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ResearchFormerly WizWand

Time Series Anomaly Detection on UEA CT

0.997ROC-AUCSINBAD
0.2646320.4547660.64490.835034Feb 23, 2023Aug 30, 2023Mar 6, 2024Sep 11, 2024Mar 18, 2025Sep 23, 2025Mar 31, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SINBAD2023.020.997
NeuTraL2023.020.993
LOF2023.020.978
GOAD2023.020.977
OCSVM2023.020.974
RNN2023.020.963
DeepSVDD2023.020.957
DROCC2023.020.953
IF2023.020.943
IMPACTExperimental Setting=Open-Set2026.030.9196
DAGMM2023.020.898
DRAExperimental Setting=Open-Set2026.030.8873
DSADExperimental Setting=Open-Set2026.030.8777
WSAD-DTExperimental Setting=Open-Set2026.030.8518
MOSADExperimental Setting=Open-Set2026.030.8042
LSTM-ED2023.020.79
InvADExperimental Setting=Open-Set2026.030.7571
THOCExperimental Setting=Unsupervised2026.030.745
NCADExperimental Setting=Open-Set2026.030.643
GPT4TSExperimental Setting=Unsupervised2026.030.6032
DADAExperimental Setting=Unsupervised2026.030.5608
COUTAExperimental Setting=Unsupervised2026.030.5109
TCN-AEExperimental Setting=Unsupervised2026.030.5002
DevNetExperimental Setting=Open-Set2026.030.4963
DCdetectorExperimental Setting=Unsupervised2026.030.492
TranADExperimental Setting=Unsupervised2026.030.2928