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SotA/Methodology/Anomaly Detection/SMAP

Anomaly Detection on SMAP

Metric: Recall (higher is better)

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#Model↕Recall▼AugmentationsPaperDate↕Code
1TranAd99.99NoTranAD: Deep Transformer Networks for Anomaly De...2022-01-18Code
2MTAD-GAT99.91NoMultivariate Time-series Anomaly Detection via G...2020-09-04Code
3ContextFlow++ (Glow-based)99.19NoContextFlow++: Generalist-Specialist Flow-based ...2024-06-02Code
4GDN98.91NoGraph Neural Network-Based Anomaly Detection in ...2021-06-13Code
5DFM (flow matching)98.9NoDFM: Interpolant-free Dual Flow Matching2024-10-11-
6USAD98.31No--Code
7CAE-M95.67NoUnsupervised Deep Anomaly Detection for Multi-Se...2021-07-27-
8OmniAnomaly94.19No--Code
9Glow84.93NoGlow: Generative Flow with Invertible 1x1 Convol...2018-07-09Code