Metric: ROC-AUC (higher is better)
| # | Model↕ | ROC-AUC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PsudoLabels ViT | 99.1 | Yes | Out-of-Distribution Detection Without Class Labels | 2021-12-14 | - |
| 2 | SSD | 96.5 | No | SSD: A Unified Framework for Self-Supervised Out... | 2021-03-22 | Code |
| 3 | PsudoLabels ResNet-152 | 95.7 | Yes | Out-of-Distribution Detection Without Class Labels | 2021-12-14 | - |
| 4 | PsudoLabels ResNet-18 | 94.3 | Yes | Out-of-Distribution Detection Without Class Labels | 2021-12-14 | - |
| 5 | MeanShifted | 92.6 | Yes | Mean-Shifted Contrastive Loss for Anomaly Detect... | 2021-06-07 | Code |
| 6 | CSI | 90.3 | No | CSI: Novelty Detection via Contrastive Learning ... | 2020-07-16 | Code |
| 7 | SCAN Features | 90.2 | No | Out-of-Distribution Detection Without Class Labels | 2021-12-14 | - |
| 8 | GOAD | 78.8 | No | Classification-Based Anomaly Detection for Gener... | 2020-05-05 | Code |