Time Series Anomaly Detection on SWaT benchmark leaderboard · SOTA2 Research

Time Series Anomaly Detection on SWaT

0.7991VUS-ROCLEFT

Evaluation Results

Method	Links
LEFT2026.02		0.7991	0.529
SCAN2026.06		0.7866	0.4986
CrossAD2026.02		0.7865	0.4767
CrossAD2026.06		0.7865	0.4767
KAN-AD2026.06		0.7821	0.5829
DADA2026.06		0.7714	0.4422
MEMTO2026.06		0.7354	0.2858
HBOS2026.02		0.7084	0.4602
HBOS2026.06		0.7084	0.4602
LOF2026.02		0.6667	0.4187
LOF2026.06		0.6667	0.4187
LODA2026.02		0.6358	0.3531
LODA2026.06		0.6358	0.3531
Omni2026.02		0.6187	0.4475
Omni2026.06		0.6187	0.4475
PCA2026.02		0.6149	0.4459
PCA2026.06		0.6149	0.4459
CAE2026.02		0.5939	0.4104
CAE2026.06		0.5939	0.4104
OCSVM2026.02		0.5903	0.4396
AE2026.02		0.5903	0.4144
OCSVM2026.06		0.5903	0.4396
AE2026.06		0.5903	0.4144
DAGMM2026.02		0.5746	0.4731
DAGMM2026.06		0.5746	0.4731
AT2026.02		0.5561	0.2679
AT2026.06		0.5561	0.2679
LSTM2026.02		0.5482	0.22
LSTM2026.06		0.5482	0.22
DC2026.02		0.5191	0.1495
DC2026.06		0.5191	0.1495
MtsCID2026.02		0.5021	0.1283
MtsCID2026.06		0.5021	0.1283
IForest2026.02		0.3677	0.1011
IForest2026.06		0.3677	0.1011
TimesNet2026.02		0.2974	0.1158
TimesNet2026.06		0.2974	0.1158
ModernTCN2026.02		0.2735	0.0941
ModernTCN2026.06		0.2735	0.0941
TimeMixer2026.02		0.2673	0.0918
TimeMixer2026.06		0.2673	0.0918
GPT4TS2026.02		0.2537	0.0846
GPT4TS2026.06		0.2537	0.0846