Image Classification on CIFAR-100 30% symmetric label noise
60.42AccuracyFedSIR
Evaluation Results
| Method | Links | |
|---|---|---|
| FedSIRalpha=2, # Clean Clients=52026.04 | 60.42 | |
| FedNoRoalpha=2, # Clean Clients=52026.04 | 59.76 | |
| FedSIRalpha=0.5, # Clean Clients=62026.04 | 59.74 | |
| FedSIRalpha=0.3, # Clean Clients=72026.04 | 59.43 | |
| FedAvgalpha=2, # Clean Clients=52026.04 | 58.81 | |
| FedELCalpha=0.3, # Clean Clients=72026.04 | 58.65 | |
| FedNoRoalpha=0.5, # Clean Clients=62026.04 | 58.59 | |
| FedProxalpha=2, # Clean Clients=52026.04 | 58.41 | |
| FedELCalpha=2, # Clean Clients=52026.04 | 58.02 | |
| FedELCalpha=0.5, # Clean Clients=62026.04 | 57.91 | |
| FedProxalpha=0.5, # Clean Clients=62026.04 | 57.72 | |
| FedProxalpha=0.3, # Clean Clients=72026.04 | 57.55 | |
| FedNedalpha=2, # Clean Clients=52026.04 | 57.53 | |
| FedAvgalpha=0.5, # Clean Clients=62026.04 | 57.38 | |
| FedAvgalpha=0.3, # Clean Clients=72026.04 | 57.36 | |
| FedNoRoalpha=0.3, # Clean Clients=72026.04 | 56.9 | |
| FedNedalpha=0.5, # Clean Clients=62026.04 | 56.47 | |
| FedNedalpha=0.3, # Clean Clients=72026.04 | 56.18 | |
| RoFLalpha=2, # Clean Clients=52026.04 | 54.62 | |
| FedCorralpha=2, # Clean Clients=52026.04 | 53.48 | |
| RoFLalpha=0.5, # Clean Clients=62026.04 | 51.2 | |
| FedCorralpha=0.5, # Clean Clients=62026.04 | 50.85 | |
| FedCorralpha=0.3, # Clean Clients=72026.04 | 50.72 | |
| FedLSRalpha=2, # Clean Clients=52026.04 | 49.61 | |
| FedLSRalpha=0.5, # Clean Clients=62026.04 | 48.5 | |
| FedLSRalpha=0.3, # Clean Clients=72026.04 | 47.55 | |
| RoFLalpha=0.3, # Clean Clients=72026.04 | 46.77 | |
| RHFLalpha=2, # Clean Clients=52026.04 | 29.16 | |
| RHFLalpha=0.5, # Clean Clients=62026.04 | 21.47 | |
| RHFLalpha=0.3, # Clean Clients=72026.04 | 18.64 |