Out-of-distribution detection on Aggregate of 5 ID and 6 OOD datasets (average)
0.14OOD ErrorGradient Boosting Classifier
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Gradient Boosting ClassifierLearning Setup=supervised2021.08 | 0.14 | 0.92 | 0.25 | |
| ODIN2021.08 | 0.25 | 0.82 | 0.44 | |
| Isolation ForestLearning Setup=unsupervised2021.08 | 0.26 | 0.85 | 0.56 | |
| Baseline2021.08 | 0.3 | 0.85 | 0.51 | |
| Outlier Exposure2021.08 | 0.3 | 0.86 | 0.5 |