Classification on GTSRB (Acc, AD)
99.53AccuracyFedAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedASFramework=Vanilla2026.06 | 99.53 | 61.8 | |
| FedRepFramework=Vanilla2026.06 | 99.46 | 68.29 | |
| FedASFramework=Robustness-enhanced framework2026.06 | 99.36 | 22.54 | |
| FedRepFramework=Robustness-enhanced framework2026.06 | 99.34 | 62.24 | |
| FedBNFramework=Robustness-enhanced framework2026.06 | 99.24 | 67.69 | |
| FedBNFramework=Vanilla2026.06 | 98.85 | 84.75 | |
| SCAFFOLDFramework=Robustness-enhanced framework2026.06 | 98.67 | 62.36 | |
| FedProxFramework=Robustness-enhanced framework2026.06 | 98.64 | 69.54 | |
| FedBABUFramework=Robustness-enhanced framework2026.06 | 98.42 | 21.74 | |
| FedBABUFramework=Vanilla2026.06 | 98.32 | 79 | |
| GPFLFramework=Vanilla2026.06 | 98.23 | 51.42 | |
| FedProxFramework=Vanilla2026.06 | 98.17 | 85.59 | |
| SCAFFOLDFramework=Vanilla2026.06 | 97.87 | 79.28 | |
| FedCACFramework=Vanilla2026.06 | 97.81 | 72.99 | |
| GPFLFramework=Robustness-enhanced framework2026.06 | 97.54 | 42.94 | |
| FedBABUFramework=Robustness-enhanced framework + AT2026.06 | 97.47 | 13.86 | |
| SCAFFOLDFramework=Robustness-enhanced framework + AT2026.06 | 97.14 | 22.01 | |
| FedCACFramework=Robustness-enhanced framework2026.06 | 97.07 | 55.13 | |
| FedASFramework=Robustness-enhanced framework + AT2026.06 | 97.06 | 13.55 | |
| FedBNFramework=Robustness-enhanced framework + AT2026.06 | 96.83 | 22.34 | |
| FedRepFramework=Robustness-enhanced framework + AT2026.06 | 96.79 | 16.15 | |
| FedProxFramework=Robustness-enhanced framework + AT2026.06 | 95.77 | 24.73 | |
| FedCACFramework=Robustness-enhanced framework + AT2026.06 | 91.25 | 23.29 | |
| GPFLFramework=Robustness-enhanced framework + AT2026.06 | 90.31 | 24.16 | |
| FedBABUFramework=Robustness-enhanced framework + AT + RS2026.06 | 54.68 | 5.64 | |
| FedCACFramework=Robustness-enhanced framework + AT + RS2026.06 | 54.3 | 8.82 | |
| FedASFramework=Robustness-enhanced framework + AT + RS2026.06 | 53.85 | 4.82 | |
| GPFLFramework=Robustness-enhanced framework + AT + RS2026.06 | 48.12 | 5.87 | |
| FedRepFramework=Robustness-enhanced framework + AT + RS2026.06 | 47.41 | 4.57 | |
| FedBNFramework=Robustness-enhanced framework + AT + RS2026.06 | 44.61 | 7.59 | |
| SCAFFOLDFramework=Robustness-enhanced framework + AT + RS2026.06 | 40.33 | 6.82 | |
| FedProxFramework=Robustness-enhanced framework + AT + RS2026.06 | 39.35 | 6.22 |