Out-of-distribution detection on CIFAR-100 (ID) vs Gaussian Noise (OOD) (Dense-BC test)
100FPR @ 95% TPRBaseline (Hendrycks & Gimpel, 2017)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Baseline (Hendrycks & Gimpel, 2017)Architecture=Dense-BC, Temperature (T)=1, Noise magnitude (epsilon)=02017.06 | 100 | 41.2 | 30.6 | 53.4 | 37.6 | |
| ODINArchitecture=Dense-BC, Temperature (T)=1000, Noise magnitude (epsilon)=0.0022017.06 | 100 | 38 | 40.5 | 60.5 | 40.9 |