Metric: Precision (higher is better)
| # | Model↕ | Precision▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DFM (flow matching) | 89.7 | No | DFM: Interpolant-free Dual Flow Matching | 2024-10-11 | - |
| 2 | ContextFlow++ (Glow-based) | 88.64 | No | ContextFlow++: Generalist-Specialist Flow-based ... | 2024-06-02 | Code |
| 3 | Glow | 87.4 | No | Glow: Generative Flow with Invertible 1x1 Convol... | 2018-07-09 | Code |
| 4 | CAE-M | 81.93 | No | Unsupervised Deep Anomaly Detection for Multi-Se... | 2021-07-27 | - |
| 5 | OmniAnomaly | 81.3 | No | - | - | Code |
| 6 | TranAd | 80.43 | No | TranAD: Deep Transformer Networks for Anomaly De... | 2022-01-18 | Code |
| 7 | MTAD-GAT | 79.91 | No | Multivariate Time-series Anomaly Detection via G... | 2020-09-04 | Code |
| 8 | USAD | 76.97 | No | - | - | Code |
| 9 | GDN | 74.8 | No | Graph Neural Network-Based Anomaly Detection in ... | 2021-06-13 | Code |