Anomaly Detection on SMAP (test)
94.7PrecisionDFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DFMODE solver=Fixed-step Euler (F)2024.10 | 94.7 | 96.4 | 98.1 | 98.7 | |
| LightTS2024.11 | 92.58 | 69.21 | 55.27 | — | |
| Pyraformer2024.11 | 92.54 | 71.09 | 57.71 | — | |
| DLinear2024.11 | 92.32 | 69.26 | 55.41 | — | |
| ETSformer2024.11 | 92.25 | 69.5 | 55.75 | — | |
| Anomaly2024.11 | 91.85 | 71.18 | 58.11 | — | |
| Reformer2024.11 | 90.91 | 70.4 | 57.44 | — | |
| PatchTST2024.11 | 90.64 | 68.82 | 55.46 | — | |
| GPT4TS2024.11 | 90.6 | 72.88 | 60.95 | — | |
| FEDformer2024.11 | 90.47 | 70.76 | 58.1 | — | |
| Autoformer2024.11 | 90.4 | 71.12 | 58.62 | — | |
| Peri-midFormer2024.11 | 90.4 | 68.62 | 56.1 | — | |
| TimesNet2024.11 | 90.14 | 69.39 | 56.4 | — | |
| Informer2024.11 | 90.11 | 69.92 | 57.13 | — | |
| DFMODE solver=Variable-step Dopri5 (V)2024.10 | 89.7 | 94.1 | 98.9 | 98.6 | |
| Transformer2024.11 | 89.37 | 69.7 | 57.12 | — | |
| Non-stationary Transformer (Station)2024.11 | 89.37 | 71.09 | 59.02 | — | |
| I-CFMODE solver=Variable-step Dopri5 (V)2024.10 | 89.3 | 93.6 | 98.2 | 98.3 | |
| LogTrans2024.11 | 89.15 | 69.97 | 57.59 | — | |
| ContextFlow++#=12024.06 | 88.64 | 93.62 | 99.19 | 98.66 | |
| FMODE solver=Fixed-step Euler (F)2024.10 | 88.2 | 93.3 | 98.9 | 98.5 | |
| OmniAnomaly2026.06 | 88.2 | 91 | 94 | — | |
| I-CFMODE solver=Fixed-step Euler (F)2024.10 | 88 | 93.3 | 99.2 | 98.6 | |
| Base CNFODE solver=Fixed-step Euler (F)2024.10 | 87.5 | 92.8 | 98.8 | 98.4 | |
| Generalist#=12024.06 | 87.4 | 86.05 | 84.93 | 91.55 | |
| Glow DNFODE solver=None2024.10 | 87.4 | 86.1 | 84.9 | 91.6 | |
| FMODE solver=Variable-step Dopri5 (V)2024.10 | 87.4 | 93.1 | 99.6 | 98.7 | |
| Base CNFODE solver=Variable-step Dopri5 (V)2024.10 | 86.5 | 89.1 | 91.9 | 94.9 | |
| CAE-M#=552024.06 | 81.93 | 88.27 | 95.67 | 99.01 | |
| CAE-MODE solver=None2024.10 | 81.9 | 88.3 | 95.7 | 99 | |
| OmniAnom.#=552024.06 | 81.3 | 87.28 | 94.19 | 98.89 | |
| OmniAnomalyODE solver=None2024.10 | 81.3 | 87.3 | 94.2 | 98.9 | |
| Single-entity HTM2026.06 | 81.2 | 84.1 | 87.3 | — | |
| TranAD#=552024.06 | 80.43 | 89.15 | 99.99 | 99.21 | |
| TranADODE solver=None2024.10 | 80.4 | 89.2 | 99.9 | 99.2 | |
| MTAD-GAT#=552024.06 | 79.91 | 88.8 | 99.91 | 98.44 | |
| GDN#=552024.06 | 74.8 | 85.18 | 98.91 | 98.64 |