Anomaly Detection on SWaT (test)
0.983F1-scoreTi-iLSTM
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Ti-iLSTMF=10, Win=10, Memory=RSS≈709 MB2026.05 | 0.983 | — | — | — | — | — | — | — | — | — | |
| TinyDLWindow length (W)=5, Chunk size (C)=1000, Batch size (B)=64, LSTM units (U)=16, Classification threshold (τ)=0.5, Environment=laptop2026.05 | 0.981 | 0.974 | 0.989 | — | — | — | — | — | — | 98 | |
| GPT4TS2024.11 | 0.9423 | 0.922 | 0.9634 | — | — | — | — | — | — | — | |
| LSTMF=51, Win=202026.05 | 0.94 | — | — | — | — | — | — | — | — | — | |
| Peri-midFormer2024.11 | 0.934 | 0.9191 | 0.9495 | — | — | — | — | — | — | — | |
| LightTS2024.11 | 0.9333 | 0.9198 | 0.9472 | — | — | — | — | — | — | — | |
| FEDformer2024.11 | 0.9319 | 0.9017 | 0.9642 | — | — | — | — | — | — | — | |
| TimesNet2024.11 | 0.9302 | 0.9075 | 0.954 | — | — | — | — | — | — | — | |
| Autoformer2024.11 | 0.9274 | 0.8985 | 0.9581 | — | — | — | — | — | — | — | |
| Pyraformer2024.11 | 0.9178 | 0.8792 | 0.96 | — | — | — | — | — | — | — | |
| SCDT2026.04 | 0.8917 | 0.9621 | 0.8309 | — | — | — | — | — | — | — | |
| STAE-ADF=51, Win=120 s2026.05 | 0.88 | — | — | — | — | — | — | — | — | — | |
| DLinear2024.11 | 0.8752 | 0.8091 | 0.953 | — | — | — | — | — | — | — | |
| PatchTST2024.11 | 0.8572 | 0.911 | 0.8094 | — | — | — | — | — | — | — | |
| ETSformer2024.11 | 0.8491 | 0.9002 | 0.8036 | — | — | — | — | — | — | — | |
| FuSAGNet2026.04 | 0.8369 | 0.9878 | 0.726 | — | — | — | — | — | — | — | |
| SRLR2025.12 | 0.8329 | 0.9816 | 0.7233 | 0.9299 | 0.9353 | 0.9247 | — | — | — | — | |
| Anomaly2024.11 | 0.831 | 0.7251 | 0.9732 | — | — | — | — | — | — | — | |
| Reformer2024.11 | 0.828 | 0.725 | 0.9653 | — | — | — | — | — | — | — | |
| Informer2024.11 | 0.8143 | 0.7029 | 0.9675 | — | — | — | — | — | — | — | |
| GDN2021.06 | 0.81 | 0.9935 | 0.6812 | — | — | — | — | — | — | — | |
| GDN2026.04 | 0.8082 | 0.9935 | 0.6812 | — | — | — | — | — | — | — | |
| LogTrans2024.11 | 0.8052 | 0.6867 | 0.9732 | — | — | — | — | — | — | — | |
| Transformer2024.11 | 0.8037 | 0.6884 | 0.9653 | — | — | — | — | — | — | — | |
| Non-stationary Transformer (Station)2024.11 | 0.7988 | 0.6803 | 0.9675 | — | — | — | — | — | — | — | |
| MAD-GAN2026.04 | 0.7754 | 0.9897 | 0.6374 | — | — | — | — | — | — | — | |
| MAD-GAN2021.06 | 0.77 | 0.9897 | 0.6374 | — | — | — | — | — | — | — | |
