ML Research Wiki / Benchmarks / Time Series Anomaly Detection / UCR Anomaly Archive

UCR Anomaly Archive

Time Series Anomaly Detection Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: accuracy

Top Performing Models

Rank	Model	Paper	accuracy	Date	Code
1	TimeVQVAE-AD	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.71	2023-11-21	📦 ml4its/timevqvae-anomalydetection
2	Matrix Profile STUMPY	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.51	2023-11-21	📦 ml4its/timevqvae-anomalydetection
3	MDI	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.47	2023-11-21	📦 ml4its/timevqvae-anomalydetection
4	Matrix Profile SCRIMP	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.42	2023-11-21	📦 ml4its/timevqvae-anomalydetection
5	RCF	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.39	2023-11-21	📦 ml4its/timevqvae-anomalydetection
6	IF	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.38	2023-11-21	📦 ml4its/timevqvae-anomalydetection
7	Convolutional AE	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.35	2023-11-21	📦 ml4its/timevqvae-anomalydetection
8	SR-CNN	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.30	2023-11-21	📦 ml4its/timevqvae-anomalydetection
9	USAD	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.28	2023-11-21	📦 ml4its/timevqvae-anomalydetection
10	AE	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling	0.24	2023-11-21	📦 ml4its/timevqvae-anomalydetection

All Papers (16)

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

TimeVQVAE-AD accuracy: 0.71

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

Matrix Profile STUMPY accuracy: 0.51

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

MDI accuracy: 0.47

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

Matrix Profile SCRIMP accuracy: 0.42

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

RCF accuracy: 0.39

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

IF accuracy: 0.38

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

Convolutional AE accuracy: 0.35

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

SR-CNN accuracy: 0.30

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

USAD accuracy: 0.28

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

AE accuracy: 0.24

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

LSTM-VAE accuracy: 0.20

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

TranAD accuracy: 0.19

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

OC-SVM accuracy: 0.09

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

Deep SVDD accuracy: 0.08

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

DAGMM accuracy: 0.06

ml4its/timevqvae-anomalydetection

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

2023

TS-TCC-AD accuracy: 0.01

ml4its/timevqvae-anomalydetection

UCR Anomaly Archive

Performance Over Time

Edit Benchmark Results

Edit Result

Top Performing Models

All Papers (16)

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Model	Paper	accuracy	Date
TimeVQVAE-AD	Explainable Time Series Anomaly Detection using M…	0.71	2023-11-21
Matrix Profile STUMPY	Explainable Time Series Anomaly Detection using M…	0.51	2023-11-21
MDI	Explainable Time Series Anomaly Detection using M…	0.47	2023-11-21
Matrix Profile SCRIMP	Explainable Time Series Anomaly Detection using M…	0.42	2023-11-21
RCF	Explainable Time Series Anomaly Detection using M…	0.39	2023-11-21
IF	Explainable Time Series Anomaly Detection using M…	0.38	2023-11-21
Convolutional AE	Explainable Time Series Anomaly Detection using M…	0.35	2023-11-21
SR-CNN	Explainable Time Series Anomaly Detection using M…	0.30	2023-11-21
USAD	Explainable Time Series Anomaly Detection using M…	0.28	2023-11-21
AE	Explainable Time Series Anomaly Detection using M…	0.24	2023-11-21
LSTM-VAE	Explainable Time Series Anomaly Detection using M…	0.20	2023-11-21
TranAD	Explainable Time Series Anomaly Detection using M…	0.19	2023-11-21
OC-SVM	Explainable Time Series Anomaly Detection using M…	0.09	2023-11-21
Deep SVDD	Explainable Time Series Anomaly Detection using M…	0.08	2023-11-21
DAGMM	Explainable Time Series Anomaly Detection using M…	0.06	2023-11-21
TS-TCC-AD	Explainable Time Series Anomaly Detection using M…	0.01	2023-11-21