Image Classification on CIFAR-100 fine-grained (test)
50.76AccuracyFedFMX
Evaluation Results
| Method | Links | |
|---|---|---|
| FedFMXalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 50.76 | |
| FedFMXalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 50.32 | |
| FedFMXalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 47.87 | |
| FedCBDRalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 47.42 | |
| pFedMxFalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 47.12 | |
| FedCBDRalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 46.27 | |
| pFedMxFalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 46.09 | |
| FedCBDRalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 44.63 | |
| pFedMxFalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 43.97 | |
| Re-Fedalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 40.87 | |
| FL-CLIPalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 39.9 | |
| Re-Fedalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 39.76 | |
| FL-CLIPalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 37.95 | |
| LANDERalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 37.66 | |
| LANDERalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 34.02 | |
| pFedMoEalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 33.24 | |
| Re-Fedalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 29.42 | |
| FedLwFalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 28.97 | |
| pFedMoEalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 28.73 | |
| FL-CLIPalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 28.59 | |
| LANDERalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 27.35 | |
| TARGETalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 25.35 | |
| FedLwFalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 25.21 | |
| pFedMoEalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 22.61 | |
| TARGETalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 21.38 | |
| FedLwFalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 18.96 | |
| TARGETalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 14.04 | |
| FedEWCalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 12.31 | |
| FedEWCalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 11.03 | |
| FedCrossalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 9.86 | |
| FedWMSAMalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 9.12 | |
| FedMutalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 8.54 | |
| FedEWCalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 8.22 | |
| FedLSAalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 7.63 | |
| FedCrossalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 7.41 | |
| FedWMSAMalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 6.89 | |
| FedMutalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 6.37 | |
| FedLSAalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 5.48 | |
| FedCrossalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 5.03 | |
| FedWMSAMalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 4.76 | |
| FedMutalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 4.21 | |
| FedLSAalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 3.56 |