Time Series Anomaly Detection on SWaT (CCE, F1, Aff-F1, UAff-F1, AUC, V-PR) benchmark leaderboard · SOTA2 Research

Time Series Anomaly Detection on SWaT (CCE, F1, Aff-F1, UAff-F1, AUC, V-PR)

69F1Isolation Forest

Evaluation Results

Method	Links
Isolation Forest2026.06		69	—	—	—	87	—
TIMELAVA2026.06		68	—	—	—	86	—
CNN2025.11		58.34	29.04	5.46	5.46	86.77	60.84
TranAD2025.11		58.34	29.78	5.34	5.34	88.47	63.5
USAD2025.11		58.34	29.79	5.33	5.33	88.71	63.04
Omni2025.11		58.34	29.8	5.31	5.31	88.85	59.3
A.T.2025.11		58.34	29.31	5.35	5.35	74.39	47.13
LSTM2025.11		58.32	29.54	5.41	5.41	86.63	68.63
STAND2025.11		57.95	71.48	87.84	87.42	92.02	87.14
RF2025.11		56.73	61.42	86.06	85.08	95.92	89.24
ExtraTrees2025.11		53.87	69.03	81.26	81.22	97.01	92.69
AdaBoost2025.11		52.01	18.69	50.13	42.59	86.71	41.43
PCA2025.11		48.84	4.52	66.17	30.8	89.73	61.73
LightGBM2025.11		48.82	66.51	75.89	70.81	94.87	80.76
SVM2025.11		35.33	26.95	81.49	80.25	93.29	88.62
M2N22025.11		23.99	0.01	75.65	42.15	81.15	33.29
Anomaly Transformer2026.06		22	—	—	—	60	—
KMeans2025.11		19.49	4.79	78.12	46.24	33.06	18.18
AE2025.11		17.87	16.25	74.95	40.34	84.69	45.08
LSTM2026.06		16	—	—	—	30	—
ARIMA/VAR2026.06		11	—	—	—	46	—
HBOS2025.11		10.38	9.65	71.49	24.54	75.08	26.34
CATCH2025.11		9.33	0.02	73.41	23.84	29.78	11.87
TimeInf2026.06		8	—	—	—	61	—
Random2025.11		7.07	-0.48	68.96	-3.13	49.96	12.77
IForest2025.11		6.02	-2.02	62.11	-9.86	32.74	10.37