Out-of-Distribution Detection on SVHN (In) vs CelebA (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 | |
| SPEM-noiseDensity Estimator=Glow2026.02 | 99.99 | |
| SPEMDensity Estimator=Glow2026.02 | 99.93 | |
| LikelihoodDensity Estimator=Glow2026.02 | 99.91 | |
| Typicality (Entropy)Density Estimator=Glow2026.02 | 99.9 | |
| Log-likelihood2026.05 | 99.9 | |
| Log-likelihood2026.05 | 99.9 | |
| LikelihoodFlow Model=ResFlow2026.02 | 99.88 | |
| Typicality (sqrt(d))Flow Model=ResFlow2026.02 | 99.87 | |
| Typicality (Entropy)Flow Model=ResFlow2026.02 | 99.87 | |
| ComplexityFlow Model=ResFlow2026.02 | 99.83 | |
| Typicality (sqrt(d))Density Estimator=Glow2026.02 | 99.76 | |
| GMMDensity Estimator=Glow2026.02 | 99.76 | |
| DoSE2026.05 | 99.7 | |
| Likelihood RatioFlow Model=ResFlow2026.02 | 99.62 | |
| GMMFlow Model=ResFlow2026.02 | 99.62 | |
| LIDFlow Model=ResFlow2026.02 | 99.6 | |
| LIDDensity Estimator=Glow2026.02 | 99.6 | |
| SITN2026.05 | 99.6 | |
| SITN2026.05 | 99.6 | |
| Typicality2026.05 | 99.5 | |
| Complexity2026.05 | 88.4 | |
| WAICensemble size=52026.05 | 73.6 | |
| ComplexityDensity Estimator=Glow2026.02 | 61.63 | |
| Likelihood RatioDensity Estimator=Glow2026.02 | 15.48 |