Out-of-distribution Detection on CIFAR-10 (ID) vs LSUN resize (OOD) (test) (Dense-BC)
3.8FPR @ 95% TPRODIN
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ODINArchitecture=Dense-BC, Temperature (T)=1000, Noise magnitude (epsilon)=0.00142017.06 | 3.8 | 4.4 | 99.2 | 99.3 | 99.2 | — | |
| Vanilla HNNsScore=Energy score2021.07 | 22.52 | — | 96.15 | — | — | 99.18 | |
| Clipped HNNsScore=Energy score2021.07 | 28.28 | — | 94.31 | — | — | 98.72 | |
| Baseline (Hendrycks & Gimpel, 2017)Architecture=Dense-BC, Temperature (T)=1, Noise magnitude (epsilon)=02017.06 | 33.6 | 9.8 | 95.4 | 96.4 | 94 | — | |
| ENNsScore=Energy score2021.07 | 99.91 | — | 21.34 | — | — | 71.6 |