Out-of-Distribution Detection on CIFAR-10 vs CIFAR-100
97.12AUROCZODE-KNN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ZODE-KNN2022.12 | 97.12 | — | — | — | 94.96 | 18.29 | — | |
| OpenHybridtraining_dataset=CIFAR10, ood_dataset=CIFAR1002020.03 | 95.1 | — | — | — | — | — | — | |
| SSD+2022.12 | 93.4 | — | — | — | 95 | 38.5 | — | |
| OEtraining_dataset=CIFAR10, ood_dataset=CIFAR1002020.03 | 93.3 | — | — | — | — | — | — | |
| SSDkk=52021.03 | 93.1 | — | — | — | — | — | — | |
| KNN+2022.12 | 92.75 | — | — | — | 95 | 38.83 | — | |
| SSD2022.12 | 90.63 | — | — | — | 95 | 50.78 | — | |
| SSD2021.03 | 90.6 | — | — | — | — | — | — | |
| ODINModel Architecture=DenseNet2019.12 | 90.2 | 53.1 | 82.7 | — | — | — | — | |
| KNN2022.12 | 89.69 | — | — | — | 95 | 52.54 | — | |
| BaselineModel Architecture=DenseNet2019.12 | 89.3 | 40.3 | 82.9 | — | — | — | — | |
| CSI2021.03 | 89.2 | — | — | — | — | — | — | |
| MahalanobisModel Architecture=ResNet2019.12 | 88.2 | 41.6 | 81.2 | — | — | — | — | |
| BaselineModel Architecture=ResNet2019.12 | 86.4 | 33.3 | 80.4 | — | — | — | — | |
| Hyperbolic2026.04 | 86.11 | — | — | — | — | — | 20.5 | |
| MaSF2022.12 | 86.1 | — | — | — | 95 | 58.2 | — | |
| ODINModel Architecture=ResNet2019.12 | 85.8 | 42 | 78.6 | — | — | — | — | |
| OpenHybridtraining_dataset=CIFAR100, ood_dataset=CIFAR102020.03 | 85.6 | — | — | — | — | — | — | |
| Mahalanobis2026.04 | 85.6 | — | — | — | — | — | 21 | |
| ETNevaluation_mode=DE2026.04 | 84.84 | — | — | — | — | — | — | |
| ETNevaluation_mode=MI2026.04 | 84.5 | — | — | — | — | — | — | |
| ETNevaluation_mode=MP2026.04 | 84.4 | — | — | — | — | — | — | |
| MC Dropout2026.04 | 84.19 | — | — | — | — | — | 24.5 | |
| DeepEnsevaluation_mode=MP2026.04 | 83.63 | — | — | — | — | — | — | |
| GRAM2022.12 | 83.3 | — | — | — | 95 | 51 | — | |
| DMMevaluation_mode=DE2026.04 | 82.43 | — | — | — | — | — | — | |
| LAevaluation_mode=MP2026.04 | 82.38 | — | — | — | — | — | — | |
| Taylor-Sensus2026.04 | 82.3 | — | — | — | — | — | 27.5 | |
| MAP_EDLevaluation_mode=MI2026.04 | 82.24 | — | — | — | — | — | — | |
| LAevaluation_mode=MI2026.04 | 81.93 | — | — | — | — | — | — | |
| MAP_EDLevaluation_mode=DE2026.04 | 81.89 | — | — | — | — | — | — | |
| Rotation-loss2021.03 | 81.2 | — | — | — | — | — | — | |
| MAP_EDLevaluation_mode=MP2026.04 | 80.27 | — | — | — | — | — | — | |
| VOLTA2026.04 | 80.23 | — | — | — | — | — | 26.5 | |
| Energy-based OOD2026.04 | 80.15 | — | — | — | — | — | 29 | |
| SWAG2026.04 | 79.82 | — | — | — | — | — | 31 | |
| IB-EDLevaluation_mode=DE2026.04 | 79.76 | — | — | — | — | — | — | |
| DMMevaluation_mode=MI2026.04 | 79.69 | — | — | — | — | — | — | |
| IB-EDLevaluation_mode=MI2026.04 | 79.41 | — | — | — | — | — | — | |
| IB-EDLevaluation_mode=MP2026.04 | 79.39 | — | — | — | — | — | — | |
| DMMevaluation_mode=MP2026.04 | 79.25 | — | — | — | — | — | — | |
| MAP_CEevaluation_mode=MP2026.04 | 79.1 | — | — | — | — | — | — | |
| OursModel Architecture=ResNet2019.12 | 79 | 32.9 | 71.7 | — | — | — | — | |
| ENN2026.04 | 78.9 | — | — | — | — | — | 31.5 | |
| SSDkk=52021.03 | 78.2 | — | — | — | — | — | — | |
| Split Conformal2026.04 | 78.02 | — | — | — | — | — | 32 | |
| Temperature Scaling2026.04 | 77.65 | — | — | — | — | — | 33.5 | |
| MahalanobisModel Architecture=ResNet2019.12 | 77.5 | 20.2 | — | 72.1 | — | — | — | |
| ODINModel Architecture=ResNet2019.12 | 77.2 | 18.7 | — | 71.2 | — | — | — | |
| BaselineModel Architecture=ResNet2019.12 | 77.1 | 19.1 | — | 71 | — | — | — | |
| BaselineModel Architecture=DenseNet2019.12 | 75.9 | 18.9 | — | 69.7 | — | — | — | |
| OEtraining_dataset=CIFAR100, ood_dataset=CIFAR102020.03 | 75.7 | — | — | — | — | — | — | |
| MCDevaluation_mode=MI2026.04 | 75.62 | — | — | — | — | — | — | |
| ODINModel Architecture=DenseNet2019.12 | 74.2 | 16.8 | — | 68.6 | — | — | — | |
| OursModel Architecture=DenseNet2019.12 | 72 | 26.7 | 67.3 | — | — | — | — | |
| SSD2021.03 | 69.6 | — | — | — | — | — | — | |
| MCDevaluation_mode=MP2026.04 | 68.72 | — | — | — | — | — | — | |
| OursModel Architecture=ResNet2019.12 | 67.9 | 12.2 | — | 63.4 | — | — | — | |
| OursModel Architecture=DenseNet2019.12 | 64.2 | 10.6 | — | 60.4 | — | — | — | |
| MahalanobisModel Architecture=DenseNet2019.12 | 60.1 | 7.7 | — | 57.8 | — | — | — | |
| MahalanobisModel Architecture=DenseNet2019.12 | 58.5 | 14.5 | 57.2 | — | — | — | — | |
| VAE2021.03 | 52.8 | — | — | — | — | — | — | |
| PixelCNN++2021.03 | 52.4 | — | — | — | — | — | — | |
| Deep-SVDD2021.03 | 52.1 | — | — | — | — | — | — | |
| Autoencoder2021.03 | 51.4 | — | — | — | — | — | — | |
| Deep-SVDD2021.03 | 51.4 | — | — | — | — | — | — | |
| Autoencoder2021.03 | 51.3 | — | — | — | — | — | — | |
| Rotation-loss2021.03 | 50.1 | — | — | — | — | — | — | |
| DeepEnsevaluation_mode=MI2026.04 | 49.39 | — | — | — | — | — | — | |
| VAE2021.03 | 47.1 | — | — | — | — | — | — |