Image Classification on CIFAR-100 60% symmetric label noise
63.05AccuracyFedAvg
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAvgalpha=2, # Clean Clients=102026.04 | 63.05 | |
| FedAvgalpha=0.5, # Clean Clients=102026.04 | 61.91 | |
| FedAvgalpha=0.3, # Clean Clients=102026.04 | 60.67 | |
| FedSIRalpha=0.5, # Clean Clients=62026.04 | 59.3 | |
| FedSIRalpha=0.3, # Clean Clients=72026.04 | 59.18 | |
| FedSIRalpha=2, # Clean Clients=52026.04 | 58.81 | |
| FedNoRoalpha=2, # Clean Clients=52026.04 | 58.72 | |
| FedELCalpha=0.3, # Clean Clients=72026.04 | 58.14 | |
| FedNoRoalpha=0.5, # Clean Clients=62026.04 | 57.95 | |
| FedELCalpha=0.5, # Clean Clients=62026.04 | 57.91 | |
| FedELCalpha=2, # Clean Clients=52026.04 | 57.49 | |
| FedNedalpha=2, # Clean Clients=52026.04 | 57.03 | |
| Pruningalpha=2, # Clean Clients=52026.04 | 56.87 | |
| Pruningalpha=0.3, # Clean Clients=72026.04 | 56.74 | |
| Pruningalpha=0.5, # Clean Clients=62026.04 | 56.57 | |
| FedNoRoalpha=0.3, # Clean Clients=72026.04 | 56.46 | |
| FedNedalpha=0.3, # Clean Clients=72026.04 | 56.23 | |
| FedAvgalpha=2, # Clean Clients=52026.04 | 55.9 | |
| FedProxalpha=0.3, # Clean Clients=72026.04 | 55.8 | |
| FedProxalpha=2, # Clean Clients=52026.04 | 55.61 | |
| FedAvgalpha=0.3, # Clean Clients=72026.04 | 55.6 | |
| FedNedalpha=0.5, # Clean Clients=62026.04 | 55.55 | |
| FedProxalpha=0.5, # Clean Clients=62026.04 | 55.33 | |
| FedAvgalpha=0.5, # Clean Clients=62026.04 | 54.95 | |
| RoFLalpha=2, # Clean Clients=52026.04 | 52.65 | |
| FedCorralpha=2, # Clean Clients=52026.04 | 51.56 | |
| FedCorralpha=0.5, # Clean Clients=62026.04 | 50.34 | |
| FedCorralpha=0.3, # Clean Clients=72026.04 | 48.71 | |
| FedLSRalpha=2, # Clean Clients=52026.04 | 46.68 | |
| FedLSRalpha=0.3, # Clean Clients=72026.04 | 46.14 | |
| RoFLalpha=0.5, # Clean Clients=62026.04 | 46.12 | |
| FedLSRalpha=0.5, # Clean Clients=62026.04 | 45.53 | |
| RoFLalpha=0.3, # Clean Clients=72026.04 | 42.82 | |
| RHFLalpha=2, # Clean Clients=52026.04 | 23.74 | |
| RHFLalpha=0.5, # Clean Clients=62026.04 | 19.23 | |
| RHFLalpha=0.3, # Clean Clients=72026.04 | 17.25 |