One-class classification on CIFAR-10
92.5AUCContrastive (DA)
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Contrastive (DA)Test time data augmentation=false, Backbone=ResNet-182020.11 | 92.5 | — | — | — | — | — | — | — | — | — | — | |
| Contrastive (DA)Classifier=OC-SVM2020.11 | 92.5 | — | — | — | — | — | — | — | — | — | — | |
| Contrastive (DA)Classifier=KDE2020.11 | 92.4 | — | — | — | — | — | — | — | — | — | — | |
| Rotation predictionTest time data augmentation=false, Backbone=ResNet-182020.11 | 91.3 | — | — | — | — | — | — | — | — | — | — | |
| Rotation PredictionClassifier=KDE2020.11 | 91.3 | — | — | — | — | — | — | — | — | — | — | |
| Rotation PredictionClassifier=OC-SVM2020.11 | 90.8 | — | — | — | — | — | — | — | — | — | — | |
| PR + (Rot+Trans)Category=Hybrid2023.12 | 90.8 | 0.829 | 0.971 | 0.889 | 0.803 | 0.925 | 0.905 | 0.911 | 0.963 | 0.954 | 0.933 | |
| Hendrycks et al.Test time data augmentation=true2020.11 | 90.1 | — | — | — | — | — | — | — | — | — | — | |
| RotNetClassifier=KDE2020.11 | 89.3 | — | — | — | — | — | — | — | — | — | — | |
| ContrastiveClassifier=OC-SVM2020.11 | 89 | — | — | — | — | — | — | — | — | — | — | |
| ContrastiveClassifier=KDE2020.11 | 89 | — | — | — | — | — | — | — | — | — | — | |
| Rot+TransCategory=Self-supervised2023.12 | 88.6 | 0.76 | 0.961 | 0.867 | 0.772 | 0.911 | 0.885 | 0.884 | 0.961 | 0.943 | 0.918 | |
| Bergman and HoshenTest time data augmentation=true2020.11 | 88.2 | — | — | — | — | — | — | — | — | — | — | |
| RotNetClassifier=Rotation Classifier2020.11 | 86.8 | — | — | — | — | — | — | — | — | — | — | |
| Huang et al.Test time data augmentation=true2020.11 | 86.6 | — | — | — | — | — | — | — | — | — | — | |
| Golan and El-YanivTest time data augmentation=true2020.11 | 86 | — | — | — | — | — | — | — | — | — | — | |
| Projection RegretCategory=Diffusion Model2023.12 | 85.5 | 0.864 | 0.946 | 0.789 | 0.697 | 0.84 | 0.825 | 0.854 | 0.889 | 0.929 | 0.919 | |
| DenoisingClassifier=KDE2020.11 | 83.5 | — | — | — | — | — | — | — | — | — | — | |
| DenoisingClassifier=OC-SVM2020.11 | 83.4 | — | — | — | — | — | — | — | — | — | — | |
| ResNet-50 (ImageNet)Classifier=OC-SVM2020.11 | 80 | — | — | — | — | — | — | — | — | — | — | |
| ResNet-50 (ImageNet)Classifier=KDE2020.11 | 80 | — | — | — | — | — | — | — | — | — | — | |
| DROCCCategory=Adv. Generation2023.12 | 74.2 | 0.817 | 0.767 | 0.667 | 0.671 | 0.736 | 0.744 | 0.744 | 0.714 | 0.8 | 0.762 | |
| P-KDGANCategory=GAN2023.12 | 73.8 | 0.825 | 0.744 | 0.703 | 0.605 | 0.765 | 0.652 | 0.797 | 0.723 | 0.827 | 0.735 | |
| LMDCategory=Diffusion Model2023.12 | 72.7 | 0.77 | 0.801 | 0.719 | 0.506 | 0.79 | 0.625 | 0.793 | 0.766 | 0.74 | 0.76 | |
| OCGANCategory=GAN2023.12 | 65.7 | 0.757 | 0.531 | 0.64 | 0.62 | 0.723 | 0.62 | 0.723 | 0.575 | 0.82 | 0.554 | |
| Ruff et al.Test time data augmentation=false2020.11 | 64.8 | — | — | — | — | — | — | — | — | — | — | |
| AnoGANCategory=GAN2023.12 | 61.8 | 0.671 | 0.547 | 0.529 | 0.545 | 0.651 | 0.603 | 0.585 | 0.625 | 0.758 | 0.665 | |
| MemAECategory=Autoencoder2023.12 | 60.9 | — | — | — | — | — | — | — | — | — | — |