Image Classification on Office-31 Amazon domain (test)
91.05AccuracySDFed
Evaluation Results
| Method | Links | |
|---|---|---|
| SDFedBackbone=ViT-B162026.02 | 91.05 | |
| GPT-FLBackbone=ViT-B162026.02 | 90.51 | |
| UOPPBackbone=ViT-B162026.02 | 90.48 | |
| FedOTPBackbone=ViT-B162026.02 | 89.43 | |
| PowderBackbone=ViT-B162026.02 | 89.19 | |
| SDFedBackbone=ResNet502026.02 | 87.12 | |
| CoOpBackbone=ViT-B162026.02 | 85.61 | |
| UOPPBackbone=ResNet502026.02 | 85.31 | |
| GPT-FLBackbone=ResNet502026.02 | 85.12 | |
| FedOTPBackbone=ResNet502026.02 | 83.86 | |
| PowderBackbone=ResNet502026.02 | 83.42 | |
| FedSCAlInitial Server Model=Webcam2025.12 | 82.87 | |
| CoOpBackbone=ResNet502026.02 | 79.45 | |
| FedLoAInitial Server Model=Webcam2025.12 | 79.19 | |
| LoAInitial Server Model=Webcam2025.12 | 78.83 | |
| FedMOONInitial Server Model=Webcam2025.12 | 78.79 | |
| FedProxInitial Server Model=Webcam2025.12 | 77.35 | |
| FedWCAInitial Server Model=Webcam2025.12 | 75.88 | |
| Dual AdaptInitial Server Model=Webcam2025.12 | 73.81 | |
| LADDInitial Server Model=Webcam2025.12 | 70.6 |