Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DFM (flow matching) | 94.1 | No | DFM: Interpolant-free Dual Flow Matching | 2024-10-11 | - |
| 2 | ContextFlow++ (Glow-based) | 93.62 | No | ContextFlow++: Generalist-Specialist Flow-based ... | 2024-06-02 | Code |
| 3 | TranAd | 89.15 | No | TranAD: Deep Transformer Networks for Anomaly De... | 2022-01-18 | Code |
| 4 | MTAD-GAT | 88.8 | No | Multivariate Time-series Anomaly Detection via G... | 2020-09-04 | Code |
| 5 | CAE-M | 88.27 | No | Unsupervised Deep Anomaly Detection for Multi-Se... | 2021-07-27 | - |
| 6 | OmniAnomaly | 87.28 | No | - | - | Code |
| 7 | Glow | 86.05 | No | Glow: Generative Flow with Invertible 1x1 Convol... | 2018-07-09 | Code |
| 8 | GDN | 85.18 | No | Graph Neural Network-Based Anomaly Detection in ... | 2021-06-13 | Code |
| 9 | USAD | 81.86 | No | - | - | Code |