Timestamp-level Anomaly Detection on OMTAD A2: Route Deviation
94.7AUROCOmniAnomaly
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OmniAnomalyWindow Length=T=24, Anomaly ratio=5%2026.06 | 94.7 | 25.53 | 34.8 | |
| VanillaTransformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 94.39 | 28.84 | 38.85 | |
| LSTM-VAEWindow Length=T=24, Anomaly ratio=5%2026.06 | 93.36 | 23.11 | 34.56 | |
| OmniAnomalyWindow Length=T=12, Anomaly ratio=5%2026.06 | 93.07 | 20.76 | 31.35 | |
| LSTMWindow Length=T=12, Anomaly ratio=5%2026.06 | 92.95 | 26.35 | 36.6 | |
| VanillaTransformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 92.64 | 23.6 | 33.56 | |
| LSTMWindow Length=T=24, Anomaly ratio=5%2026.06 | 92.15 | 22.13 | 32.48 | |
| InformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 91.91 | 25.45 | 35.87 | |
| InformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 91.84 | 22.14 | 32.27 | |
| LSTM-VAEWindow Length=T=12, Anomaly ratio=5%2026.06 | 90.96 | 19.55 | 31.35 | |
| PatchTSTWindow Length=T=24, Anomaly ratio=5%2026.06 | 89.03 | 10.51 | 21.98 | |
| PyraformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 88.84 | 17.6 | 28.65 | |
| IForestWindow Length=T=24, Anomaly ratio=5%2026.06 | 88.81 | 13.51 | 23.22 | |
| PatchTSTWindow Length=T=12, Anomaly ratio=5%2026.06 | 86.42 | 8.93 | 19.44 | |
| IForestWindow Length=T=12, Anomaly ratio=5%2026.06 | 85.52 | 10.19 | 19.93 | |
| LOFWindow Length=T=12, Anomaly ratio=5%2026.06 | 83.88 | 12.63 | 20.47 | |
| PyraformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 83.7 | 12.26 | 22.47 | |
| USADWindow Length=T=24, Anomaly ratio=5%2026.06 | 83.68 | 16.75 | 22.77 | |
| OCSVMWindow Length=T=24, Anomaly ratio=5%2026.06 | 82.88 | 20.66 | 29.68 | |
| USADWindow Length=T=12, Anomaly ratio=5%2026.06 | 81.81 | 14.57 | 20.21 | |
| OCSVMWindow Length=T=12, Anomaly ratio=5%2026.06 | 79.74 | 18.13 | 27.19 | |
| TranADWindow Length=T=24, Anomaly ratio=5%2026.06 | 78.42 | 11.83 | 16.54 | |
| LOFWindow Length=T=24, Anomaly ratio=5%2026.06 | 78.1 | 10.39 | 18.79 | |
| AutoformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 76.62 | 12.86 | 19.44 | |
| TranADWindow Length=T=12, Anomaly ratio=5%2026.06 | 72.74 | 9.65 | 14.24 | |
| FEDformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 71.34 | 11.24 | 17.38 | |
| DLinearWindow Length=T=12, Anomaly ratio=5%2026.06 | 66.11 | 5.28 | 12.08 | |
| AutoformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 65.3 | 7.61 | 13.15 | |
| DLinearWindow Length=T=24, Anomaly ratio=5%2026.06 | 64.94 | 4.22 | 9.62 | |
| FEDformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 58.72 | 5.5 | 9.84 | |
| Anomaly TransformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 54.74 | 6.94 | 16.86 | |
| Anomaly TransformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 40.56 | 4.29 | 9.39 |