SOTAVerified

Time Series Anomaly Detection

Papers

Showing 211220 of 264 papers

TitleStatusHype
Unsupervised Distance Metric Learning for Anomaly Detection Over Multivariate Time Series0
Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection0
VISTA: Unsupervised 2D Temporal Dependency Representations for Time Series Anomaly Detection0
Warped Time Series Anomaly Detection0
Warping Resilient Scalable Anomaly Detection in Time Series0
Weakly Augmented Variational Autoencoder in Time Series Anomaly Detection0
Anomaly Detection for Non-stationary Time Series using Recurrent Wavelet Probabilistic Neural Network0
Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing ValuesCode0
DConAD: A Differencing-based Contrastive Representation Learning Framework for Time Series Anomaly DetectionCode0
GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly DetectionCode0
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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