Anomaly Detection on AnoShift
Metric: ROC-AUC NEAR (higher is better)
Metric: ROC-AUC NEAR (higher is better)
| # | Model↕ | ROC-AUC NEAR▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | deepSVDD | 87 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 2 | BERT | 86.05 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 3 | LOF | 79.29 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 4 | IsoForest | 75.26 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 5 | OC-SVM | 71.43 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 6 | SO-GAAL | 54.55 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 7 | COPOD | 54.24 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 8 | Internal Contrastive Learning | 52.26 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 9 | LUNAR | 49.03 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 10 | ECOD Li et al. (2022) | 44.87 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |
| 11 | AE for anomalies | 44.06 | No | AnoShift: A Distribution Shift Benchmark for Uns... | 2022-06-30 | Code |