Federated Domain Generalization on PACS (unseen client)
96.23Art AccELCFS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ELCFSBackbone=ResNet-50, Evaluation Protocol=Leave-one-domain-out2025.12 | 96.23 | 83.94 | 79.27 | 73.3 | 83.19 | |
| ELCFSBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 96.23 | 83.94 | 79.27 | 73.3 | 83.19 | |
| RSCBackbone=ResNet-50, Evaluation Protocol=Leave-one-domain-out2025.12 | 95.21 | 83.15 | 78.24 | 74.62 | 82.81 | |
| RSCBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 95.21 | 83.15 | 78.24 | 74.62 | 82.81 | |
| CCSTBackbone=ResNet-50, Evaluation Protocol=Leave-one-domain-out2025.12 | 88.33 | 78.2 | 96.65 | 82.9 | 86.52 | |
| CCSTBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 88.33 | 78.2 | 96.65 | 82.9 | 86.52 | |
| OursBackbone=ResNet-50, Evaluation Protocol=Leave-one-domain-out2025.12 | 88.18 | 85.12 | 97.92 | 81.62 | 88.21 | |
| OursBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 88.18 | 85.12 | 97.92 | 81.62 | 88.21 | |
| FedDG-GABackbone=ResNet-50, Evaluation Protocol=Leave-one-domain-out2025.12 | 86.91 | 81.23 | 96.8 | 82.74 | 86.92 | |
| FedDG-GABackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 86.91 | 81.23 | 96.8 | 82.74 | 86.92 | |
| gPerXANBackbone=ResNet-50, Evaluation Protocol=Leave-one-domain-out2025.12 | 86.52 | 84.68 | 97.27 | 83.28 | 87.94 | |
| gPerXANBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 86.52 | 84.68 | 97.27 | 83.28 | 87.94 | |
| FedAvgBackbone=ResNet-50, Evaluation Protocol=Leave-one-domain-out2025.12 | 82.23 | 78.2 | 95.21 | 73.56 | 82.3 | |
| FedAvgBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out2025.12 | 82.23 | 78.2 | 95.21 | 73.56 | 82.3 | |
| gPerXAN*Backbone=ResNet-50, Evaluation Protocol=Leave-one-domain-out, Local Run with Author Code=true2025.12 | 74.8 | 76.47 | 87.24 | 84.34 | 80.72 | |
| gPerXANBackbone=ResNet50, Evaluation Protocol=Leave-one-domain-out, Re-implemented=true2025.12 | 74.8 | 76.47 | 87.24 | 84.34 | 80.72 |