Out-of-Distribution Detection on CelebA (In) vs SVHN (Out) (test)
100AUROCSPEM
Evaluation results
| Method | Links | |
|---|---|---|
| SPEMFlow Model=ResFlow, Feature Extractor=ResNet-152, Hyperparameter alpha=0.42026.02 | 100 | |
| SPEM-noiseFlow Model=ResFlow, Feature Extractor=ResNet-152, Hyperparameter alpha=0.12026.02 | 100 | |
| lambda (Similarity-only)2026.02 | 100 | |
| LIDFlow Model=ResFlow2026.02 | 94.9 | |
| Typicality (Entropy)Flow Model=ResFlow2026.02 | 94.89 | |
| GMMFlow Model=ResFlow2026.02 | 93.28 | |
| ComplexityFlow Model=ResFlow2026.02 | 79.98 | |
| Likelihood RatioFlow Model=ResFlow2026.02 | 44.58 | |
| Typicality (sqrt(d))Flow Model=ResFlow2026.02 | 3.06 | |
| LikelihoodFlow Model=ResFlow2026.02 | 1.63 |