SOTAVerified

Time Series Anomaly Detection

Papers

Showing 101125 of 264 papers

TitleStatusHype
StackVAE-G: An efficient and interpretable model for time series anomaly detectionCode0
From Chaos to Clarity: Time Series Anomaly Detection in Astronomical ObservationsCode0
ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-Variable Context EncodingCode0
PASTA: Neural Architecture Search for Anomaly Detection in Multivariate Time SeriesCode0
OIPR: Evaluation for Time-series Anomaly Detection Inspired by Operator InterestCode0
Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time SeriesCode0
Federated Learning with Reservoir State Analysis for Time Series Anomaly DetectionCode0
Multivariate Time Series Anomaly Detection: Fancy Algorithms and Flawed Evaluation MethodologyCode0
Exploring the Influence of Dimensionality Reduction on Anomaly Detection Performance in Multivariate Time SeriesCode0
mTSBench: Benchmarking Multivariate Time Series Anomaly Detection and Model Selection at ScaleCode0
Multivariate Time Series Anomaly Detection using DiffGAN ModelCode0
QBSD: Quartile-Based Seasonality Decomposition for Cost-Effective RAN KPI ForecastingCode0
OrionBench: Benchmarking Time Series Generative Models in the Service of the End-UserCode0
MIM-GAN-based Anomaly Detection for Multivariate Time Series DataCode0
TSA on AutoPilot: Self-tuning Self-supervised Time Series Anomaly DetectionCode0
A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series DataCode0
MIXAD: Memory-Induced Explainable Time Series Anomaly DetectionCode0
Joint Selective State Space Model and Detrending for Robust Time Series Anomaly DetectionCode0
Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly DetectionCode0
Dive into Time-Series Anomaly Detection: A Decade ReviewCode0
An Effective WGAN-based Anomaly Detection Model for loT Multivariate Time Series Published on Pacific-Asia Conference on Knowledge Discovery and Data MiningCode0
Towards Unbiased Evaluation of Time-series Anomaly DetectorCode0
Benchmarking Unsupervised Strategies for Anomaly Detection in Multivariate Time SeriesCode0
DeepHYDRA: Resource-Efficient Time-Series Anomaly Detection in Dynamically-Configured SystemsCode0
Long Short Term Memory Networks for Anomaly Detection in Time SeriesCode0
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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