Time Series Anomaly Detection on SWaT (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR) benchmark leaderboard · SOTA2 Research

Time Series Anomaly Detection on SWaT (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR)

84.14AUC-ROCCouta

Evaluation Results

Method	Links
Couta2026.05		84.14	73.11	72.75	55.04
U2AD2026.05		82.63	60.56	73.22	56.61
TcnED2026.05		82.42	74.43	66.46	49.36
Isolation Forest2026.05		74.33	51.76	71.13	52.24
LSTM-VAE2026.05		69.66	44	70.41	48.35
LSTM2026.05		67.97	39.3	66.33	38.18
NCAD2026.05		58.34	45.43	56.94	46