Image Classification on CIFAR-100 (IID) (Poisoning Robustness)
64.29Clean AccuracyFedAvg
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FedAvgModel=VGG92025.03 | 64.29 | 99.2 | 99.54 | 68 | 35 | 99.25 | 99.36 | 64 | 54 | 94.41 | 93.36 | 4.36 | 5.28 | 97.52 | 1.98 | |
| FedAvg*Model=VGG92025.03 | 64.29 | 0.62 | 0.62 | 5,303 | 5,303 | 0.62 | 0.62 | 5,303 | 5,303 | 0.62 | 0.62 | 53.03 | 53.03 | 0.62 | 53.03 | |
| FoolsgoldModel=VGG92025.03 | 64.13 | 99.02 | 99.3 | 83 | 57 | 99.15 | 99.39 | 74 | 51 | 21.79 | 6.21 | 42.06 | 46.4 | 70.81 | 15.19 | |
| AlignInsModel=VGG92025.03 | 63.45 | 0.79 | 0.71 | 5,045 | 5,153 | 0.45 | 0.57 | 5,081 | 5,208 | 0.49 | 0.53 | 51.11 | 50.66 | 0.59 | 51.11 | |
| MMModel=VGG92025.03 | 63.26 | 99.51 | 99.87 | 37 | 11 | 99.53 | 99.7 | 35 | 19 | 98.48 | 98.97 | 1.32 | 0.83 | 99.34 | 0.53 | |
| LockdownModel=VGG92025.03 | 62.88 | 55.21 | 24.14 | 2,845 | 4,306 | 34.37 | 49.02 | 3,406 | 2,793 | 0.85 | 0.67 | 42.66 | 47.04 | 27.38 | 37.2 | |
| RFAModel=VGG92025.03 | 53.92 | 4.32 | 1.45 | 3,760 | 3,988 | 2.15 | 0.78 | 3,973 | 4,151 | 99.74 | 89.59 | 0.21 | 6.59 | 33.01 | 27.59 | |
| MKrumModel=VGG92025.03 | 51.28 | 1.33 | 1.54 | 3,813 | 3,849 | 1.36 | 1.54 | 3,785 | 3,791 | 99.82 | 99.87 | 0.12 | 0.1 | 36.21 | 25.49 | |
| RLRModel=VGG92025.03 | 44.34 | 96.57 | 99.85 | 181 | 12 | 24.41 | 94.08 | 2,497 | 322 | 0.04 | 0 | 29.07 | 29.73 | 52.49 | 14.82 |