Image Classification on CIFAR100 globalized pairflip label noise setting (test)
60.8AccuracyFedRG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FedRGNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 60.8 | 51.25 | 55.46 | |
| FedSAMNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 45.64 | 41.62 | 44.29 | |
| CCVRNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 42.37 | 38.51 | 40.81 | |
| FedExpNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 41.95 | 38.51 | 41.2 | |
| FedAvgNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 41.49 | 38.79 | 40.53 | |
| FedDiscoNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 41.45 | 37.54 | 40.57 | |
| FedInitNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 41.08 | 37.68 | 40.19 | |
| FedProxNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 40.95 | 34.32 | 39.83 | |
| SymmetricCENoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 40.52 | 55.8 | 38.65 | |
| MOONNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 40.33 | 36.14 | 39.45 | |
| FedCorrNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 40.25 | 42.67 | 38.48 | |
| FedNoRoNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 40.07 | 34.43 | 39.19 | |
| FedELCNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 37.1 | 40.83 | 35.97 | |
| FedCleanNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 36.71 | 39.83 | 36.79 | |
| FedLSRNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 8.17 | 8.26 | 10.23 |