Domain Generalization on VLCS (Directional Transfer)
66.38Average AccuracyFedRD
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FedRD2026.01 | 66.38 | — | — | — | — | — | — | — | 85.37 | 56.61 | 63.24 | 60.3 | |
| FedSR2026.01 | 65.35 | — | — | — | — | — | — | — | 82.31 | 56.56 | 63.09 | 59.33 | |
| CCSAProtocol=Domain Generalization2017.09 | 65 | 67.1 | 62.1 | 92.3 | 59.1 | 59.3 | 56.5 | 60.2 | — | — | — | — | |
| FedIIR2026.01 | 64.95 | — | — | — | — | — | — | — | 83.25 | 52.83 | 62.38 | 60.34 | |
| FedGA2026.01 | 64.44 | — | — | — | — | — | — | — | 83.14 | 50.34 | 59.86 | 64.41 | |
| SCAProtocol=Domain Generalization2017.09 | 64 | 64.3 | 59.6 | 88.9 | 59.2 | 59.5 | 55.9 | 60.7 | — | — | — | — | |
| FedBN2026.01 | 63.55 | — | — | — | — | — | — | — | 82.94 | 49.54 | 62.25 | 59.45 | |
| UMLProtocol=Domain Generalization2017.09 | 61.5 | 56.2 | 58.5 | 91.1 | 58.4 | 56.4 | 57.4 | 55.4 | — | — | — | — | |
| LRE-SVMProtocol=Domain Generalization2017.09 | 61.4 | 60.5 | 59.7 | 88.1 | 54.8 | 55 | 52.8 | 58.8 | — | — | — | — | |
| FedProx2026.01 | 60.52 | — | — | — | — | — | — | — | 80.51 | 49.99 | 57.12 | 54.49 | |
| LBProtocol=Lower Bound2017.09 | 60.2 | 59.1 | 55.6 | 86.1 | 54.6 | 55.3 | 50.9 | 60.1 | — | — | — | — | |
| 1NNProtocol=Lower Bound2017.09 | 60.1 | 57.2 | 52.4 | 90.5 | 56.9 | 55 | 52.6 | 56.6 | — | — | — | — | |
| SVMProtocol=Lower Bound2017.09 | 60.1 | 58.4 | 55.2 | 85.1 | 55.2 | 55.5 | 51.8 | 59.9 | — | — | — | — | |
| Scaffold2026.01 | 59.99 | — | — | — | — | — | — | — | 77.26 | 50.39 | 56.35 | 55.97 | |
| FedAvg2026.01 | 58.6 | — | — | — | — | — | — | — | 76.71 | 48.03 | 56.7 | 52.97 |