Out-of-Distribution Detection on R.ImgNet (ID) vs Smooth (OOD)
98.9AUCPlain
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PlainAdversarial radius (epsilon)=0.012021.06 | 98.9 | 96.34 | 0 | 8.6 | |
| ProoDAdversarial radius (epsilon)=0.01, Delta (bias shift)=42021.06 | 98.6 | 97.25 | 52.7 | 53.5 | |
| OEAdversarial radius (epsilon)=0.012021.06 | 98 | 97.1 | 0 | 1.9 | |
| ProoD-DiscAdversarial radius (epsilon)=0.012021.06 | 81 | — | 74 | 74.8 |