Attack Detection on SWaT Malicious Controller Output Injection (test)
99.8F1 ScoreSRLR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SRLR2025.12 | 99.8 | 100 | 99.61 | 99.82 | 100 | 99.64 | |
| CascadedNN2025.12 | 99.16 | 99.37 | 98.96 | 99.39 | 100 | 98.8 | |
| SRLR2025.12 | 98.22 | 99.75 | 96.85 | 99.99 | 100 | 99.99 | |
| RNN2025.12 | 97.95 | 99.01 | 97 | 98.22 | 99.27 | 97.23 | |
| CascadedNN2025.12 | 97.27 | 97.07 | 97.57 | 99.99 | 100 | 100 | |
| NSIBF-RECON2025.12 | 92.45 | 86.95 | 99.81 | 93.18 | 89.4 | 97.76 | |
| NSIBF-PRED2025.12 | 92.45 | 86.95 | 99.81 | 93.83 | 90.3 | 98.03 | |
| RNN2025.12 | 88.57 | 88.53 | 88.99 | 98.88 | 98.01 | 99.81 | |
| NSIBF2025.12 | 87.27 | 86.83 | 88.62 | 93.91 | 91.07 | 97.17 | |
| USAD2025.12 | 85.21 | 77.72 | 99.91 | 89.43 | 83.23 | 99.15 | |
| OmniAnomaly2025.12 | 81.21 | 69.64 | 99.63 | 98.74 | 99.61 | 97.97 | |
| OmniAnomaly2025.12 | 72.29 | 60.04 | 93.24 | 98.64 | 97.45 | 100 | |
| NSIBF2025.12 | 58.39 | 51.65 | 69.07 | 85.93 | 84.83 | 87.05 | |
| USAD2025.12 | 50.56 | 37.78 | 93.94 | 82.85 | 77.38 | 91.22 | |
| EncDec-AD2025.12 | 50.26 | 39.46 | 87.03 | 91.39 | 89.12 | 94.44 | |
| NSIBF-RECON2025.12 | 50.12 | 33.44 | 100 | 75.78 | 62.21 | 96.91 | |
| NSIBF-PRED2025.12 | 50.09 | 33.42 | 99.94 | 76.99 | 63.79 | 97.25 | |
| DAGMM2025.12 | 48.24 | 32.13 | 99.91 | 49.04 | 32.84 | 100 | |
| EncDec-AD2025.12 | 33.57 | 22.62 | 66.9 | 35.43 | 24.3 | 67.49 | |
| DAGMM2025.12 | 27.32 | 16.46 | 100 | 28.26 | 16.46 | 100 |