SOTAVerified

Time Series Anomaly Detection

Papers

Showing 110 of 264 papers

TitleStatusHype
mTSBench: Benchmarking Multivariate Time Series Anomaly Detection and Model Selection at ScaleCode0
Benchmarking Unsupervised Strategies for Anomaly Detection in Multivariate Time SeriesCode0
TAB: Unified Benchmarking of Time Series Anomaly Detection MethodsCode2
Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series0
Enhancing Network Anomaly Detection with Quantum GANs and Successive Data Injection for Multivariate Time Series0
Anomaly Detection for Non-stationary Time Series using Recurrent Wavelet Probabilistic Neural Network0
FreCT: Frequency-augmented Convolutional Transformer for Robust Time Series Anomaly Detection0
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series0
Quantum Autoencoder for Multivariate Time Series Anomaly Detection0
DConAD: A Differencing-based Contrastive Representation Learning Framework for 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