Out-of-Distribution Detection on FMNIST
97.3OOD ScoreGAPA
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GAPA2026.02 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.3 | — | |
| CreWra2026.03 | 95.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CreNet2026.03 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CreEnssubscript=0.02026.03 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CreRLsubscript=0.952026.03 | 94.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VaLLAInducing points=2002026.02 | 93.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | |
| CreBNN2026.03 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EffCresubscript=1.02026.03 | 93.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VaLLAInducing points=1002026.02 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.3 | — | |
| LLAApproximation=KFAC2026.02 | 90.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | |
| EffCresubscript=0.952026.03 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ensemble2026.02 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.3 | — | |
| LLAApproximation=Diagonal2026.02 | 87.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.3 | — | |
| GPP2026.02 | 86.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.2 | — | |
| EffCresubscript=0.92026.03 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LLAVariant=last-layer2026.02 | 85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.6 | — | |
| Dropout2026.02 | 85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.1 | — | |
| LLAVariant=last-layer, Approximation=KFAC2026.02 | 84.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.7 | — | |
| MAP2026.02 | 84.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.1 | — | |
| ELLA2026.02 | 84.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.5 | — | |
| Linear Probing2026.02 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.6 | — | |
| EffCresubscript=0.82026.03 | 73.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EffCresubscript=0.02026.03 | 48.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EffCresubscript=0.22026.03 | 47.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EffCresubscript=0.62026.03 | 40.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EffCresubscript=0.42026.03 | 32.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACETwith auxiliary dataset=false2026.01 | — | 35.12 | 43.71 | 16.56 | 6.03 | 21.32 | 0 | 0 | 17.19 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baselinewith auxiliary dataset=false2026.01 | — | 59.07 | 66.61 | 86.65 | 92.75 | 92.99 | 79.85 | 99.92 | 82.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baselinewith auxiliary dataset=false2026.01 | — | — | — | — | — | — | — | — | — | 6.91 | 97.01 | 77.89 | 81.32 | 90.73 | 94.25 | 92.37 | 85.78 | 99.76 | 89.64 | — | — | |
| CCUdwith auxiliary dataset=true2026.01 | — | 52.88 | 43.94 | 7.1 | 0 | 0.01 | 0 | 0 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCUdwith auxiliary dataset=true2026.01 | — | — | — | — | — | — | — | — | — | 4.84 | 98.32 | 70.2 | 67.16 | 45.66 | 59.11 | 52.77 | 10 | 10 | 99.98 | — | — | |
| CCUswith auxiliary dataset=false2026.01 | — | 57.83 | 42.97 | 11.9 | 10.85 | 2.42 | 0 | 0 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CEDAwith auxiliary dataset=false2026.01 | — | 48.92 | 52.37 | 22.53 | 1.07 | 0.02 | 0 | 1.3 | 28.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CODEswith auxiliary dataset=false2026.01 | — | 79.43 | 81.04 | 7.61 | 0.31 | 0 | 0 | 0.91 | 16.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDUUQ Type=single-pass, Approach=non-EDL2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.77 | |
| Density-SoftmaxUQ Type=single-pass, Approach=non-EDL2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.97 | |
| MoDEXUQ Type=single-pass, Approach=non-EDL2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.88 | |
| OEwith auxiliary dataset=true2026.01 | — | 40.78 | 47.97 | 0.47 | 0.16 | 0 | 0.02 | 95.78 | 12.51 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OTISwith auxiliary dataset=false2026.01 | — | 53.38 | 41.62 | 7.46 | 2.56 | 0 | 0 | 0 | 38.15 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OTISwith auxiliary dataset=false2026.01 | — | — | — | — | — | — | — | — | — | 7.38 | 95.64 | 44.63 | 47.93 | 11.14 | 10.35 | 10 | 10 | 19.39 | 15.09 | — | — | |
| VOSwith auxiliary dataset=false2026.01 | — | 51.54 | 53.36 | 66.91 | 65.2 | 16.77 | 26.54 | 99.26 | 64.45 | — | — | — | — | — | — | — | — | — | — | — | — |