Metric: ROC-AUC-ID (In-Distribution setup) (higher is better)
| # | Model↕ | ROC-AUC-ID (In-Distribution setup)▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | deepSVDD | 88.24 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 2 | LOF | 87.61 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 3 | IsoForest | 81.27 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 4 | COPOD | 80.89 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 5 | BERT | 79.62 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 6 | ECOD Li et al. (2022) | 79.41 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 7 | LUNAR | 78.53 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 8 | OC-SVM | 68.73 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 9 | Internal Contrastive Learning | 66.99 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 10 | AE for anomalies | 64.08 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 11 | SO-GAAL | 49.9 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |