Anomaly Detection on WADI (test)
0.975PrecisionGDN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GDN2021.06 | 0.975 | 0.4019 | 0.57 | — | — | |
| GDN2026.04 | 0.975 | 0.4019 | 0.5692 | — | — | |
| TinyDLWindow length (W)=5, Chunk size (C)=1000, Batch size (B)=64, LSTM units (U)=16, Classification threshold (τ)=0.5, Retraining=None, Cross-dataset generalization=true, Environment=PLC2026.05 | 0.974 | 0.94 | 0.957 | 94.9 | — | |
| SCDT2026.04 | 0.8968 | 0.4313 | 0.5825 | — | — | |
| LSTM-VAE2021.06 | 0.8779 | 0.1445 | 0.25 | — | — | |
| LSTM-VAE2026.04 | 0.8779 | 0.1445 | 0.2482 | — | — | |
| FuSAGNet2026.04 | 0.8292 | 0.4787 | 0.607 | — | — | |
| DAGMM2021.06 | 0.5444 | 0.2699 | 0.36 | — | — | |
| DAGMM2026.04 | 0.5444 | 0.2699 | 0.3609 | — | — | |
| USAD2026.04 | 0.4309 | 0.2251 | 0.2957 | — | — | |
| MAD-GAN2021.06 | 0.4144 | 0.3392 | 0.37 | — | — | |
| MAD-GAN2026.04 | 0.4144 | 0.3392 | 0.373 | — | — | |
| PCA2021.06 | 0.3953 | 0.0563 | 0.1 | — | — | |
| PCA2026.04 | 0.3953 | 0.0563 | 0.0986 | — | — | |
| AE2021.06 | 0.3435 | 0.3435 | 0.34 | — | — | |
| AE2026.04 | 0.3435 | 0.3435 | 0.3435 | — | — | |
| FB2021.06 | 0.086 | 0.086 | 0.09 | — | — | |
| KNN2021.06 | 0.0776 | 0.0775 | 0.08 | — | — | |
| KNN2026.04 | 0.0776 | 0.0775 | 0.0775 | — | — | |
| OCSVM2026.04 | 0.0577 | 1 | 0.1091 | — | — |