Image Classification on CIFAR-100 40% symmetric label noise
59.81AccuracyFedSIR
Evaluation results
| Method | Links | |
|---|---|---|
| FedSIRalpha=2, # Clean Clients=52026.04 | 59.81 | |
| FedSIRalpha=0.5, # Clean Clients=62026.04 | 59.73 | |
| FedNoRoalpha=2, # Clean Clients=52026.04 | 59.61 | |
| FedSIRalpha=0.3, # Clean Clients=72026.04 | 59.53 | |
| FedELCalpha=0.3, # Clean Clients=72026.04 | 58.45 | |
| FedNoRoalpha=0.5, # Clean Clients=62026.04 | 58.22 | |
| FedELCalpha=2, # Clean Clients=52026.04 | 58.04 | |
| FedAvgalpha=2, # Clean Clients=52026.04 | 57.88 | |
| FedELCalpha=0.5, # Clean Clients=62026.04 | 57.85 | |
| FedProxalpha=0.5, # Clean Clients=62026.04 | 57.17 | |
| FedAvgalpha=0.5, # Clean Clients=62026.04 | 57.15 | |
| FedProxalpha=2, # Clean Clients=52026.04 | 57.15 | |
| FedProxalpha=0.3, # Clean Clients=72026.04 | 57.05 | |
| FedAvgalpha=0.3, # Clean Clients=72026.04 | 56.92 | |
| FedNoRoalpha=0.3, # Clean Clients=72026.04 | 56.9 | |
| FedNedalpha=2, # Clean Clients=52026.04 | 56.68 | |
| FedNedalpha=0.3, # Clean Clients=72026.04 | 56.46 | |
| FedNedalpha=0.5, # Clean Clients=62026.04 | 55.97 | |
| RoFLalpha=2, # Clean Clients=52026.04 | 53.99 | |
| FedCorralpha=2, # Clean Clients=52026.04 | 52.68 | |
| FedCorralpha=0.5, # Clean Clients=62026.04 | 50.8 | |
| FedCorralpha=0.3, # Clean Clients=72026.04 | 50.56 | |
| RoFLalpha=0.5, # Clean Clients=62026.04 | 48.76 | |
| FedLSRalpha=2, # Clean Clients=52026.04 | 47.98 | |
| FedLSRalpha=0.5, # Clean Clients=62026.04 | 47.82 | |
| FedLSRalpha=0.3, # Clean Clients=72026.04 | 46.99 | |
| RoFLalpha=0.3, # Clean Clients=72026.04 | 45.75 | |
| RHFLalpha=2, # Clean Clients=52026.04 | 27.9 | |
| RHFLalpha=0.5, # Clean Clients=62026.04 | 21.33 | |
| RHFLalpha=0.3, # Clean Clients=72026.04 | 18.53 |