Image Classification on CIFAR-100 Non-IID Dir(0.3) 2009 (test)
69.38Top-1 AccuracyFedGR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedGRNoise Type=Clean, phi=0.0, Range=0.0-0.02024.11 | 69.38 | — | |
| FedGRNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 65.57 | — | |
| FedGRNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 65.57 | — | |
| FedCorrNoise Type=Clean, phi=0.0, Range=0.0-0.02024.11 | 64.46 | — | |
| FedAvgNoise Type=Clean, phi=0.0, Range=0.0-0.02024.11 | 63.86 | — | |
| FedCorrNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 61.45 | — | |
| FedCorrNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 61.29 | — | |
| FedGRNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 59.68 | — | |
| FedProxNoise Type=Clean, phi=0.0, Range=0.0-0.02024.11 | 58.83 | — | |
| FL-DivideMixNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 57.93 | — | |
| FedGRNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 57.76 | — | |
| FL-CoteachingNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 57.7 | — | |
| FL-DivideMixNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 57.7 | — | |
| FL-CoteachingNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 56.8 | — | |
| FedGRNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 56.49 | — | |
| FedCorrNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 55.83 | — | |
| FL-DivideMixNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 55.47 | — | |
| FedCorrNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 53.94 | — | |
| FL-DivideMixNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 52.53 | — | |
| FL-CoteachingNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 52.35 | — | |
| FedCorrNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 52.18 | — | |
| FedAvgNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 51.74 | — | |
| FedFixerNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 51.67 | — | |
| FedFixerNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 51.43 | — | |
| FL-CoteachingNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 50.71 | — | |
| FedAvgNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 49.29 | — | |
| FedProxNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 46.12 | — | |
| FedProxNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 44.26 | — | |
| FL-DivideMixNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 44.25 | — | |
| FedFixerNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 43.63 | — | |
| FedFixerNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 43.01 | — | |
| FedAvgNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 41.36 | — | |
| SFedHIFIScale=1.0×2026.03 | 39.72 | — | |
| FedDivNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 39.59 | — | |
| FedDivNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 39.49 | — | |
| SFedHIFIScale=0.75×2026.03 | 39.37 | — | |
| FedAvgNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 39.16 | — | |
| FedProxNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 36.86 | — | |
| FL-CoteachingNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 36.64 | — | |
| FedProxNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 35.4 | — | |
| FedNoRoNoise Type=Asym, phi=0.6, Range=0.2-0.42024.11 | 34 | — | |
| FedDivNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 33.2 | — | |
| FedDivNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 32.72 | — | |
| FedProxScale=1.0×2026.03 | 32.64 | — | |
| FedNoRoNoise Type=Mixed, phi=0.6, Range=0.2-0.42024.11 | 32.64 | — | |
| SFedHIFIScale=Avg.2026.03 | 31.99 | — | |
| FedAVGScale=1.0×2026.03 | 30.36 | — | |
| FedGRNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 30.3 | — | |
| SFedHIFIScale=0.5×2026.03 | 29.46 | — | |
| FedFixerNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 29.26 | — | |
| FedAvgNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 29.04 | — | |
| FedNovaScale=1.0×2026.03 | 28.46 | — | |
| FedAVGScale=0.75×2026.03 | 27.81 | — | |
| FL-DivideMixNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 27.29 | — | |
| FedNoRoNoise Type=Mixed, phi=1.0, Range=0.2-0.42024.11 | 27.02 | — | |
| FedNoRoNoise Type=Asym, phi=1.0, Range=0.2-0.42024.11 | 27 | — | |
| FedNoRoNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 26.66 | — | |
| FedProxNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 26.19 | — | |
| FedProxScale=0.75×2026.03 | 25.64 | — | |
| FL-CoteachingNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 24.81 | — | |
| FedNovaScale=0.75×2026.03 | 23.76 | — | |
| FedProxScale=Avg.2026.03 | 20.53 | — | |
| FedAVGScale=Avg.2026.03 | 20.52 | — | |
| FedNovaScale=Avg.2026.03 | 19.81 | — | |
| SFedHIFIScale=0.25×2026.03 | 19.4 | — | |
| FedCorrNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 19.02 | — | |
| FedNovaScale=0.5×2026.03 | 16.87 | — | |
| FedAVGScale=0.5×2026.03 | 16.5 | — | |
| FedProxScale=0.5×2026.03 | 15.73 | — | |
| FedNoRoNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 12.43 | — | |
| FedFixerNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 11.61 | — | |
| FedAvgNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 10.23 | — | |
| FedDivNoise Type=Sym, phi=0.6, Range=0.5-1.02024.11 | 10.18 | — | |
| FedNovaScale=0.25×2026.03 | 10.13 | — | |
| FedProxNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 9.31 | — | |
| FedProxScale=0.25×2026.03 | 8.1 | — | |
| FedAVGScale=0.25×2026.03 | 7.41 | — | |
| FedDivNoise Type=Sym, phi=1.0, Range=0.5-1.02024.11 | 1.11 | — | |
| FedAvgScenario=Overall Summary2024.11 | — | 36.8 | |
| FedCorrScenario=Overall Summary2024.11 | — | 50.62 | |
| FedDivScenario=Overall Summary2024.11 | — | 27.19 | |
| FedFixerScenario=Overall Summary2024.11 | — | 38.44 | |
| FedGRScenario=Overall Summary2024.11 | — | 55.9 | |
| FedNoRoScenario=Overall Summary2024.11 | — | 26.63 | |
| FedProxScenario=Overall Summary2024.11 | — | 37.77 | |
| FL-CoteachingScenario=Overall Summary2024.11 | — | 46.5 | |
| FL-DivideMixScenario=Overall Summary2024.11 | — | 49.2 |