Out-of-Distribution Detection on CIFAR-10 OOD (Averaged Performance) (test)
99.12AUROCZODE-KNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZODE-KNN2022.12 | 99.12 | 3.83 | |
| KNN+2022.12 | 97.93 | 11.07 | |
| ResNet18*Backbone=ResNet18*2022.12 | 97.93 | 11.03 | |
| SSD+2022.12 | 97.15 | 16.52 | |
| ResNet50Backbone=ResNet502022.12 | 96.34 | 20.79 | |
| Outlier ExposureHyp.-Para. Dependency=Low, Generalizable=true, Zero Shot=false2021.06 | 96.24 | — | |
| ResNet101Backbone=ResNet1012022.12 | 96.17 | 22.24 | |
| ZODE-Energy2022.12 | 96.15 | 25.21 | |
| DenseNetBackbone=DenseNet2022.12 | 95.98 | 19.98 | |
| ResNet152Backbone=ResNet1522022.12 | 95.9 | 24.76 | |
| CSI2022.12 | 95.89 | 24.16 | |
| ZODE-Mahalanobis2022.12 | 95.68 | 21.56 | |
| shifting transformation learningHyp.-Para. Dependency=No, Generalizable=true, Zero Shot=true2021.06 | 95.67 | — | |
| MahalanobisHyp.-Para. Dependency=High, Generalizable=false, Zero Shot=false2021.06 | 95.35 | — | |
| ResNet34Backbone=ResNet342022.12 | 95.33 | 26.89 | |
| ZODE-MSP2022.12 | 95.07 | 37.05 | |
| ResNet18Backbone=ResNet182022.12 | 94.57 | 29.17 | |
| CSI-ensHyp.-Para. Dependency=Low, Generalizable=true, Zero Shot=true2021.06 | 94.37 | — | |
| Gram MatricesHyp.-Para. Dependency=No, Generalizable=true, Zero Shot=true2021.06 | 94.17 | — | |
| KNN2022.12 | 94.15 | 30.77 | |
| GeometricHyp.-Para. Dependency=Low, Generalizable=true, Zero Shot=true2021.06 | 94.05 | — | |
| GODIN2022.12 | 93.52 | 32.8 | |
| Energy2022.12 | 93.05 | 38.02 | |
| SSDHyp.-Para. Dependency=No, Generalizable=true, Zero Shot=true2021.06 | 92.45 | — | |
| ODIN2022.12 | 92.3 | 36.16 | |
| ODINHyp.-Para. Dependency=High, Generalizable=false, Zero Shot=false2021.06 | 91.15 | — | |
| MSP2022.12 | 90.86 | 57.67 | |
| Mahalanobis2022.12 | 86.5 | 37.94 |