Anomaly Detection on SMD (Precision, Recall, F1)
98.6F1-scoreMutual Info
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Mutual InfoBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 98.6 | — | — | |
| PCA-TriageBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 98.2 | — | — | |
| ThresholdBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 98.1 | — | — | |
| Random DropoutBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 98 | — | — | |
| VarianceBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 97.7 | — | — | |
| UniformBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 96.7 | — | — | |
| GPT4TS2026.03 | 86.89 | 88.89 | 84.98 | |
| TimeBlocks2026.06 | 85.4 | — | — | |
| Autoformer2026.03 | 85.11 | 88.06 | 82.35 | |
| FEDformer2026.03 | 85.08 | 87.95 | 82.39 | |
| TStationary2026.03 | 84.62 | 88.33 | 81.21 | |
| TimeNet2026.03 | 84.61 | 87.91 | 81.54 | |
| One-for-All2026.03 | 83.8 | 87.6 | 80.3 | |
| AnomalyTran2026.06 | 83.6 | — | — | |
| ETSformer2026.03 | 83.13 | 87.44 | 79.23 | |
| LightTS2026.03 | 82.53 | 87.1 | 78.42 | |
| PatchTST2026.06 | 82.3 | — | — | |
| Informer2026.03 | 81.65 | 86.6 | 77.23 | |
| TimesNet2026.06 | 81.3 | — | — | |
| DCdetector2026.06 | 80.7 | — | — | |
| Lag-Llama2026.06 | 78.9 | — | — | |
| TTM2026.06 | 78.3 | — | — | |
| Reformer2026.03 | 75.32 | 82.58 | 69.24 | |
| Moment2026.06 | 74.9 | — | — | |
| Autoformer2026.06 | 74.6 | — | — | |
| TimeMixer2026.06 | 73.8 | — | — | |
| NLin2024.10 | 19.6 | 13.1 | 38.4 | |
| IF2024.10 | 19.2 | 45.4 | 12.2 | |
| Patch2024.10 | 18.9 | 12.1 | 42.6 | |
| DLin2024.10 | 18.9 | 12.4 | 40 | |
| PCA2024.10 | 18.8 | 12.3 | 40.4 | |
| iTrans2024.10 | 17.5 | 11.5 | 36 | |
| TsNet2024.10 | 17.1 | 11 | 38.5 | |
| CATCH2024.10 | 15.8 | 9.5 | 47.8 | |
| Modern2024.10 | 14.8 | 9.2 | 37.8 | |
| AE2024.10 | 14.3 | 70.6 | 7.9 | |
| ATrans2024.10 | 11.2 | 10.1 | 12.6 | |
| Ocsvm2024.10 | 11.1 | 6.7 | 32.3 | |
| HBOS2024.10 | 10.3 | 6.2 | 29.7 | |
| DualTF2024.10 | 8.5 | 5.5 | 18.7 | |
| DC2024.10 | 7.3 | 4.2 | 27.6 | |
| TFAD2024.10 | 4.7 | 4.3 | 5.3 |