Domain Generalization on PACS (out-of-domain)
98.56Accuracy (Art Domain)FedSDWC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedSDWC2025.11 | 98.56 | 93.42 | 96.06 | 42.24 | 82.57 | |
| FOOGD2025.11 | 97.46 | 89.32 | 91.48 | 41.4 | 79.92 | |
| FedAvg2025.11 | 97.21 | 62.58 | 91 | 35.28 | 71.52 | |
| FedT3A2025.11 | 97.13 | 75.71 | 93.21 | 37.4 | 75.86 | |
| FedTHE2025.11 | 96.17 | 90.72 | 93.57 | 29.14 | 77.4 | |
| FedIIR2025.11 | 86.86 | 80.29 | 88.98 | 31.38 | 71.88 | |
| DAELDGCategory=MoE-based methods2024.10 | 84.6 | 74.4 | 95.6 | 78.9 | 83.4 | |
| LFMECategory=MoE-based methods2024.10 | 83.4 | 78.3 | 96.8 | 76.1 | 83.7 | |
| Meta-DMoECategory=MoE-based methods2024.10 | 83.2 | 76.8 | 95.4 | 76.6 | 83 | |
| Epi-FCRCategory=Recent methods2024.10 | 82.1 | 77 | 93.9 | 73 | 81.5 | |
| CCSACategory=Recent methods2024.10 | 80.5 | 76.9 | 93.6 | 66.8 | 79.4 | |
| CrossGradCategory=Recent methods2024.10 | 79.8 | 76.8 | 96 | 70.2 | 80.7 | |
| JiGenCategory=Recent methods2024.10 | 79.4 | 75.3 | 96 | 71.6 | 80.5 | |
| ERMCategory=Recent methods2024.10 | 77 | 75.9 | 96 | 69.2 | 79.5 | |
| DMGCategory=Recent methods2024.10 | 76.9 | 80.4 | 93.4 | 75.2 | 81.5 |