Federated Domain Generalization on OfficeHome (unseen client)
78.91Metric PgPerXAN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| gPerXANBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 78.91 | 67.24 | 57.75 | 80.15 | 71.01 | |
| FedDG-GABackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 77.23 | 65.1 | 58.29 | 78.8 | 69.86 | |
| OursBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 77.04 | 66.71 | 58.23 | 79.3 | 70.32 | |
| ELCFSBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 76.83 | 66.32 | 55.63 | 78.12 | 69.23 | |
| CCSTBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 76.61 | 66.35 | 52.39 | 78.01 | 68.84 | |
| FedAvgBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 76.53 | 65.97 | 55.4 | 78.01 | 68.98 | |
| RSCBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 75.26 | 62.34 | 50.79 | 77.46 | 66.46 | |
| gPerXANBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out, Re-implemented=true2025.12 | 65.2 | 52.46 | 47.12 | 65.37 | 57.54 |