Out-of-distribution detection on CIFAR-100 (ID) vs Uniform Noise (OOD) (Dense-BC Test)
100FPR (95% TPR)Baseline (Hendrycks & Gimpel, 2017)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Baseline (Hendrycks & Gimpel, 2017)Architecture=Dense-BC, Temperature (T)=1, Noise magnitude (epsilon)=02017.06 | 100 | 35.86 | 43.1 | 63.2 | 41.9 | |
| ODINArchitecture=Dense-BC, Temperature (T)=1000, Noise magnitude (epsilon)=0.0022017.06 | 100 | 17.9 | 99.5 | 87.5 | 65.1 |