| NSIBF-RECON2025.12 | 0.7603 | 0.9669 | 0.627 | 0.869 | 0.9481 | 0.8023 | — | — | — | — | |
| OmniAnomaly2025.12 | 0.754 | 0.9962 | 0.6066 | 0.7993 | 0.9993 | 0.666 | — | — | — | — | |
| NSIBF-PRED2025.12 | 0.7417 | 0.9468 | 0.6106 | 0.868 | 0.866 | 0.871 | — | — | — | — | |
| LSTM-VAE2021.06 | 0.74 | 0.9624 | 0.5991 | — | — | — | — | — | — | — | |
| LSTM-VAE2026.04 | 0.7385 | 0.9624 | 0.5991 | — | — | — | — | — | — | — | |
| USAD2026.04 | 0.7179 | 1 | 0.56 | — | — | — | — | — | — | — | |
| NSIBF2025.12 | 0.6983 | 0.7725 | 0.6371 | 0.8691 | 0.8273 | 0.9164 | — | — | — | — | |
| RNN2025.12 | 0.6963 | 0.9386 | 0.5612 | 0.9048 | 0.9471 | 0.8668 | — | — | — | — | |
| EncDec-AD2025.12 | 0.694 | 0.8272 | 0.608 | 0.8762 | 0.9132 | 0.8423 | — | — | — | — | |
| CascadedNN2025.12 | 0.6829 | 0.7473 | 0.6433 | 0.901 | 0.9499 | 0.8573 | — | — | — | — | |
| USAD2025.12 | 0.6807 | 0.824 | 0.6188 | 0.8534 | 0.9442 | 0.7836 | — | — | — | — | |
| OCSVM2026.04 | 0.6503 | 0.6288 | 0.6733 | — | — | — | — | — | — | — | |
| AE2026.04 | 0.6103 | 0.7263 | 0.5263 | — | — | — | — | — | — | — | |
| AE2021.06 | 0.61 | 0.7263 | 0.5263 | — | — | — | — | — | — | — | |
| DAGMM2026.04 | 0.3937 | 0.2746 | 0.6952 | — | — | — | — | — | — | — | |
| DAGMM2021.06 | 0.39 | 0.2746 | 0.6952 | — | — | — | — | — | — | — | |
| PCA2026.04 | 0.2316 | 0.2492 | 0.2163 | — | — | — | — | — | — | — | |
| PCA2021.06 | 0.23 | 0.2492 | 0.2163 | — | — | — | — | — | — | — | |
| DAGMM2025.12 | 0.2165 | 0.1213 | 0.9999 | 0.8533 | 0.8602 | 0.8464 | — | — | — | — | |
| FB2021.06 | 0.1 | 0.1017 | 0.1017 | — | — | — | — | — | — | — | |
| KNN2021.06 | 0.08 | 0.0783 | 0.0783 | — | — | — | — | — | — | — | |
| KNN2026.04 | 0.0783 | 0.0783 | 0.0783 | — | — | — | — | — | — | — | |
| AT2026.02 | — | — | — | — | — | — | 0.2258 | 0.0102 | 0.0139 | — | |
| DAGMM2026.02 | — | — | — | — | — | — | 0.2979 | 0.1319 | 0.2634 | — | |
| FATE2026.02 | — | — | — | — | — | — | 0.448 | 0.1347 | 0.2727 | — | |
| LSTM-AE2026.02 | — | — | — | — | — | — | 0.3233 | 0.1506 | 0.3002 | — | |
| LSTM-VAE2026.02 | — | — | — | — | — | — | 0.2725 | 0.1288 | 0.2566 | — | |
| OmniAnomaly2026.02 | — | — | — | — | — | — | 0.3201 | 0.1303 | 0.2638 | — | |
| USAD2026.02 | — | — | — | — | — | — | 0.3336 | 0.1351 | 0.2691 | — | |
| VT-PAT2026.02 | — | — | — | — | — | — | 0.3331 | 0.1526 | 0.305 | — | |
| VT-SAT2026.02 | — | — | — | — | — | — | 0.3319 | 0.1506 | 0.3009 | — |