Out-of-Distribution Detection on CIFAR-10 (ID) vs Smooth (OOD)
99.9AUCOE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OEAdversarial radius (epsilon)=0.012021.06 | 99.9 | 94.91 | 0 | 0.015 | |
| ACETAdversarial radius (epsilon)=0.012021.06 | 99.9 | 93.43 | 0 | 0.402 | |
| ProoDAdversarial radius (epsilon)=0.01, Delta (bias shift)=32021.06 | 99.9 | 94.99 | 38.2 | 0.388 | |
| ATOMAdversarial radius (epsilon)=0.012021.06 | 99.5 | 93.63 | 0 | 0.732 | |
| PlainAdversarial radius (epsilon)=0.012021.06 | 98 | 95.01 | 0 | 0.007 | |
| GOOD80Adversarial radius (epsilon)=0.01, Classifier Architecture=different2021.06 | 96.2 | 87.39 | 72.9 | 0.899 | |
| GOOD100Adversarial radius (epsilon)=0.01, Classifier Architecture=different2021.06 | 87 | 86.96 | 76.1 | 0.781 | |
| ProoD-DiscAdversarial radius (epsilon)=0.012021.06 | 59.2 | — | 49.7 | 0.504 |