Federated Image Classification on Federated EMNIST (test)
78.4AccuracySpectral Sentinel
Evaluation Results
| Method | Links | |
|---|---|---|
| Spectral SentinelByzantine Ratio=40%, Number of Attacks=122025.12 | 78.4 | |
| FLTrustByzantine Ratio=40%, Number of Attacks=122025.12 | 63.4 | |
| FLAMEByzantine Ratio=40%, Number of Attacks=122025.12 | 63.4 | |
| CRFLByzantine Ratio=40%, Number of Attacks=122025.12 | 63.4 | |
| ByzShieldByzantine Ratio=40%, Number of Attacks=122025.12 | 63.4 | |
| Geometric MedianByzantine Ratio=40%, Number of Attacks=122025.12 | 60.1 | |
| Bulyan++Byzantine Ratio=40%, Number of Attacks=122025.12 | 58.4 | |
| Trimmed MeanByzantine Ratio=40%, Number of Attacks=122025.12 | 58.4 | |
| KrumByzantine Ratio=40%, Number of Attacks=122025.12 | 58.4 | |
| SignGuardByzantine Ratio=40%, Number of Attacks=122025.12 | 58.4 | |
| FedAvgByzantine Ratio=40%, Number of Attacks=122025.12 | 48.4 | |
| MedianByzantine Ratio=40%, Number of Attacks=122025.12 | 48.4 |