Classification on Office-Home-LDS beta=0.1 (test)
79.01AccuracyFedOPT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedOPTBackbone=CLIP+MLP, GGEUR Integration=true2025.03 | 79.01 | 78.32 | 90.84 | 88.61 | 84.2 | 5.59 | |
| FedDynBackbone=CLIP+MLP, GGEUR Integration=true2025.03 | 78.88 | 78.55 | 90.47 | 88.46 | 84.09 | 5.42 | |
| SCAFFOLDBackbone=CLIP+MLP, GGEUR Integration=true2025.03 | 78.6 | 78.32 | 89.86 | 89.07 | 83.96 | 5.51 | |
| FedAvgBackbone=CLIP+MLP, GGEUR Integration=true2025.03 | 78.33 | 79.01 | 90.17 | 88.46 | 83.99 | 5.36 | |
| FedNTDBackbone=CLIP+MLP, GGEUR Integration=true2025.03 | 78.19 | 74.66 | 90.24 | 86.77 | 82.46 | 6.29 | |
| FedProtoBackbone=CLIP+MLP, GGEUR Integration=true2025.03 | 78.05 | 77.71 | 89.79 | 87.84 | 83.35 | 5.51 | |
| MOONBackbone=CLIP+MLP, GGEUR Integration=true2025.03 | 72.02 | 70.31 | 86.11 | 83.87 | 78.08 | 6.98 | |
| FedNTDBackbone=CLIP+MLP, GGEUR Integration=false2025.03 | 69.68 | 66.64 | 84.53 | 80.96 | 75.46 | 7.48 | |
| MOONBackbone=CLIP+MLP, GGEUR Integration=false2025.03 | 69.27 | 68.63 | 86.56 | 82.87 | 76.83 | 7.99 | |
| SCAFFOLDBackbone=CLIP+MLP, GGEUR Integration=false2025.03 | 68.72 | 66.79 | 83.63 | 80.12 | 74.82 | 7.2 | |
| FedProtoBackbone=CLIP+MLP, GGEUR Integration=false2025.03 | 65.84 | 56.49 | 80.41 | 74.85 | 69.4 | 9.09 | |
| FedAvgBackbone=CLIP+MLP, GGEUR Integration=false2025.03 | 65.29 | 58.17 | 80.56 | 76.53 | 70.14 | 8.89 | |
| FedOPTBackbone=CLIP+MLP, GGEUR Integration=false2025.03 | 58.44 | 54.89 | 76.8 | 72.25 | 65.59 | 9.16 | |
| FedDynBackbone=CLIP+MLP, GGEUR Integration=false2025.03 | 58.3 | 55.19 | 77.63 | 72.86 | 65.99 | 9.47 |