Federated Image Classification on CIFAR-100 and CIFAR-100-C (brightness, test)
0.7788Accuracy (In-Distribution)FedRoD+FOOGD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedRoD+FOOGDalpha=0.12024.10 | 0.7788 | 0.757 | |
| FedTHEalpha=0.12024.10 | 0.7383 | 0.6909 | |
| FedRoDalpha=0.12024.10 | 0.7313 | 0.6926 | |
| FOSTERalpha=0.12024.10 | 0.7254 | 0.675 | |
| FedICONalpha=0.12024.10 | 0.7222 | 0.6779 | |
| FedRoD+FOOGDalpha=0.52024.10 | 0.703 | 0.6823 | |
| FedRoDalpha=0.52024.10 | 0.6688 | 0.6128 | |
| FedTHEalpha=0.52024.10 | 0.6622 | 0.6119 | |
| FedICONalpha=0.52024.10 | 0.6586 | 0.6183 | |
| FedAvg+FOOGDalpha=52024.10 | 0.6496 | 0.6418 | |
| FedRoD+FOOGDalpha=52024.10 | 0.6494 | 0.6256 | |
| FedATOLalpha=52024.10 | 0.6416 | 0.6361 | |
| FOSTERalpha=0.52024.10 | 0.6245 | 0.5762 | |
| FedICONalpha=52024.10 | 0.6211 | 0.5762 | |
| FedAvg+FOOGDalpha=0.52024.10 | 0.6182 | 0.5991 | |
| FedIIRalpha=52024.10 | 0.617 | 0.5765 | |
| FedT3Aalpha=52024.10 | 0.6164 | 0.5551 | |
| FedAvgalpha=52024.10 | 0.614 | 0.5672 | |
| FedRoDalpha=52024.10 | 0.6134 | 0.558 | |
| FedTHEalpha=52024.10 | 0.6103 | 0.5703 | |
| FedLNalpha=52024.10 | 0.61 | 0.5633 | |
| FedATOLalpha=0.52024.10 | 0.6062 | 0.5663 | |
| FedLNalpha=0.52024.10 | 0.5939 | 0.5386 | |
| FedT3Aalpha=0.52024.10 | 0.5907 | 0.5542 | |
| FedIIRalpha=0.52024.10 | 0.5866 | 0.5572 | |
| FedAvgalpha=0.52024.10 | 0.5828 | 0.5462 | |
| FedAvg+FOOGDalpha=0.12024.10 | 0.5384 | 0.5169 | |
| FOSTERalpha=52024.10 | 0.538 | 0.4928 | |
| FedLNalpha=0.12024.10 | 0.5248 | 0.4815 | |
| FedAvgalpha=0.12024.10 | 0.5167 | 0.4754 | |
| FedT3Aalpha=0.12024.10 | 0.5167 | 0.515 | |
| FedIIRalpha=0.12024.10 | 0.5163 | 0.4788 | |
| FedATOLalpha=0.12024.10 | 0.4365 | 0.4108 |