OpenCodePapers
unsupervised-anomaly-detection-on-smap
Unsupervised Anomaly Detection
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Paper
Code
F1
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Precision
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Recall
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AUC
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ModelName
ReleaseDate
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DFM: Interpolant-free Dual Flow Matching
94.1
89.7
98.9
98.6
DFM (flow matching)
2024-10-11
ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-Variable Context Encoding
✓ Link
93.62
88.64
99.19
98.66
ContextFlow++ (Glow-based)
2024-06-02
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data
✓ Link
89.15
80.43
99.99
99.21
TranAd
2022-01-18
Multivariate Time-series Anomaly Detection via Graph Attention Network
✓ Link
88.80
79.91
99.91
98.44
MTAD-GAT
2020-09-04
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals
88.27
81.93
95.67
99.01
CAE-M
2021-07-27
Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network
✓ Link
87.28
81.30
94.19
98.89
OmniAnomaly
2019-07-25
Glow: Generative Flow with Invertible 1x1 Convolutions
✓ Link
86.05
87.40
84.93
91.55
Glow
2018-07-09
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series
✓ Link
85.18
74.80
98.91
98.64
GDN
2021-06-13
USAD: UnSupervised Anomaly Detection on Multivariate Time Series
✓ Link
81.86
76.97
98.31
USAD
2020-08-23