SOTAVerified

Time Series Anomaly Detection

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 226–250 of 264 papers

TitleStatusHype
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning—0
Applying Quantum Autoencoders for Time Series Anomaly Detection—0
Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art—0
Harnessing Contrastive Learning and Neural Transformation for Time Series Anomaly Detection—0
A Comparative Study on Unsupervised Anomaly Detection for Time Series: Experiments and Analysis—0
Time Series Anomaly Detection with CNN for Environmental Sensors in Healthcare-IoT—0
Anomaly Detection in Predictive Maintenance: A New Evaluation Framework for Temporal Unsupervised Anomaly Detection Algorithms—0
GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality—0
Time Series Anomaly Detection with label-free Model Selection—0
From CNN to CNN + RNN: Adapting Visualization Techniques for Time-Series Anomaly Detection—0
Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing—0
GenIAS: Generator for Instantiating Anomalies in time Series—0
GraphAD: A Graph Neural Network for Entity-Wise Multivariate Time-Series Anomaly Detection—0
Graph Anomaly Detection in Time Series: A Survey—0
Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection—0
Warped Time Series Anomaly Detection—0
Greenhouse: A Zero-Positive Machine Learning System for Time-Series Anomaly Detection—0
Hankel-structured Tensor Robust PCA for Multivariate Traffic Time Series Anomaly Detection—0
HFN: Heterogeneous Feature Network for Multivariate Time Series Anomaly Detection—0
How Far Should We Look Back to Achieve Effective Real-Time Time-Series Anomaly Detection?—0
FreCT: Frequency-augmented Convolutional Transformer for Robust Time Series Anomaly Detection—0
Hypergraph-based multi-scale spatio-temporal graph convolution network for Time-Series anomaly detection—0
iADCPS: Time Series Anomaly Detection for Evolving Cyber-physical Systems via Incremental Meta-learning—0
Forecast-based Multi-aspect Framework for Multivariate Time-series Anomaly Detection—0
Impact of Deep Learning Libraries on Online Adaptive Lightweight Time Series Anomaly Detection—0
Show:102550
← PrevPage 10 of 11Next →
All datasetsUCR Anomaly ArchiveKPIMSLSMAPSMDSWaTWADIYahoo A1

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