Image Classification on ISIC (test)
61.24AccuracyBESplit-G
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BESplit-Gkappa=0.5, SFL Setting=n=32, k=322026.05 | 61.24 | — | — | |
| BESplit-Akappa=0.5, SFL Setting=n=32, k=322026.05 | 59.51 | — | — | |
| FAVDkappa=0.5, SFL Setting=n=32, k=322026.05 | 57.69 | — | — | |
| FedRDNkappa=0.5, SFL Setting=n=32, k=322026.05 | 56.12 | — | — | |
| Fed-MoEkappa=0.5, SFL Setting=n=32, k=322026.05 | 55.41 | — | — | |
| MergeSFLkappa=0.5, SFL Setting=n=32, k=322026.05 | 54.38 | — | — | |
| HASFLkappa=0.5, SFL Setting=n=32, k=322026.05 | 53.28 | — | — | |
| ParallelSFLkappa=0.5, SFL Setting=n=32, k=322026.05 | 52.79 | — | — | |
| BESplit-Gkappa=0.1, SFL Setting=n=32, k=322026.05 | 52.19 | — | — | |
| FedDynkappa=0.5, SFL Setting=n=32, k=322026.05 | 52.12 | — | — | |
| FedProxkappa=0.5, SFL Setting=n=32, k=322026.05 | 51.6 | — | — | |
| SplitFedkappa=0.5, SFL Setting=n=32, k=322026.05 | 50.32 | — | — | |
| FedAvgkappa=0.5, SFL Setting=n=32, k=322026.05 | 50.21 | — | — | |
| BESplit-Akappa=0.1, SFL Setting=n=32, k=322026.05 | 49.74 | — | — | |
| FAVDkappa=0.1, SFL Setting=n=32, k=322026.05 | 46.79 | — | — | |
| Fed-MoEkappa=0.1, SFL Setting=n=32, k=322026.05 | 46.32 | — | — | |
| FedRDNkappa=0.1, SFL Setting=n=32, k=322026.05 | 46.24 | — | — | |
| FedDynkappa=0.1, SFL Setting=n=32, k=322026.05 | 44.27 | — | — | |
| MergeSFLkappa=0.1, SFL Setting=n=32, k=322026.05 | 42.74 | — | — | |
| HASFLkappa=0.1, SFL Setting=n=32, k=322026.05 | 42.1 | — | — | |
| ParallelSFLkappa=0.1, SFL Setting=n=32, k=322026.05 | 41.6 | — | — | |
| FedProxkappa=0.1, SFL Setting=n=32, k=322026.05 | 38.56 | — | — | |
| SplitFedkappa=0.1, SFL Setting=n=32, k=322026.05 | 36.82 | — | — | |
| FedAvgkappa=0.1, SFL Setting=n=32, k=322026.05 | 36.19 | — | — | |
| DFRTrusing group annotations=true2026.05 | — | 0.741 | 0.488 | |
| DFRTrgroup annotation=true2026.05 | — | 74.1 | 48.8 | |
| DFRVgroup annot.=true2026.05 | — | — | 77.7 | |
| GroupDROusing group annotations=true2026.05 | — | 0.877 | 0.59 | |
| GroupDROgroup annotation=true2026.05 | — | 87.7 | 59 | |
| JTTusing group annotations=false2026.05 | — | 0.778 | 0.201 | |
| JTTgroup annotation=false2026.05 | — | 77.8 | 20.1 | |
| MaskTuneusing group annotations=false2026.05 | — | 0.888 | 0.298 | |
| PruSCusing group annotations=false2026.05 | — | 0.861 | 0.751 | |
| PruSCgroup annotation=false2026.05 | — | 86.1 | 75.1 | |
| ResNet50using group annotations=false2026.05 | — | 0.862 | 0.344 | |
| ResNet50group annotation=false2026.05 | — | 86.2 | 34.4 | |
| SCOREusing group annotations=false2026.05 | — | 0.826 | 0.799 | |
| SCOREgroup annot.=false2026.05 | — | — | 79.9 | |
| SCOREgroup annotation=false2026.05 | — | 82.6 | 79.9 | |
| SCOREVgroup annot.=true2026.05 | — | — | 80.9 |