Out-of-Distribution Detection on SVHN vs CIFAR-100 (test)
99.92AUROCSPEM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SPEMFlow Model=ResFlow, Feature Extractor=ResNet-152, Hyperparameter alpha=0.42026.02 | 99.92 | — | |
| SPEM-noiseFlow Model=ResFlow, Feature Extractor=ResNet-152, Hyperparameter alpha=0.12026.02 | 99.9 | — | |
| lambda (Similarity-only)2026.02 | 99.9 | — | |
| Typicality (sqrt(d))Flow Model=ResFlow2026.02 | 99.54 | — | |
| LikelihoodFlow Model=ResFlow2026.02 | 99.5 | — | |
| GMMFlow Model=ResFlow2026.02 | 98.99 | — | |
| Typicality (Entropy)Flow Model=ResFlow2026.02 | 98.93 | — | |
| ComplexityFlow Model=ResFlow2026.02 | 98.9 | — | |
| LIDFlow Model=ResFlow2026.02 | 98.6 | — | |
| Likelihood RatioFlow Model=ResFlow2026.02 | 94.18 | — | |
| REGrad*layer-selective=true, perturbation=true2024.04 | 90.37 | 88.83 | |
| ExGrad V Term2024.04 | 89.19 | 87.4 | |
| Entropy2024.04 | 89.09 | 87.25 | |
| LA2024.04 | 88.77 | 86.06 | |
| Perturb θ2024.04 | 88.75 | 85.83 | |
| Exgrad2024.04 | 88.25 | 85.21 | |
| Inserted Dropout2024.04 | 86.96 | 82.4 | |
| Perturb x2024.04 | 73.96 | 62.27 | |
| MC-AA2024.04 | 72.75 | 62.55 | |
| UNGrad2024.04 | 68.34 | 68.95 | |
| NEGrad2024.04 | 30.93 | 39.38 | |
| GradNorm2024.04 | 25.62 | 37.26 |