Out-of-Distribution Detection on CIFAR-100 (test) (Specific OOD Sets)
94Average AUROCOOD EBM
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| OOD EBMsupervised=true, fine-tuned=true2022.10 | 94 | — | — | — | — | — | — | — | — | — | |
| DOEID Dataset=CIFAR-102023.03 | 91.85 | — | — | — | — | — | — | — | — | 41.55 | |
| HDGEsupervised=true2022.10 | 91 | — | — | — | — | — | — | — | — | — | |
| SSD+ID Dataset=CIFAR-102023.03 | 90.5 | — | — | — | — | — | — | — | — | 46.87 | |
| OEID Dataset=CIFAR-102023.03 | 90.4 | — | — | — | — | — | — | — | — | 53.55 | |
| CSIID Dataset=CIFAR-102023.03 | 87.64 | — | — | — | — | — | — | — | — | 45.64 | |
| RankFeatModel=ResNet-562022.09 | 87.43 | 34.62 | 88.21 | 61.82 | 80.5 | 53.79 | 89.71 | 30.89 | 91.31 | 45.28 | |
| Hat EBMsupervised=false2022.10 | 87 | — | — | — | — | — | — | — | — | — | |
| JEMsupervised=true2022.10 | 87 | — | — | — | — | — | — | — | — | — | |
| OOD EBMsupervised=true2022.10 | 87 | — | — | — | — | — | — | — | — | — | |
| KNNID Dataset=CIFAR-102023.03 | 86.32 | — | — | — | — | — | — | — | — | 64.5 | |
| ReActModel=ResNet-562022.09 | 84.96 | 50.59 | 90.56 | 69.23 | 85.79 | 55.38 | 87.98 | 82.6 | 75.51 | 64.5 | |
| Improved CD EBMsupervised=false2022.10 | 83 | — | — | — | — | — | — | — | — | — | |
| RankFeatModel=RepVGG-A02022.09 | 82.82 | 40.19 | 88.06 | 70.47 | 76.35 | 57.75 | 83.58 | 52.89 | 83.28 | 55.33 | |
| ReActModel=RepVGG-A02022.09 | 82.73 | 48.09 | 93 | 73.87 | 78.12 | 61.63 | 78.43 | 75.23 | 81.36 | 64.71 | |
| MSPModel=RepVGG-A02022.09 | 75.47 | 61.55 | 85.03 | 91.05 | 69.19 | 55.45 | 82.1 | 86.68 | 65.56 | 76.18 | |
| ODINModel=RepVGG-A02022.09 | 74.42 | 50.2 | 87.88 | 88 | 66.56 | 51.35 | 79.34 | 84.87 | 63.89 | 71.23 | |
| MahalanobisModel=RepVGG-A02022.09 | 74.3 | 81.43 | 74.81 | 89.77 | 67.12 | 79.49 | 73.06 | 64.95 | 82.19 | 78.91 | |
| EnergyModel=RepVGG-A02022.09 | 73.42 | 53.71 | 84.59 | 86.71 | 66.58 | 59.71 | 78.64 | 84.57 | 63.88 | 71.18 | |
| MSPModel=ResNet-562022.09 | 71.92 | 77.69 | 78.25 | 93.54 | 66.93 | 81.57 | 76.71 | 88.47 | 65.79 | 85.32 | |
| MahalanobisModel=ResNet-562022.09 | 70.31 | 89.47 | 69.32 | 91.38 | 54.76 | 82.32 | 77.53 | 68.83 | 79.64 | 83 | |
| ODINModel=ResNet-562022.09 | 64.01 | 66.92 | 79.25 | 95.05 | 50.45 | 77.45 | 72.88 | 90.51 | 53.47 | 82.48 | |
| EnergyModel=ResNet-562022.09 | 63.37 | 65.24 | 79.13 | 95.05 | 49.33 | 77.1 | 72.32 | 90.39 | 52.68 | 81.95 | |
| VAEBMsupervised=false2022.10 | 62 | — | — | — | — | — | — | — | — | — | |
| GradNormModel=RepVGG-A02022.09 | 58.05 | 78.87 | 68.21 | 95.1 | 44.73 | 66.25 | 75.41 | 92.98 | 43.83 | 83.3 | |
| IGEBMsupervised=false2022.10 | 54 | — | — | — | — | — | — | — | — | — | |
| GradNormModel=ResNet-562022.09 | 47.08 | 96.72 | 42.09 | 94.19 | 47.97 | 94.61 | 48.09 | 89.14 | 50.18 | 93.67 |