SOTAVerified

Time Series Anomaly Detection

Papers

Showing 121130 of 264 papers

TitleStatusHype
Applying Quantum Autoencoders for Time Series Anomaly Detection0
Towards Unbiased Evaluation of Time-series Anomaly DetectorCode0
Matrix Profile for Anomaly Detection on Multidimensional Time Series0
Training-Free Time-Series Anomaly Detection: Leveraging Image Foundation Models0
Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection0
Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions0
Can LLMs Serve As Time Series Anomaly Detectors?0
Time Series Anomaly Detection with CNN for Environmental Sensors in Healthcare-IoT0
Impact of Recurrent Neural Networks and Deep Learning Frameworks on Real-time Lightweight Time Series Anomaly Detection0
Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty 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