Out-of-Distribution Detection on CIFAR-10 ID vs LSUN_CR OOD
100AUCOE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OEAdversarial radius (epsilon)=0.012021.06 | 100 | 94.91 | 0 | 0.027 | |
| ProoDAdversarial radius (epsilon)=0.01, Delta (bias shift)=32021.06 | 100 | 94.99 | 58.3 | 0.597 | |
| GOOD80Adversarial radius (epsilon)=0.01, Classifier Architecture=different2021.06 | 97.4 | 87.39 | 70.6 | 0.936 | |
| PlainAdversarial radius (epsilon)=0.012021.06 | 93.1 | 95.01 | 0 | 0.005 | |
| ACETAdversarial radius (epsilon)=0.012021.06 | 89.2 | 93.43 | 0 | 0.037 | |
| GOOD100Adversarial radius (epsilon)=0.01, Classifier Architecture=different2021.06 | 84.9 | 86.96 | 74.6 | 0.756 | |
| ATOMAdversarial radius (epsilon)=0.012021.06 | 79.8 | 93.63 | 0 | 0.201 | |
| ProoD-DiscAdversarial radius (epsilon)=0.012021.06 | 78.1 | — | 71.5 | 0.723 |