SOTAVerified

Time Series Anomaly Detection

Papers

Showing 161170 of 264 papers

TitleStatusHype
AMAD: AutoMasked Attention for Unsupervised Multivariate Time Series Anomaly Detection0
Devil in the Detail: Attack Scenarios in Industrial Applications0
Algorithmic Recourse for Anomaly Detection in Multivariate Time Series0
Multivariate Time Series Anomaly Detection in Industry 5.00
ALGAN: Time Series Anomaly Detection with Adjusted-LSTM GAN0
DeepFIB: Self-Imputation for Time Series Anomaly Detection0
Deep Baseline Network for Time Series Modeling and Anomaly Detection0
NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection0
Understanding Time Series Anomaly State Detection through One-Class Classification0
DDMT: Denoising Diffusion Mask Transformer Models for Multivariate Time Series Anomaly Detection0
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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