ResearchBenchmarksTime Series Anomaly Detection on UCR datasetFollow0.4Original-FSub-LOF0.02560.12280.220.3172Mar 6, 2026Evaluation ResultsMethodMethodLinksOriginal-FAUC (ROC)AUC (PR)PA-KVUS (ROC)VUS (PR)PATERFeTaFAFDQESub-LOF2026.030.40.860.30.620.890.250.370.40.50.920.54KMeansAD2026.030.350.840.320.450.850.260.340.370.380.850.3CNN2026.030.130.660.090.290.740.070.10.20.310.870.42FFT2026.030.080.520.040.130.560.060.060.110.140.820.3TimesNet2026.030.040.540.020.090.630.020.020.110.160.810.31