Image Classification on CIFAR-100 ID (test)
81.66AccuracySURE+
Evaluation Results
| Method | Links | |
|---|---|---|
| SURE+Training strategy=RegPixMix (SURE+), Backbone=ResNet-182026.03 | 81.66 | |
| SURETraining strategy=SURE, Backbone=ResNet-182026.03 | 80.55 | |
| RegMixupTraining strategy=RegMixup, Backbone=ResNet-182026.03 | 79.35 | |
| MixupTraining strategy=Mixup, Backbone=ResNet-182026.03 | 78.47 | |
| BasicTraining strategy=Basic, Backbone=ResNet-182026.03 | 77.32 | |
| FedGRNoise Type=Clean, phi=0.0, U(rho_min, rho_max)=0.0-0.02024.11 | 72.03 | |
| FedCorrNoise Type=Clean, phi=0.02024.11 | 71.24 | |
| FedGRNoise Type=Asym, phi=0.6, U(rho_min, rho_max)=0.2-0.42024.11 | 69.48 | |
| FedGRNoise Type=Mixed, phi=0.6, U(rho_min, rho_max)=0.2-0.42024.11 | 69.21 | |
| FedDivNoise Type=Mixed, phi=0.62024.11 | 67.12 | |
| FedAvgNoise Type=Clean, phi=0.0, U(rho_min, rho_max)=0.0-0.02024.11 | 65.17 | |
| FedGRNoise Type=Mixed, phi=1.0, U(rho_min, rho_max)=0.2-0.42024.11 | 65.15 | |
| FedGRNoise Type=Asym, phi=1.0, U(rho_min, rho_max)=0.2-0.42024.11 | 64.12 | |
| FedGRNoise Type=Sym, phi=0.6, U(rho_min, rho_max)=0.5-1.02024.11 | 64.01 | |
| FedGRMetric Scope=Avg2024.11 | 62.83 | |
| FedProxNoise Type=Clean, phi=0.02024.11 | 57.24 | |
| FedAvgNoise Type=Asym, phi=0.6, U(rho_min, rho_max)=0.2-0.42024.11 | 55.79 | |
| FedAvgNoise Type=Mixed, phi=0.6, U(rho_min, rho_max)=0.2-0.42024.11 | 53.17 | |
| FedFixerNoise Type=Mixed, phi=1.02024.11 | 47.2 | |
| FedAvgNoise Type=Asym, phi=1.0, U(rho_min, rho_max)=0.2-0.42024.11 | 46.03 | |
| FedAvgMetric Scope=Avg2024.11 | 45.48 | |
| FedAvgNoise Type=Mixed, phi=1.0, U(rho_min, rho_max)=0.2-0.42024.11 | 44.12 | |
| FL-CoteachingNoise Type=Sym, phi=0.62024.11 | 42.87 | |
| FedAvgNoise Type=Sym, phi=0.6, U(rho_min, rho_max)=0.5-1.02024.11 | 37.57 | |
| FL-DivideMixNoise Type=Sym, phi=1.02024.11 | 36.3 | |
| FedNoRoNoise Type=Asym, phi=0.62024.11 | 35.95 | |
| FedGRNoise Type=Sym, phi=1.0, U(rho_min, rho_max)=0.5-1.02024.11 | 35.82 | |
| FedAvgNoise Type=Sym, phi=1.0, U(rho_min, rho_max)=0.5-1.02024.11 | 16.48 |