Time Series Anomaly Detection on SWaT (test) benchmark leaderboard · SOTA2 Research

Time Series Anomaly Detection on SWaT (test)

98.93Affiliation PrecisionCOUTA

Evaluation Results

Method	Links
COUTA2026.05		98.93	76.06	86.01
U2AD2026.05		92.84	99.78	96.19
IsolationForest2026.05		88.25	81.02	84.48
Tcn-ED2026.05		88.02	85.28	86.54
NCAD2026.05		87.83	86.84	87.34
LSTM-VAE2026.05		81.63	79.98	80.8
Omni2026.02		62.76	82.82	71.41
PCA2026.02		62.32	82.96	71.18
TimeRadar2026.02		62.23	97.4	76.73
CAE-Ensemble2026.02		62.1	82.9	71.01
BeatGAN2026.02		61.89	83.46	71.08
TimesFM2026.02		61.63	85.95	71.79
D3R2026.02		60.14	97.57	74.39
DAGMM2026.02		59.42	92.36	72.32
DADA2026.02		59.22	97.54	73.7
ModernTCN2026.02		59.14	89.22	71.13
SensitiveHUE2026.02		58.91	91.71	71.74
GPT4TS2026.02		56.84	91.46	70.11
OCSVM2026.02		56.8	98.72	72.11
MEMTO2026.02		56.47	98.02	71.66
LODA2026.02		56.3	70.34	62.54
Chronos-Bolt2026.02		56.19	96.53	70.98
AE2026.02		54.92	98.2	70.45
HBOS2026.02		54.49	91.35	68.26
Anomaly Transformer2026.02		53.63	98.27	69.39
DCdetector2026.02		53.25	98.12	69.03
LOF2026.02		53.2	96.73	68.65
IForest2026.02		53.03	99.95	69.3
TimeMoE2026.02		52.81	99.58	69.02
SEMPO2026.02		51.97	71.82	60.31
LSTM2026.02		49.99	82.11	62.15