Image Classification on CIFAR-100 70% symmetric label noise
59.08AccuracyFedSIR
Evaluation results
| Method | Links | |
|---|---|---|
| FedSIRalpha=0.5, # Clean Clients=62026.04 | 59.08 | |
| FedSIRalpha=2, # Clean Clients=52026.04 | 58.91 | |
| FedSIRalpha=0.3, # Clean Clients=72026.04 | 58.81 | |
| FedELCalpha=0.3, # Clean Clients=72026.04 | 58.38 | |
| FedNoRoalpha=2, # Clean Clients=52026.04 | 57.88 | |
| FedNoRoalpha=0.5, # Clean Clients=62026.04 | 57.7 | |
| FedELCalpha=0.5, # Clean Clients=62026.04 | 57.64 | |
| FedELCalpha=2, # Clean Clients=52026.04 | 57.57 | |
| FedNedalpha=0.3, # Clean Clients=72026.04 | 56.58 | |
| FedNedalpha=2, # Clean Clients=52026.04 | 56.5 | |
| FedNoRoalpha=0.3, # Clean Clients=72026.04 | 56.41 | |
| FedNedalpha=0.5, # Clean Clients=62026.04 | 56.05 | |
| FedProxalpha=0.3, # Clean Clients=72026.04 | 55.66 | |
| FedProxalpha=0.5, # Clean Clients=62026.04 | 55.34 | |
| FedAvgalpha=0.3, # Clean Clients=72026.04 | 55.02 | |
| FedAvgalpha=0.5, # Clean Clients=62026.04 | 54.65 | |
| FedProxalpha=2, # Clean Clients=52026.04 | 54.51 | |
| FedAvgalpha=2, # Clean Clients=52026.04 | 54.48 | |
| FedCorralpha=2, # Clean Clients=52026.04 | 51.59 | |
| RoFLalpha=2, # Clean Clients=52026.04 | 50.8 | |
| FedCorralpha=0.5, # Clean Clients=62026.04 | 50.03 | |
| FedCorralpha=0.3, # Clean Clients=72026.04 | 47.77 | |
| RoFLalpha=0.5, # Clean Clients=62026.04 | 47.02 | |
| FedLSRalpha=2, # Clean Clients=52026.04 | 45.07 | |
| FedLSRalpha=0.3, # Clean Clients=72026.04 | 44.73 | |
| FedLSRalpha=0.5, # Clean Clients=62026.04 | 44.13 | |
| RoFLalpha=0.3, # Clean Clients=72026.04 | 41.46 | |
| RHFLalpha=2, # Clean Clients=52026.04 | 22 | |
| RHFLalpha=0.5, # Clean Clients=62026.04 | 17.85 | |
| RHFLalpha=0.3, # Clean Clients=72026.04 | 16.86 |