Image Classification on Tiny-ImageNet fine-grained (test)
22.95AccuracyFedFMX
Evaluation Results
| Method | Links | |
|---|---|---|
| FedFMXalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 22.95 | |
| FedFMXalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 19.14 | |
| FedFMXalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 15.88 | |
| FedCBDRalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 15.72 | |
| pFedMxFalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 15.46 | |
| FedCBDRalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 14.38 | |
| pFedMxFalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 14.25 | |
| pFedMoEalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 12.63 | |
| FL-CLIPalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 12.34 | |
| FedCBDRalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 12.29 | |
| Re-Fedalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 12.28 | |
| pFedMxFalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 12.17 | |
| Re-Fedalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 11.43 | |
| FL-CLIPalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 10.91 | |
| pFedMoEalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 10.84 | |
| FedLwFalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 10.34 | |
| LANDERalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 10.24 | |
| Re-Fedalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 9.18 | |
| FL-CLIPalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 8.94 | |
| LANDERalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 8.78 | |
| LANDERalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 8.66 | |
| pFedMoEalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 7.92 | |
| TARGETalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 7.86 | |
| FedLwFalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 6.25 | |
| TARGETalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 5.67 | |
| FedCrossalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 5.64 | |
| FedWMSAMalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 5.31 | |
| FedEWCalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 5.22 | |
| TARGETalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 5.21 | |
| FedMutalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 4.96 | |
| FedEWCalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 4.39 | |
| FedLSAalpha_D=1.0, backbone=ResNet-18, setting=DIL2026.06 | 4.27 | |
| FedCrossalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 4.21 | |
| FedLwFalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 3.97 | |
| FedWMSAMalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 3.89 | |
| FedEWCalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 3.62 | |
| FedMutalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 3.58 | |
| FedLSAalpha_D=0.5, backbone=ResNet-18, setting=DIL2026.06 | 3.01 | |
| FedCrossalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 2.86 | |
| FedWMSAMalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 2.63 | |
| FedMutalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 2.41 | |
| FedLSAalpha_D=0.1, backbone=ResNet-18, setting=DIL2026.06 | 2.02 |