Image Classification on DomainNet fine-grained (test)
46.83AccuracyFedFMX
Evaluation Results
| Method | Links | |
|---|---|---|
| FedFMXalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 46.83 | |
| FedFMXalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 44.29 | |
| FedFMXalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 43.75 | |
| FedCBDRalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 43.73 | |
| FedCBDRalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 42.72 | |
| pFedMxFalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 41.47 | |
| pFedMxFalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 40.56 | |
| FedCBDRalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 39.27 | |
| pFedMxFalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 38.69 | |
| Re-Fedalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 35.97 | |
| FL-CLIPalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 35.11 | |
| Re-Fedalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 34.99 | |
| FL-CLIPalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 33.4 | |
| LANDERalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 33.14 | |
| LANDERalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 29.94 | |
| pFedMoEalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 29.25 | |
| Re-Fedalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 25.89 | |
| FedLwFalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 25.49 | |
| pFedMoEalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 25.28 | |
| FL-CLIPalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 25.16 | |
| LANDERalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 24.07 | |
| TARGETalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 22.31 | |
| FedLwFalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 22.18 | |
| pFedMoEalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 19.92 | |
| TARGETalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 18.81 | |
| FedLwFalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 16.68 | |
| TARGETalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 12.36 | |
| FedEWCalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 10.83 | |
| FedEWCalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 9.71 | |
| FedCrossalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 8.68 | |
| FedWMSAMalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 8.03 | |
| FedMutalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 7.72 | |
| FedEWCalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 7.23 | |
| FedLSAalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 6.71 | |
| FedCrossalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 6.52 | |
| FedWMSAMalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 6.06 | |
| FedMutalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 5.61 | |
| FedLSAalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 4.82 | |
| FedCrossalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 4.46 | |
| FedWMSAMalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 4.19 | |
| FedMutalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 3.8 | |
| FedLSAalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 3.13 |