Time Series Anomaly Detection on UCR Anomaly Archive

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accuracy

Rank	Model	accuracy	Paper	Code	Year
1	TimeVQVAE-AD	0.708	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
2	Matrix Profile STUMPY	0.512	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
3	MDI	0.47	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
4	Matrix Profile SCRIMP	0.416	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
5	RCF	0.387	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
6	IF	0.376	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
7	Convolutional AE	0.352	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
8	SR-CNN	0.3	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
9	USAD	0.276	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
10	AE	0.236	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
11	LSTM-VAE	0.198	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
12	TranAD	0.19	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
13	OC-SVM	0.088	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
14	Deep SVDD	0.076	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
15	DAGMM	0.061	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
16	TS-TCC-AD	0.006	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
17	TimeVQVAE-AD	0.708	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
18	Matrix Profile STUMPY	0.512	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
19	MDI	0.47	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023
20	Matrix Profile SCRIMP	0.416	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	ml4its/timevqvae-anomalydetection	2023