Image Classification on Camelyon17 (H1-H5 Metrics)
91.3H1 AccuracyWarmFed
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WarmFedModel Type=PM, Communication Rounds=5-rounds2025.03 | 91.3 | 92.4 | 95.9 | 95.6 | 93.6 | 94.4 | |
| WarmFedModel Type=GM, Communication Rounds=5-rounds2025.03 | 91 | 89.4 | 91.4 | 92.4 | 89.3 | 90.7 | |
| Centralized2025.03 | 90.9 | 91.5 | 95.5 | 95.9 | 92.4 | 93.3 | |
| Pre-IN1KModel Type=PM, Communication Rounds=5-rounds2025.03 | 90.8 | 90 | 94.3 | 95 | 93 | 92.6 | |
| FedBNModel Type=PM2025.03 | 90.7 | 90.1 | 95.6 | 94.6 | 92.4 | 92.7 | |
| FedAvgModel Type=PM2025.03 | 89.6 | 89.3 | 95.4 | 95 | 93.2 | 92.5 | |
| FedAvgModel Type=GM2025.03 | 88.4 | 86.8 | 94.6 | 91.4 | 90.6 | 90.4 | |
| FedBNModel Type=GM2025.03 | 88 | 87.8 | 94.3 | 91.8 | 90.4 | 90.8 | |
| Pre-IN1KModel Type=GM, Communication Rounds=5-rounds2025.03 | 87.8 | 84.7 | 88 | 89.5 | 86.1 | 87.2 | |
| FGLModel Type=PM, Communication Rounds=5-rounds2025.03 | 87.5 | 85.9 | 94.5 | 94.3 | 93.2 | 91.1 | |
| FGLModel Type=GM, Communication Rounds=5-rounds2025.03 | 85 | 80.9 | 90.2 | 85.4 | 89.4 | 86.2 | |
| WarmFedCommunication Rounds=one-shot2025.03 | 78.8 | 73 | 85.1 | 79.7 | 73.9 | 78.1 | |
| FGLCommunication Rounds=one-shot2025.03 | 50 | 50.2 | 50.1 | 50.1 | 50 | 50.1 |