Metric: Recall (higher is better)
| # | Model↕ | Recall▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TranAd | 99.99 | No | TranAD: Deep Transformer Networks for Anomaly De... | 2022-01-18 | Code |
| 2 | MTAD-GAT | 99.91 | No | Multivariate Time-series Anomaly Detection via G... | 2020-09-04 | Code |
| 3 | ContextFlow++ (Glow-based) | 99.19 | No | ContextFlow++: Generalist-Specialist Flow-based ... | 2024-06-02 | Code |
| 4 | GDN | 98.91 | No | Graph Neural Network-Based Anomaly Detection in ... | 2021-06-13 | Code |
| 5 | DFM (flow matching) | 98.9 | No | DFM: Interpolant-free Dual Flow Matching | 2024-10-11 | - |
| 6 | USAD | 98.31 | No | - | - | Code |
| 7 | CAE-M | 95.67 | No | Unsupervised Deep Anomaly Detection for Multi-Se... | 2021-07-27 | - |
| 8 | OmniAnomaly | 94.19 | No | - | - | Code |
| 9 | Glow | 84.93 | No | Glow: Generative Flow with Invertible 1x1 Convol... | 2018-07-09 | Code |