Timestamp-level anomaly detection on OMTAD A3: Close Approach
75.42AUROCAnomaly Transformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Anomaly TransformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 75.42 | 7.88 | 16.12 | |
| VanillaTransformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 66.77 | 4.84 | 12.14 | |
| LSTMWindow Length=T=24, Anomaly ratio=5%2026.06 | 66.59 | 2.47 | 6.71 | |
| VanillaTransformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 66.26 | 2.47 | 6.89 | |
| InformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 66.13 | 2.43 | 6.7 | |
| LSTMWindow Length=T=12, Anomaly ratio=5%2026.06 | 66.07 | 4.57 | 10.98 | |
| InformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 65.45 | 4.49 | 10.91 | |
| LSTM-VAEWindow Length=T=12, Anomaly ratio=5%2026.06 | 64.13 | 4.67 | 11.04 | |
| DLinearWindow Length=T=12, Anomaly ratio=5%2026.06 | 63.73 | 3.37 | 8.38 | |
| LSTM-VAEWindow Length=T=24, Anomaly ratio=5%2026.06 | 62.38 | 1.97 | 5.11 | |
| PyraformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 58.36 | 1.55 | 3.63 | |
| PyraformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 57.46 | 3.03 | 6.59 | |
| PatchTSTWindow Length=T=24, Anomaly ratio=5%2026.06 | 56.6 | 1.41 | 3.39 | |
| DLinearWindow Length=T=24, Anomaly ratio=5%2026.06 | 56.56 | 1.35 | 3.38 | |
| LOFWindow Length=T=12, Anomaly ratio=5%2026.06 | 55.67 | 2.77 | 5.53 | |
| OmniAnomalyWindow Length=T=24, Anomaly ratio=5%2026.06 | 55.59 | 1.46 | 3.41 | |
| OmniAnomalyWindow Length=T=12, Anomaly ratio=5%2026.06 | 54.69 | 3 | 5.67 | |
| PatchTSTWindow Length=T=12, Anomaly ratio=5%2026.06 | 54.54 | 2.62 | 6.16 | |
| LOFWindow Length=T=24, Anomaly ratio=5%2026.06 | 54.39 | 1.29 | 2.71 | |
| IForestWindow Length=T=12, Anomaly ratio=5%2026.06 | 52.44 | 2.35 | 4.78 | |
| TranADWindow Length=T=24, Anomaly ratio=5%2026.06 | 52.11 | 1.18 | 2.51 | |
| IForestWindow Length=T=24, Anomaly ratio=5%2026.06 | 51.38 | 1.13 | 2.44 | |
| USADWindow Length=T=24, Anomaly ratio=5%2026.06 | 50.81 | 1.12 | 2.38 | |
| TranADWindow Length=T=12, Anomaly ratio=5%2026.06 | 50.63 | 2.3 | 4.59 | |
| USADWindow Length=T=12, Anomaly ratio=5%2026.06 | 50.09 | 2.24 | 4.48 | |
| Anomaly TransformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 49.88 | 1.09 | 2.3 | |
| OCSVMWindow Length=T=24, Anomaly ratio=5%2026.06 | 49.49 | 1.07 | 2.31 | |
| OCSVMWindow Length=T=12, Anomaly ratio=5%2026.06 | 49.45 | 2.2 | 4.46 | |
| AutoformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 49.32 | 2.39 | 4.86 | |
| FEDformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 49.14 | 1.14 | 2.41 | |
| AutoformerWindow Length=T=24, Anomaly ratio=5%2026.06 | 48.75 | 1.12 | 2.39 | |
| FEDformerWindow Length=T=12, Anomaly ratio=5%2026.06 | 48.4 | 2.33 | 4.85 |