📊 Showing 7 results | 📏 Metric: F1
| Rank | Model | Paper | F1 | Date | Code |
|---|---|---|---|---|---|
| 1 | DFM (flow matching) | DFM: Interpolant-free Dual Flow Matching | 94.10 | 2024-10-11 | - |
| 2 | ContextFlow++ (Glow-based) | ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-Variable Context Encoding | 93.62 | 2024-06-02 | 📦 gudovskiy/contextflow |
| 3 | TranAd | TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data | 89.15 | 2022-01-18 | 📦 imperial-qore/tranad 📦 xuhongzuo/DeepOD |
| 4 | MTAD-GAT | Multivariate Time-series Anomaly Detection via Graph Attention Network | 88.80 | 2020-09-04 | 📦 ML4ITS/mtad-gat-pytorch 📦 mangushev/mtad-gat |
| 5 | CAE-M | Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals | 88.27 | 2021-07-27 | - |
| 6 | Glow | Glow: Generative Flow with Invertible 1x1 Convolutions | 86.05 | 2018-07-09 | 📦 openai/glow 📦 ikostrikov/pytorch-flows 📦 rosinality/glow-pytorch |
| 7 | GDN | Graph Neural Network-Based Anomaly Detection in Multivariate Time Series | 85.18 | 2021-06-13 | 📦 d-ailin/GDN 📦 huankoh/cst-gl |