Out-of-Distribution Detection on MNIST (test)
100AUROCJSD-LB
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| JSD-LB2025.10 | 100 | — | 0 | 99.9 | 99.9 | 0.1 | |
| DisenIB2025.10 | 99.4 | — | 0 | 99.6 | 98.9 | 1.7 | |
| SIGTraining dataset=Fashion-MNIST, Approach=Vanilla SINF without patch-based approach2020.07 | 98 | — | — | — | — | — | |
| VIB2025.10 | 94.6 | — | 27.4 | 94.8 | 93.7 | 11.5 | |
| NIB2025.10 | 94.2 | — | 34.4 | 95.2 | 91.8 | 11.9 | |
| squared-VIB2025.10 | 86.6 | — | 49.9 | 83.5 | 83.2 | 20 | |
| squared-NIB2025.10 | 85.6 | — | 47.5 | 83.3 | 83.3 | 15 | |
| GISTraining dataset=Fashion-MNIST, Approach=Vanilla SINF without patch-based approach2020.07 | 82.4 | — | — | — | — | — | |
| IWAETraining dataset=Fashion-MNIST2020.07 | 42.3 | — | — | — | — | — | |
| PixelCNN++Training dataset=Fashion-MNIST2020.07 | 8.9 | — | — | — | — | — | |
| FSP-LAPLACEcontext points=KMNIST2024.07 | — | 97.7 | — | — | — | — | |
| FSP-LAPLACEcontext points=RND2024.07 | — | 89.5 | — | — | — | — | |
| FVIcontext points=KMNIST2024.07 | — | 89.1 | — | — | — | — | |
| FVIcontext points=RND2024.07 | — | 90.7 | — | — | — | — | |
| LAPLACE2024.07 | — | 89.4 | — | — | — | — | |
| MAP2024.07 | — | 88.9 | — | — | — | — | |
| SPARSE GP2024.07 | — | 90.4 | — | — | — | — |