Federated Out-of-Distribution Detection on CIFAR-100 (ID) vs LSUN-C (OOD) (test)
36.4FPR@95FedAvg+FOOGD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedAvg+FOOGDalpha=0.12024.10 | 36.4 | 91.41 | |
| FedRoD+FOOGDalpha=0.52024.10 | 45.19 | 89.59 | |
| FedAvg+FOOGDalpha=0.52024.10 | 55.7 | 86.42 | |
| FedAvg+FOOGDalpha=52024.10 | 57.7 | 84.03 | |
| FedRoD+FOOGDalpha=0.12024.10 | 58.81 | 86.07 | |
| FOSTERalpha=0.12024.10 | 61.25 | 75.44 | |
| FedICONalpha=0.12024.10 | 61.36 | 77.12 | |
| FedTHEalpha=0.12024.10 | 64.73 | 75.16 | |
| FedRoD+FOOGDalpha=52024.10 | 65.18 | 80.47 | |
| FedATOLalpha=0.12024.10 | 65.26 | 81.64 | |
| FedRoDalpha=0.12024.10 | 66.34 | 73.02 | |
| FedLNalpha=0.12024.10 | 66.94 | 74.82 | |
| FedLNalpha=0.52024.10 | 68.31 | 73.41 | |
| FedLNalpha=52024.10 | 69.18 | 75.87 | |
| FedICONalpha=0.52024.10 | 69.99 | 71.03 | |
| FedATOLalpha=0.52024.10 | 70.1 | 79.27 | |
| FedRoDalpha=0.52024.10 | 70.13 | 69.48 | |
| FedICONalpha=52024.10 | 70.91 | 70.84 | |
| FedTHEalpha=52024.10 | 71.43 | 69.01 | |
| FedIIRalpha=52024.10 | 72.57 | 69.07 | |
| FedAvgalpha=52024.10 | 72.68 | 70.59 | |
| FedT3Aalpha=52024.10 | 72.77 | 70.44 | |
| FedAvgalpha=0.52024.10 | 72.84 | 70.86 | |
| FedT3Aalpha=0.52024.10 | 72.86 | 70.88 | |
| FedTHEalpha=0.52024.10 | 72.95 | 69.38 | |
| FOSTERalpha=0.52024.10 | 73.26 | 68.71 | |
| FedRoDalpha=52024.10 | 74.86 | 67.76 | |
| FOSTERalpha=52024.10 | 76.94 | 65.47 | |
| FedIIRalpha=0.52024.10 | 77.62 | 65.87 | |
| FedAvgalpha=0.12024.10 | 78.35 | 67.16 | |
| FedT3Aalpha=0.12024.10 | 78.36 | 67.22 | |
| FedATOLalpha=52024.10 | 80.27 | 60.51 | |
| FedIIRalpha=0.12024.10 | 81.91 | 63.99 |