Unsupervised Anomaly Detection on SMAP
Metric: AUC (higher is better)
Metric: AUC (higher is better)
| # | Model↕ | AUC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TranAd | 99.21 | No | TranAD: Deep Transformer Networks for Anomaly De... | 2022-01-18 | Code |
| 2 | CAE-M | 99.01 | No | Unsupervised Deep Anomaly Detection for Multi-Se... | 2021-07-27 | - |
| 3 | OmniAnomaly | 98.89 | No | - | - | Code |
| 4 | ContextFlow++ (Glow-based) | 98.66 | No | ContextFlow++: Generalist-Specialist Flow-based ... | 2024-06-02 | Code |
| 5 | GDN | 98.64 | No | Graph Neural Network-Based Anomaly Detection in ... | 2021-06-13 | Code |
| 6 | DFM (flow matching) | 98.6 | No | DFM: Interpolant-free Dual Flow Matching | 2024-10-11 | - |
| 7 | MTAD-GAT | 98.44 | No | Multivariate Time-series Anomaly Detection via G... | 2020-09-04 | Code |
| 8 | Glow | 91.55 | No | Glow: Generative Flow with Invertible 1x1 Convol... | 2018-07-09 | Code |