Image Classification on CIFAR-10 fine-grained (test)
67.46AccuracyFedFMX
Evaluation Results
| Method | Links | |
|---|---|---|
| FedFMXalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 67.46 | |
| FedCBDRalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 64.96 | |
| pFedMxFalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 64.82 | |
| FedFMXalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 64.68 | |
| FedCBDRalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 60.58 | |
| pFedMxFalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 60.43 | |
| FedFMXalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 59.36 | |
| Re-Fedalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 58.36 | |
| LANDERalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 58.19 | |
| FL-CLIPalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 57.85 | |
| FedCBDRalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 56.49 | |
| pFedMxFalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 55.78 | |
| Re-Fedalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 54.21 | |
| FL-CLIPalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 52.19 | |
| pFedMoEalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 52.18 | |
| FedLwFalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 51.53 | |
| Re-Fedalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 51.02 | |
| FL-CLIPalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 49.37 | |
| TARGETalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 48.62 | |
| pFedMoEalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 46.27 | |
| pFedMoEalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 39.84 | |
| LANDERalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 39.57 | |
| FedLwFalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 38.98 | |
| TARGETalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 35.76 | |
| LANDERalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 35.73 | |
| FedLwFalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 34.82 | |
| TARGETalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 32.21 | |
| FedEWCalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 29.44 | |
| FedCrossalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 28.93 | |
| FedWMSAMalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 27.41 | |
| FedMutalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 26.48 | |
| FedLSAalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 23.94 | |
| FedCrossalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 22.74 | |
| FedWMSAMalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 21.93 | |
| FedMutalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 20.11 | |
| FedEWCalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 20.07 | |
| FedLSAalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 18.23 | |
| FedCrossalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 17.38 | |
| FedWMSAMalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 16.82 | |
| FedEWCalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 16.24 | |
| FedMutalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 15.62 | |
| FedLSAalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 13.47 |