Metric: ROC-AUC (higher is better)
| # | Model↕ | ROC-AUC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PsudoLabels CLIP ViT | 99.4 | Yes | Out-of-Distribution Detection Without Class Labels | 2021-12-14 | - |
| 2 | DN2 CLIP ViT | 93.8 | Yes | Deep Nearest Neighbor Anomaly Detection | 2020-02-24 | - |
| 3 | GOAD | 90.5 | No | Classification-Based Anomaly Detection for Gener... | 2020-05-05 | Code |
| 4 | ROT+Trans | 74.5 | No | Using Self-Supervised Learning Can Improve Model... | 2019-06-28 | Code |
| 5 | CSI | 71.5 | No | CSI: Novelty Detection via Contrastive Learning ... | 2020-07-16 | Code |