| Paper | Code | ROC-AUC | Network | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Out-of-Distribution Detection Without Class Labels | 98.3 | ViT | PsudoLabels CLIP ViT | 2021-12-14 | |
| CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances | ✓ Link | 94.7 | ResNet-18 | CSI | 2020-07-16 |
| Deep Nearest Neighbor Anomaly Detection | 93.2 | ViT | DN2 CLIP ViT | 2020-02-24 | |
| Classification-Based Anomaly Detection for General Data | ✓ Link | 92.8 | ResNet-18 | GOAD | 2020-05-05 |
| Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty | ✓ Link | 86.3 | ResNet-18 | ROT+Trans | 2019-06-28 |