Out-of-Distribution Detection on MNIST (In) vs FashionMNIST (Out) (test)
1AUROCLID
Evaluation results
| Method | Links | |
|---|---|---|
| LIDFlow Model=ResFlow2026.02 | 1 | |
| SPEMFlow Model=ResFlow, Feature Extractor=ResNet-152, Hyperparameter alpha=0.42026.02 | 1 | |
| SPEM-noiseFlow Model=ResFlow, Feature Extractor=ResNet-152, Hyperparameter alpha=0.12026.02 | 1 | |
| lambda (Similarity-only)2026.02 | 1 | |
| LIDDensity Estimator=Glow2026.02 | 1 | |
| SPEMDensity Estimator=Glow2026.02 | 1 | |
| SPEM-noiseDensity Estimator=Glow2026.02 | 1 | |
| LikelihoodDensity Estimator=Glow2026.02 | 0.9997 | |
| Typicality (sqrt(d))Density Estimator=Glow2026.02 | 0.9997 | |
| Typicality (Entropy)Density Estimator=Glow2026.02 | 0.9997 | |
| GMMDensity Estimator=Glow2026.02 | 0.9996 | |
| Typicality (sqrt(d))Flow Model=ResFlow2026.02 | 0.9954 | |
| GMMFlow Model=ResFlow2026.02 | 0.9919 | |
| Likelihood RatioDensity Estimator=Glow2026.02 | 0.9875 | |
| LikelihoodFlow Model=ResFlow2026.02 | 0.9786 | |
| ComplexityDensity Estimator=Glow2026.02 | 0.9712 | |
| Typicality (Entropy)Flow Model=ResFlow2026.02 | 0.9688 | |
| ComplexityFlow Model=ResFlow2026.02 | 0.3411 | |
| Likelihood RatioFlow Model=ResFlow2026.02 | 0.0874 |