SOTAVerified

Time Series Anomaly Detection

Papers

Showing 6170 of 264 papers

TitleStatusHype
Deep Contrastive One-Class Time Series Anomaly DetectionCode1
MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly DetectionCode1
DEGAN: Time Series Anomaly Detection using Generative Adversarial Network Discriminators and Density EstimationCode1
Deep Learning for Time Series Anomaly Detection: A SurveyCode1
BeliefPPG: Uncertainty-aware Heart Rate Estimation from PPG signals via Belief PropagationCode1
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time SeriesCode1
AA-Forecast: Anomaly-Aware Forecast for Extreme EventsCode1
Entropy Causal Graphs for Multivariate Time Series Anomaly DetectionCode1
Deep Generative model with Hierarchical Latent Factors for Time Series Anomaly DetectionCode1
Multivariate Time Series Anomaly Detection with Few Positive SamplesCode1
Show:102550
← PrevPage 7 of 27Next →

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