Image Classification on CIFAR-10 non-IID alpha=0.5
90.25CBA MTAFedAvg
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedAvgBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 90.25 | 99.77 | 90.15 | 46.42 | 89.74 | 99.53 | 90.05 | 81.91 | |
| SPMCBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 90.18 | 99.51 | 89.67 | 38.93 | 89.3 | 99.76 | 89.72 | 79.4 | |
| FLShieldBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 90.05 | 99.74 | 89.86 | 28.62 | 89.66 | 99.57 | 89.86 | 75.98 | |
| FedSurrogateBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 87.92 | 1.59 | 88.1 | 1.66 | 86.93 | 2.06 | 87.65 | 1.77 | |
| AlignInsBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 87.79 | 87.76 | 87.75 | 1.03 | 87.23 | 93.23 | 87.59 | 60.67 | |
| FoolsGoldBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 87.34 | 70.43 | 85.55 | 5.71 | 86.13 | 1.48 | 86.34 | 25.87 | |
| FLAMEBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 83.24 | 1.91 | 83.19 | 2.12 | 83.48 | 1.33 | 83.3 | 1.79 | |
| FedGradBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 80.88 | 0.86 | 82.08 | 0.88 | 82.26 | 99.93 | 81.74 | 33.89 | |
| SnowballBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 69.85 | 5.03 | 60.52 | 0.42 | 34.21 | 9.78 | 54.86 | 5.08 |