| Paper | Code | ROC-AUC | Network | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Out-of-Distribution Detection Without Class Labels | 99.4 | ViT | PsudoLabels CLIP ViT | 2021-12-14 | |
| Deep Nearest Neighbor Anomaly Detection | 93.8 | ViT | DN2 CLIP ViT | 2020-02-24 | |
| Classification-Based Anomaly Detection for General Data | ✓ Link | 90.5 | ResNet-18 | GOAD | 2020-05-05 |
| Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty | ✓ Link | 74.5 | ResNet-18 | ROT+Trans | 2019-06-28 |
| CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances | ✓ Link | 71.5 | ResNet-18 | CSI | 2020-07-16 |