Image Classification on Office-Caltech10 (unseen clients)
0.88Accuracy (C)WarmFed
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| WarmFed2025.03 | 0.88 | 0.917 | 0.969 | 0.983 | 0.937 | |
| Pre-IN1K2025.03 | 0.858 | 0.891 | 0.875 | 0.78 | 0.851 | |
| FGL2025.03 | 0.818 | 0.912 | 0.938 | 0.779 | 0.862 | |
| Centralized2025.03 | 0.72 | 0.938 | 0.938 | 0.983 | 0.847 | |
| FedBN2025.03 | 0.6071 | 0.7052 | 0.8 | 0.5517 | 0.666 | |
| FedBNevaluation_mode=unseen clients2025.03 | 0.6071 | 0.7052 | 0.8 | 0.5517 | 0.666 | |
| FDSEadaptation=true2025.03 | 0.5714 | 0.7578 | 0.9333 | 0.7586 | 0.7552 | |
| FDSEevaluation_mode=unseen clients2025.03 | 0.5714 | 0.7578 | 0.9333 | 0.7586 | 0.7552 | |
| FedSRevaluation_mode=unseen clients2025.03 | 0.5625 | 0.7578 | 0.8666 | 0.6932 | 0.72 | |
| FedDG-GAevaluation_mode=unseen clients2025.03 | 0.5535 | 0.7263 | 0.8666 | 0.6896 | 0.709 | |
| FedAvg2025.03 | 0.5178 | 0.7052 | 0.8 | 0.6551 | 0.6695 | |
| FedAvgevaluation_mode=unseen clients2025.03 | 0.5178 | 0.7052 | 0.8 | 0.6561 | 0.6695 | |
| FedAvg2025.03 | 0.431 | 0.693 | 0.688 | 0.797 | 0.652 | |
| FDSEadaptation=false2025.03 | 0.4017 | 0.6842 | 0.8666 | 0.7241 | 0.6691 |