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

UCR Anomaly Archive

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 24 results | 📏 Metric: Average F1

Top Performing Models

Rank	Model	Paper	Average F1	Date	Code
1	SubLOF	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.80	2024-11-01	📦 issaccv/KAN-AD
2	KAN	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.75	2024-11-01	📦 issaccv/KAN-AD
3	FCVAE	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.71	2024-11-01	📦 issaccv/KAN-AD
4	SAND	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.66	2024-11-01	📦 issaccv/KAN-AD
5	LSTMAD	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.64	2024-11-01	📦 issaccv/KAN-AD
6	FITS	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.60	2024-11-01	📦 issaccv/KAN-AD
7	OFA	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.57	2024-11-01	📦 issaccv/KAN-AD
8	AT	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.55	2024-11-01	📦 issaccv/KAN-AD
9	SRCNN	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	0.51	2024-11-01	📦 issaccv/KAN-AD
10	Auto-Encoder with Regression (AER)	AER: Auto-Encoder with Regression for Time Series Anomaly Detection	0.47	2022-12-27	📦 signals-dev/Orion 📦 D3-AI/Orion 📦 sintel-dev/orion

All Papers (24)

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

SubLOF

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

KAN

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

FCVAE

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

SAND

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

LSTMAD

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

FITS

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

OFA

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

AT

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

SRCNN

issaccv/KAN-AD

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

2022

Auto-Encoder with Regression (AER)

signals-dev/Orion D3-AI/Orion sintel-dev/orion

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

TranAD

issaccv/KAN-AD

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

TimesNet

issaccv/KAN-AD

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

2022

LSTM-DT

signals-dev/Orion D3-AI/Orion sintel-dev/orion

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

2022

LSTM-VAE

signals-dev/Orion D3-AI/Orion sintel-dev/orion

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

2022

LSTM-AE

signals-dev/Orion D3-AI/Orion sintel-dev/orion

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

2022

TadGAN

signals-dev/Orion D3-AI/Orion sintel-dev/orion

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

2022

ARIMA

signals-dev/Orion D3-AI/Orion sintel-dev/orion

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

2022

Robust Random Cut Forest (RRCF)

dlr-dw/is-it-worth-it-benchmark

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

2024

KAN-AD

issaccv/KAN-AD

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

2022

MERLIN

dlr-dw/is-it-worth-it-benchmark

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

2022

Maximally Divergent Intervals (MDI)

dlr-dw/is-it-worth-it-benchmark

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

2022

Graph Augmented Normalizing Flows (GANF)

dlr-dw/is-it-worth-it-benchmark

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

2022

Transformer Network for Anomaly Detection (TranAD)

dlr-dw/is-it-worth-it-benchmark

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

2022

Autoencoder (AE)

dlr-dw/is-it-worth-it-benchmark

UCR Anomaly Archive

Performance Over Time

Edit Benchmark Results

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Top Performing Models

All Papers (24)

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

AER: Auto-Encoder with Regression for Time Series Anomaly Detection

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

Is it worth it? Comparing six deep and classical methods for unsupervised anomaly detection in time series

Model	Paper	Average F1	Date
SubLOF	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.80	2024-11-01
KAN	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.75	2024-11-01
FCVAE	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.71	2024-11-01
SAND	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.66	2024-11-01
LSTMAD	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.64	2024-11-01
FITS	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.60	2024-11-01
OFA	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.57	2024-11-01
AT	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.55	2024-11-01
SRCNN	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.51	2024-11-01
Auto-Encoder with Regression (AER)	AER: Auto-Encoder with Regression for Time Series…	0.47	2022-12-27
TranAD	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.46	2024-11-01
TimesNet	KAN-AD: Time Series Anomaly Detection with Kolmog…	0.45	2024-11-01
LSTM-DT	AER: Auto-Encoder with Regression for Time Series…	0.39	2022-12-27
LSTM-VAE	AER: Auto-Encoder with Regression for Time Series…	0.32	2022-12-27
LSTM-AE	AER: Auto-Encoder with Regression for Time Series…	0.31	2022-12-27
TadGAN	AER: Auto-Encoder with Regression for Time Series…	0.16	2022-12-27
ARIMA	AER: Auto-Encoder with Regression for Time Series…	0.12	2022-12-27
Robust Random Cut Forest (RRCF)	Is it worth it? Comparing six deep and classical …		2022-12-21
KAN-AD	KAN-AD: Time Series Anomaly Detection with Kolmog…		2024-11-01
MERLIN	Is it worth it? Comparing six deep and classical …		2022-12-21
Maximally Divergent Intervals (MDI)	Is it worth it? Comparing six deep and classical …		2022-12-21
Graph Augmented Normalizing Flows (GANF)	Is it worth it? Comparing six deep and classical …		2022-12-21
Transformer Network for Anomaly Detection (TranAD)	Is it worth it? Comparing six deep and classical …		2022-12-21
Autoencoder (AE)	Is it worth it? Comparing six deep and classical …		2022-12-21