Method AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 PA-F1 Event-based-F1 R-based-F1 Affiliation-F1
🥇 CNN0.320.730.310.760.370.780.650.370.87
🥈 OmniAnomaly0.270.650.310.690.320.550.410.370.81
🥉 PCA0.310.700.310.740.370.790.590.290.85
LSTMAD0.310.700.310.740.360.790.640.380.87
USAD0.260.640.300.680.310.530.400.370.80
AutoEncoder0.300.670.300.690.340.600.440.280.80
KMeansAD0.250.690.290.730.310.680.490.330.82
CBLOF0.280.670.270.700.320.650.450.310.81
MCD0.270.650.270.690.330.460.330.200.76
OCSVM0.230.610.260.670.280.480.410.300.80
Donut0.200.640.260.710.280.520.360.210.81
RobustPCA0.240.580.240.610.290.600.420.330.81
FITS0.150.580.210.660.220.720.320.160.81
OFA0.150.550.210.630.210.720.410.170.83
EIF0.190.670.210.710.260.740.440.260.81
COPOD0.200.650.200.690.270.720.410.240.80
IForest0.190.660.200.690.260.680.410.240.80
HBOS0.160.630.190.670.240.670.400.240.80
TimesNet0.130.560.190.640.200.680.320.170.82
KNN0.140.510.180.590.190.690.450.210.79
TranAD0.140.590.180.650.210.680.400.210.79
LOF0.100.530.140.600.150.570.320.140.76
AnomalyTransformer0.070.520.120.570.120.530.330.140.74