Out-of-Distribution Detection on CIFAR-10 (ID) vs SVHN (OOD)
99.3AUCACET
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ACETAdversarial radius (epsilon)=0.012021.06 | 99.3 | 93.43 | 0 | 4.6 | |
| ProoDAdversarial radius (epsilon)=0.01, Delta (bias shift)=32021.06 | 98.3 | 94.99 | 53.3 | 54.1 | |
| OEAdversarial radius (epsilon)=0.012021.06 | 97.3 | 94.91 | 0 | 0 | |
| ATOMAdversarial radius (epsilon)=0.012021.06 | 94.4 | 93.63 | 0 | 24.1 | |
| PlainAdversarial radius (epsilon)=0.012021.06 | 93.8 | 95.01 | 0 | 0.3 | |
| GOOD80Adversarial radius (epsilon)=0.01, Classifier Architecture=different2021.06 | 90.8 | 87.39 | 43.4 | 76.8 | |
| ProoD-DiscAdversarial radius (epsilon)=0.012021.06 | 72.6 | — | 65.6 | 66.4 | |
| GOOD100Adversarial radius (epsilon)=0.01, Classifier Architecture=different2021.06 | 62.6 | 86.96 | 34.9 | 36.3 |