Out-of-Distribution Detection on CIFAR-10 Mixed OOD Distribution (test)
96.88AUROCOutlier Exposure
Evaluation results
| Method | Links | |
|---|---|---|
| Outlier ExposureHyp.-Para. Dependency=Low, Generalizable=true, Zero Shot=false2021.06 | 96.88 | |
| shifting transformation learningHyp.-Para. Dependency=No, Generalizable=true, Zero Shot=true2021.06 | 95.55 | |
| Gram MatricesHyp.-Para. Dependency=No, Generalizable=true, Zero Shot=true2021.06 | 95.08 | |
| GeometricHyp.-Para. Dependency=Low, Generalizable=true, Zero Shot=true2021.06 | 94.29 | |
| CSI-ensHyp.-Para. Dependency=Low, Generalizable=true, Zero Shot=true2021.06 | 94.1 | |
| SSDHyp.-Para. Dependency=No, Generalizable=true, Zero Shot=true2021.06 | 92.7 | |
| MahalanobisHyp.-Para. Dependency=High, Generalizable=false, Zero Shot=false2021.06 | 92.24 | |
| ODINHyp.-Para. Dependency=High, Generalizable=false, Zero Shot=false2021.06 | 88.1 |