Out-of-Distribution Detection on MNIST → Omniglot (test)
98.19AUROCREGrad*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| REGrad*layer-selective=true, perturbation=true2024.04 | 98.19 | 97.95 | |
| LA2024.04 | 97.92 | 97.45 | |
| Entropy2024.04 | 97.7 | 97.38 | |
| ExGrad V Term2024.04 | 97.7 | 97.39 | |
| Perturb θ2024.04 | 97.64 | 97.05 | |
| Exgrad2024.04 | 97.55 | 96.99 | |
| Inserted Dropout2024.04 | 97.52 | 96.88 | |
| Perturb x2024.04 | 97.16 | 95.65 | |
| UNGrad2024.04 | 92.81 | 90.79 | |
| MC-AA2024.04 | 91.23 | 89.4 | |
| NEGrad2024.04 | 41.99 | 43.49 | |
| GradNorm2024.04 | 16.52 | 35.47 |