Out-of-distribution Detection on CIFAR-100 (AUROC vs OOD Sets)
98.5AUROC (SVHN)LMD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LMDModel class=Diffusion2023.12 | 98.5 | — | — | — | — | 56.8 | — | |
| MSMAModel class=Diffusion2023.12 | 97.4 | — | — | — | 40 | 42.6 | — | |
| LMDModel class=Consistency2023.12 | 96.8 | — | — | — | 67.8 | 57.3 | — | |
| Projection RegretModel class=Consistency2023.12 | 94.5 | — | — | — | 68.2 | 57.7 | — | |
| Shifting transformation learningTraining Objective=Lssl + Lsup2021.06 | 90.64 | 77.99 | 92.62 | 79.25 | 74.01 | 91.56 | 84.35 | |
| Likelihood RegretModel class=Diffusion2023.12 | 89.6 | — | — | — | — | 48.4 | — | |
| CSI (ens)ensemble=true2021.06 | 87.38 | 78.31 | 78.1 | 82.41 | 75.22 | 78.44 | 79.98 | |
| Shifting transformation learningTraining Objective=Lssl2021.06 | 87.11 | 85.47 | 77.87 | 80.66 | 74.32 | 79.25 | 80.78 | |
| GeometricTraining Type=Self-supervised2021.06 | 83.62 | 82.39 | 74.57 | 77.56 | 71.86 | 74.73 | 77.46 | |
| SSD+2021.06 | 83.6 | 81.35 | 79.16 | 76.29 | 63.77 | 73.94 | 76.35 | |
| SupSimCLRTraining Type=Contrastive Learning2021.06 | 81.55 | 76.83 | 75.37 | 80.77 | 73.5 | 73.28 | 76.88 | |
| CSIensemble=false2021.06 | 79.22 | 78.33 | 77.15 | 80.07 | 74.89 | 75.98 | 77.61 | |
| Input ComplexityModel class=Diffusion2023.12 | 79.2 | — | — | — | — | 46.8 | — | |
| BaselineTraining Type=Supervised2021.06 | 79.18 | 75.28 | 76.07 | 78.53 | 73.73 | 78.26 | 76.84 | |
| MSMAModel class=Consistency2023.12 | 64.3 | — | — | — | 55.9 | 50.6 | — | |
| Input LikelihoodModel class=Diffusion2023.12 | 19.3 | — | — | — | — | 49.5 | — |