Out-of-Distribution Detection on KMNIST (test)
0.953AUROCRIEM-LA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RIEM-LAprior_precision_optimized=true, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.953 | — | |
| RIEM-LAprior_precision_optimized=false, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.949 | — | |
| RIEM-LAprior_precision_optimized=true, exponential_maps_subset=true, training_dataset=MNIST2023.06 | 0.948 | — | |
| LIN. RIEM-LAprior_precision_optimized=false, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.941 | — | |
| LIN. RIEM-LAprior_precision_optimized=false, exponential_maps_subset=true, training_dataset=MNIST2023.06 | 0.941 | — | |
| RIEM-LAprior_precision_optimized=false, exponential_maps_subset=true, training_dataset=MNIST2023.06 | 0.938 | — | |
| LIN. LAprior_precision_optimized=false, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.93 | — | |
| SNGP2026.01 | 0.927 | — | |
| LIN. RIEM-LAprior_precision_optimized=true, exponential_maps_subset=true, training_dataset=MNIST2023.06 | 0.926 | — | |
| LIN. LAprior_precision_optimized=true, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.921 | — | |
| LIN. RIEM-LAprior_precision_optimized=true, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.906 | — | |
| FMGP2026.01 | 0.89 | 0.866 | |
| MAPprior_precision_optimized=false, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.877 | — | |
| MAPprior_precision_optimized=true, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.877 | — | |
| LLA2026.01 | 0.841 | 0.992 | |
| ScaLLAbiased=true2026.01 | 0.821 | 0.982 | |
| VANILLA LAprior_precision_optimized=true, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.813 | — | |
| ScaLLAbiased=false2026.01 | 0.789 | 0.784 | |
| MFVI2026.01 | 0.783 | — | |
| MAP2026.01 | 0.773 | — | |
| VaLLA2026.01 | 0.677 | 0.939 | |
| VANILLA LAprior_precision_optimized=false, exponential_maps_subset=false, training_dataset=MNIST2023.06 | 0.511 | — |