Backdoor Defense on Fashion-MNIST non-IID alpha=0.5
90.37CBA MTAFedAvg
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedAvgpdr=0.3, alpha=0.52026.05 | 90.37 | 97.71 | 90.08 | 96.57 | 89.7 | 97.03 | 90.05 | 97.1 | |
| FoolsGoldpdr=0.3, alpha=0.52026.05 | 90.28 | 97.81 | 90.08 | 97.19 | 89.75 | 97.41 | 90.04 | 97.47 | |
| SPMCpdr=0.3, alpha=0.52026.05 | 90.03 | 98.16 | 89.74 | 97.16 | 91.31 | 98.63 | 90.36 | 97.98 | |
| FLShieldpdr=0.3, alpha=0.52026.05 | 89.21 | 0.3 | 89.45 | 93.42 | 91.32 | 98.8 | 89.99 | 64.17 | |
| FedSurrogatepdr=0.3, alpha=0.52026.05 | 88.99 | 0.17 | 88.99 | 0.18 | 88.35 | 0.14 | 88.78 | 0.16 | |
| FLAMEpdr=0.3, alpha=0.52026.05 | 86.91 | 0.22 | 86.94 | 0.22 | 86.52 | 0.23 | 86.79 | 0.22 | |
| AlignInspdr=0.3, alpha=0.52026.05 | 86.75 | 95.42 | 87.32 | 95 | 86.67 | 95.93 | 86.91 | 95.45 | |
| FedGradpdr=0.3, alpha=0.52026.05 | 82.45 | 0.26 | 82.41 | 0.26 | 82.44 | 0.26 | 82.43 | 0.26 | |
| Snowballpdr=0.3, alpha=0.52026.05 | 81.18 | 0.28 | 70.19 | 4.69 | 73.71 | 0.14 | 75.03 | 1.7 |