OOD Detection on CIFAR-10 (IND) vs LSUN/R (OOD)
99.5AUROCEnergy + pNML
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Energy + pNMLBackbone=WideResNet-402021.10 | 99.5 | 99 | 97.3 | — | |
| EnergyBackbone=WideResNet-402021.10 | 99.3 | 98.6 | 97 | — | |
| FedRoD + FOOGDalpha=0.12024.10 | 92.8 | — | — | 41.46 | |
| FedAvg + FOOGDalpha=0.12024.10 | 90.16 | — | — | 44.16 | |
| FedTHEalpha=0.12024.10 | 83.46 | — | — | 42.95 | |
| FedICONalpha=0.12024.10 | 83.3 | — | — | 49.05 | |
| FedRoDalpha=0.12024.10 | 82.92 | — | — | 41.8 | |
| FedATOLalpha=0.12024.10 | 79.89 | — | — | 64.01 | |
| FedIIRalpha=0.12024.10 | 78.69 | — | — | 58.44 | |
| FedLNalpha=0.12024.10 | 78.34 | — | — | 61.31 | |
| FedAvgalpha=0.12024.10 | 77.02 | — | — | 62.01 | |
| FOSTERalpha=0.12024.10 | 76.24 | — | — | 48.09 |