Anomaly Detection on SMAP

Metric: Recall (higher is better)

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#	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

#1TranAdSOTA
99.99
Recall· 2022-01-18
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data Code
#2MTAD-GATSOTA
99.91
Recall· 2020-09-04
Multivariate Time-series Anomaly Detection via Graph Attention Network Code
#3ContextFlow++ (Glow-based)
99.19
Recall· 2024-06-02
ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-Variable Context Encoding Code
#4GDN
98.91
Recall· 2021-06-13
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Code
#5DFM (flow matching)
98.9
Recall· 2024-10-11
DFM: Interpolant-free Dual Flow Matching
#6USAD
98.31
Recall
No paperCode
#7CAE-M
95.67
Recall· 2021-07-27
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals
#8OmniAnomaly
94.19
Recall
No paperCode
#9GlowSOTA
84.93
Recall· 2018-07-09
Glow: Generative Flow with Invertible 1x1 Convolutions Code