64, k=642026.05 | 56.1 | |
| BESplit-Akappa=0.1, SFL Setting=n=64, k=642026.05 | 53.74 | |
| FAVDkappa=0.1, SFL Setting=n=64, k=642026.05 | 50.79 | |
| Fed-MoEkappa=0.1, SFL Setting=n=64, k=642026.05 | 49.69 | |
| FedRDNkappa=0.1, SFL Setting=n=64, k=642026.05 | 49.21 | |
| MergeSFLkappa=0.1, SFL Setting=n=64, k=642026.05 | 48.74 | |
| FedDynkappa=0.1, SFL Setting=n=64, k=642026.05 | 48.3 | |
| HASFLkappa=0.1, SFL Setting=n=64, k=642026.05 | 48.03 | |
| ParallelSFLkappa=0.1, SFL Setting=n=64, k=642026.05 | 47.35 | |
| FedProxkappa=0.1, SFL Setting=n=64, k=642026.05 | 46.7 | |
| FedAvgkappa=0.1, SFL Setting=n=64, k=642026.05 | 46.08 | |
| SplitFedkappa=0.1, SFL Setting=n=64, k=642026.05 | 45.88 |