Metric: ROC-AUC IID (higher is better)
| # | Model↕ | ROC-AUC IID▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | deepSVDD | 92.67 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 2 | LOF | 91.5 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 3 | IsoForest | 86.09 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 4 | LUNAR | 85.75 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 5 | COPOD | 85.62 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 6 | Internal Contrastive Learning | 84.86 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 7 | ECOD Li et al. (2022) | 84.76 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 8 | BERT | 84.54 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 9 | AE for anomalies | 81 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 10 | OC-SVM | 76.86 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 11 | SO-GAAL | 50.48 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |