Out-of-Distribution Detection on MNIST
97.1OOD ScoreLLA
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LLAApproximation=KFAC2026.02 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | 97.1 | |
| GAPA2026.02 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | 97.2 | |
| Ensemble2026.02 | 93.6 | — | — | — | — | — | — | — | — | — | — | — | — | 96.2 | |
| GPP2026.02 | 93.4 | — | — | — | — | — | — | — | — | — | — | — | — | 90.4 | |
| LLAApproximation=Diagonal2026.02 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | 94.1 | |
| LLAVariant=last-layer2026.02 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | 92.4 | |
| LLAVariant=last-layer, Approximation=KFAC2026.02 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | 92.8 | |
| Dropout2026.02 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | 94.4 | |
| MAP2026.02 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | 91.9 | |
| ELLA2026.02 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | 91.2 | |
| VaLLAInducing points=1002026.02 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | |
| VaLLAInducing points=2002026.02 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | |
| Linear Probing2026.02 | 88.4 | — | — | — | — | — | — | — | — | — | — | — | — | 88.3 | |
| ACETwith auxiliary dataset=false2026.01 | — | 0.48 | 19.88 | 0 | 0 | 0 | 0 | 0 | 0 | — | — | — | — | — | |
| Baselinewith auxiliary dataset=false2026.01 | — | 1.44 | 22.15 | 0.03 | 0 | 0 | 0 | 0.04 | 4.06 | — | — | — | — | — | |
| CCUdwith auxiliary dataset=true2026.01 | — | 0.26 | 35.1 | 0 | 0 | 0 | 0 | 0 | 0.17 | — | — | — | — | — | |
| CCUswith auxiliary dataset=false2026.01 | — | 6.78 | 40.95 | 0 | 0 | 0 | 0 | 0 | 0 | — | — | — | — | — | |
| CDEC-3Backbone=ResNet-502025.12 | — | — | — | — | — | — | — | — | — | 97.15 | 96.87 | 96.97 | 96.86 | — | |
| CEDAwith auxiliary dataset=false2026.01 | — | 1.56 | 21.56 | 0 | 0 | 0 | 0 | 0 | 0.43 | — | — | — | — | — | |
| CODEswith auxiliary dataset=false2026.01 | — | 0.8 | 19.7 | 0 | 0 | 0 | 0 | 0 | 1.44 | — | — | — | — | — | |
| IDECBackbone=ResNet-502025.12 | — | — | — | — | — | — | — | — | — | 96.61 | 92.63 | 93.85 | 90.4 | — | |
| OEwith auxiliary dataset=true2026.01 | — | 0.85 | 21.6 | 0 | 0 | 0 | 0 | 0 | 0 | — | — | — | — | — | |
| OTISwith auxiliary dataset=false2026.01 | — | 0.36 | 15.38 | 0.3 | 0 | 0 | 0 | 0 | 0 | — | — | — | — | — | |
| PostNetBackbone=ResNet-502025.12 | — | — | — | — | — | — | — | — | — | 90.74 | 80.27 | 90.44 | 79.83 | — | |
| PostNet-3Backbone=ResNet-502025.12 | — | — | — | — | — | — | — | — | — | 95.12 | 93.47 | 95.59 | 94.58 | — | |
| VOSwith auxiliary dataset=false2026.01 | — | 2.48 | 21.78 | 0.04 | 0 | 0 | 0 | 0 | 0.99 | — | — | — | — | — |