Image Classification on CIFAR-100 non-IID alpha=0.5
69.84CBA MTAFedAvg
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedAvgBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 69.84 | 99.03 | 69.36 | 34.41 | 70.04 | 96.43 | 69.75 | 76.62 | |
| SPMCBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 69.72 | 96.83 | 69.52 | 24.67 | 70.55 | 96.38 | 69.93 | 72.63 | |
| FLShieldBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 69.3 | 95.75 | 69.52 | 34.91 | 70.25 | 88.64 | 69.69 | 73.1 | |
| FedSurrogateBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 66.66 | 0.24 | 66.58 | 0.18 | 66.81 | 0.31 | 66.68 | 0.24 | |
| AlignInsBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 66.45 | 0.18 | 66.39 | 0.15 | 63.49 | 0.2 | 65.44 | 0.18 | |
| FoolsGoldBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 64.52 | 0.27 | 67.44 | 10.35 | 67.28 | 0.19 | 66.41 | 3.6 | |
| FedGradBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 60.75 | 0.13 | 59.68 | 0.28 | 44.64 | 99.97 | 55.02 | 33.46 | |
| FLAMEBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 56.2 | 0.48 | 57.03 | 0.26 | 57.01 | 0.12 | 56.75 | 0.29 | |
| SnowballBackbone=ResNet-18, pdr=0.3, alpha=0.52026.05 | 47.42 | 0.67 | 47.14 | 0.09 | 40.24 | 0.34 | 44.93 | 0.37 |