SOTAVerified

Time Series Anomaly Detection

Papers

Showing 251–264 of 264 papers

TitleStatusHype
Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural NetworkCode0
VELC: A New Variational AutoEncoder Based Model for Time Series Anomaly DetectionCode0
Warping Resilient Scalable Anomaly Detection in Time Series—0
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning—0
Devil in the Detail: Attack Scenarios in Industrial Applications—0
WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing DetectionCode0
Feedforward Neural Network for Time Series Anomaly Detection—0
DeepAnT: A Deep Learning Approach for Unsupervised Anomaly Detection in Time SeriesCode0
RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time SeriesCode0
A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series DataCode0
Towards Experienced Anomaly Detector through Reinforcement Learning—0
Greenhouse: A Zero-Positive Machine Learning System for Time-Series Anomaly Detection—0
Time Series Anomaly Detection; Detection of anomalous drops with limited features and sparse examples in noisy highly periodic data—0
Long Short Term Memory Networks for Anomaly Detection in Time SeriesCode0
Show:102550
← PrevPage 6 of 6Next →

Benchmark Results

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