Image Classification on CIFAR-10 cross-silo (test)
86.54AθFedAvg
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FedAvgBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 86.54 | 76.54 | 76.54 | 23.57 | 22.09 | 72.15 | 38.92 | 76.54 | 62.36 | |
| FoolsGoldBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 85.21 | 24.58 | 53.56 | 12.73 | 11.54 | — | 10.9 | 52.18 | 10.55 | |
| FLAMEBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 84.25 | 10.28 | 67.53 | 28.2 | 28.44 | — | 62.15 | 11.48 | 8.85 | |
| SgnGBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 83.88 | 14.02 | 28.42 | 16.93 | 16.05 | — | 4.5 | 11.66 | 7.23 | |
| MedianBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 82.38 | 20.79 | 26.12 | 19.45 | 20.46 | 34.56 | 18.78 | 8.94 | 38.16 | |
| M-KrumBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 81.56 | 6.69 | 21.93 | 18.16 | 20.62 | 12.6 | 22.44 | 6.42 | 3.48 | |
| FreqFedBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 81.34 | 15.11 | 29.86 | 16.19 | 17.24 | — | 8.31 | 9.81 | 5.34 | |
| CCBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 81.04 | 7.15 | 63.21 | 20.14 | 19.51 | — | 6.61 | 6.73 | 5.57 | |
| Tr-MeanBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 80.4 | 15.23 | 51.22 | 17.21 | 16.02 | 52.4 | 38.55 | 8.3 | 50.85 | |
| FLTrustBackbone=AlexNet, FL Setting=Cross-silo, Number of Clients=50, Global Iterations=255, Malicious Client Ratio=20%2026.04 | 80.2 | 4.23 | 8.77 | 6.86 | 7.66 | — | 8.67 | 9.38 | 6.07 |