Anomaly Detection on UCR Anomaly Archive

Metric: Average F1 (higher is better)

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#	Model↕	Average F1▼	Augmentations	Paper	Date↕	Code
1	Auto-Encoder with Regression (AER)	0.47	No	AER: Auto-Encoder with Regression for Time Serie...	2022-12-27	Code
2	LSTM-DT	0.391	No	AER: Auto-Encoder with Regression for Time Serie...	2022-12-27	Code
3	LSTM-VAE	0.317	No	AER: Auto-Encoder with Regression for Time Serie...	2022-12-27	Code
4	LSTM-AE	0.314	No	AER: Auto-Encoder with Regression for Time Serie...	2022-12-27	Code
5	TadGAN	0.162	No	AER: Auto-Encoder with Regression for Time Serie...	2022-12-27	Code
6	ARIMA	0.124	No	AER: Auto-Encoder with Regression for Time Serie...	2022-12-27	Code

#1Auto-Encoder with Regression (AER)SOTA
0.47
Average F1· 2022-12-27
AER: Auto-Encoder with Regression for Time Series Anomaly Detection Code
#2LSTM-DT
0.391
Average F1· 2022-12-27
AER: Auto-Encoder with Regression for Time Series Anomaly Detection Code
#3LSTM-VAE
0.317
Average F1· 2022-12-27
AER: Auto-Encoder with Regression for Time Series Anomaly Detection Code
#4LSTM-AE
0.314
Average F1· 2022-12-27
AER: Auto-Encoder with Regression for Time Series Anomaly Detection Code
#5TadGAN
0.162
Average F1· 2022-12-27
AER: Auto-Encoder with Regression for Time Series Anomaly Detection Code
#6ARIMA
0.124
Average F1· 2022-12-27
AER: Auto-Encoder with Regression for Time Series Anomaly Detection Code