Image Classification on CIFAR-10 non-i.i.d. with symmetric noise
86.52Test Accuracy (ρ=0.4, τ=0.5)FedCova
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedCovaAdditional Conditions=None2026.03 | 86.52 | 85.5 | 83.78 | 80.71 | 67.21 | 64.99 | |
| FedCorrAdditional Conditions=WU2026.03 | 84.87 | 79.24 | 69.47 | 67.21 | 61.74 | 48.15 | |
| FedNedAdditional Conditions=CD, ED2026.03 | 82.38 | 82.02 | 78.16 | 77.11 | 64.58 | 48.98 | |
| FedNoRoAdditional Conditions=WU2026.03 | 81.51 | 80.48 | 74.05 | 71.93 | 63.79 | 30.23 | |
| CoteachingFLAdditional Conditions=DM2026.03 | 78.63 | 73.58 | 73.34 | 65 | 57.41 | 38.86 | |
| RoFLAdditional Conditions=None2026.03 | 77.78 | 72.79 | 73.52 | 62.51 | 58.18 | 44.11 | |
| FedNed-Additional Conditions=CD2026.03 | 72.9 | 64.3 | 70.15 | 65.71 | 52.33 | 39.63 | |
| FedAvgAdditional Conditions=None2026.03 | 72.43 | 65.16 | 64.75 | 52.87 | 47.98 | 22.27 | |
| DivideMixFLAdditional Conditions=DM2026.03 | 68.5 | 64.58 | 66.32 | 65.42 | 59.88 | 53.16 |