SOTAVerified

Time Series Anomaly Detection

Papers

Showing 1120 of 264 papers

TitleStatusHype
TadGAN: Time Series Anomaly Detection Using Generative Adversarial NetworksCode2
Anomaly Transformer: Time Series Anomaly Detection with Association DiscrepancyCode2
European Space Agency Benchmark for Anomaly Detection in Satellite TelemetryCode2
VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly DetectionCode2
MTAD: Tools and Benchmarks for Multivariate Time Series Anomaly DetectionCode2
dtaianomaly: A Python library for time series anomaly detectionCode2
TAB: Unified Benchmarking of Time Series Anomaly Detection MethodsCode2
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time SeriesCode1
CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionCode1
Can LLMs Understand Time Series Anomalies?Code1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TimeVQVAE-ADaccuracy0.71Unverified
2Matrix Profile STUMPYaccuracy0.51Unverified
3MDIaccuracy0.47Unverified
4Matrix Profile SCRIMPaccuracy0.42Unverified
5RCFaccuracy0.39Unverified
6IFaccuracy0.38Unverified
7Convolutional AEaccuracy0.35Unverified
8SR-CNNaccuracy0.3Unverified
9USADaccuracy0.28Unverified
10AEaccuracy0.24Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.3Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.5Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.45Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.51Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.68Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.13Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.65Unverified