Anomaly Detection on MSL (Precision, Recall, F1-score)
95.83F1 ScoreGDformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GDformerEvaluation Protocol=Point-adjustment2025.01 | 95.83 | 93.7 | 98.07 | |
| MtsCIDEvaluation Protocol=Point-adjustment2025.01 | 95.13 | 93.37 | 96.97 | |
| DCdetectorEvaluation Protocol=Point-adjustment2025.01 | 94.68 | 92.28 | 97.21 | |
| MEMTOEvaluation Protocol=Point-adjustment2025.01 | 94.36 | 92.07 | 96.76 | |
| AnomalyTransEvaluation Protocol=Point-adjustment2025.01 | 93.93 | 91.92 | 96.03 | |
| THOCEvaluation Protocol=Point-adjustment2025.01 | 89.69 | 88.45 | 90.97 | |
| OmniAnomalyEvaluation Protocol=Point-adjustment2025.01 | 87.67 | 89.02 | 86.37 | |
| InterFusionEvaluation Protocol=Point-adjustment2025.01 | 86.62 | 81.28 | 92.7 | |
| TimeMixer++Publication=ICLR 20252026.05 | 85.82 | — | — | |
| TimesNetPublication=ICLR 20232026.05 | 85.15 | — | — | |
| ETSformer2026.03 | 85.03 | 85.13 | 84.93 | |
| ETSformerPublication=ICML 20222026.05 | 85.03 | — | — | |
| ModernTCNEvaluation Protocol=Point-adjustment2025.01 | 84.92 | 83.94 | 85.93 | |
| DLinearPublication=AAAI 20232026.05 | 84.88 | — | — | |
| PyraformerPublication=ICLR 20222026.05 | 84.86 | — | — | |
| SensitiveHUEEvaluation Protocol=Point-adjustment2025.01 | 84.59 | 90.86 | 79.13 | |
| Reformer2026.03 | 84.4 | 85.51 | 83.31 | |
| ReformerPublication=ICLR 20202026.05 | 84.4 | — | — | |
| Informer2026.03 | 84.06 | 81.77 | 86.48 | |
| InformerPublication=AAAI 20212026.05 | 84.06 | — | — | |
| Deep-SVDDEvaluation Protocol=Point-adjustment2025.01 | 83.58 | 91.92 | 76.63 | |
| Anomaly TransformerPublication=ICLR 2022, anomaly criterion=only reconstruction error2026.05 | 83.31 | — | — | |
| LSTM-VAEEvaluation Protocol=Point-adjustment2025.01 | 82.62 | 85.49 | 79.94 | |
| LSSLPublication=NeurIPS 20222026.05 | 82.53 | — | — | |
| GPT4TS2026.03 | 82.45 | 82 | 82.91 | |
| LSTMPublication=19972026.05 | 81.93 | — | — | |
| One-for-All2026.03 | 81.9 | 82.3 | 81.4 | |
| TimeNet2026.03 | 81.84 | 89.54 | 75.36 | |
| LogTransPublication=NeurIPS 20192026.05 | 79.57 | — | — | |
| Autoformer2026.03 | 79.05 | 77.27 | 80.92 | |
| XCTFormer2026.05 | 79.05 | — | — | |
| AutoformerPublication=NeurIPS 20212026.05 | 79.05 | — | — | |
| LightTS2026.03 | 78.95 | 82.4 | 75.78 | |
| LightTSPublication=AAAI 20222026.05 | 78.95 | — | — | |
| TransformerPublication=NeurIPS 20172026.05 | 78.68 | — | — | |
| TCNPublication=20182026.05 | 78.6 | — | — | |
| FEDformer2026.03 | 78.57 | 77.14 | 80.07 | |
| FEDformerPublication=ICML 20222026.05 | 78.57 | — | — | |
| TStationary2026.03 | 77.5 | 68.55 | 89.14 | |
| StationaryPublication=NeurIPS 20222026.05 | 77.5 | — | — | |
| DAGMMEvaluation Protocol=Point-adjustment2025.01 | 74.62 | 89.6 | 63.93 | |
| iTransformerPublication=ICLR 20242026.05 | 72.54 | — | — | |
| OCSVMEvaluation Protocol=Point-adjustment2025.01 | 70.82 | 59.78 | 86.87 | |
| TiDEPublication=TMLR 20232026.05 | 70.18 | — | — | |
| IForestEvaluation Protocol=Point-adjustment2025.01 | 66.45 | 53.94 | 86.54 |