Anomaly Detection on PSM (Precision, Recall, F1)
98.74F1 ScoreGDformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GDformerEvaluation Protocol=Point-adjustment2025.01 | 98.74 | 97.97 | 99.52 | |
| THOC2025.01 | 98.54 | — | — | |
| MEMTOEvaluation Protocol=Point-adjustment2025.01 | 98.34 | 97.46 | 99.23 | |
| MAAT2025.02 | 98.32 | 97.48 | 99.17 | |
| Pi-TransformerProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 98.08 | 97.37 | 98.8 | |
| THOC2025.02 | 97.94 | 97.14 | 98.74 | |
| DCDetectorProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 97.94 | 97.14 | 98.74 | |
| DCdetectorEvaluation Protocol=Point-adjustment2025.01 | 97.94 | 97.14 | 98.74 | |
| MtsCIDEvaluation Protocol=Point-adjustment2025.01 | 97.91 | 97.41 | 98.41 | |
| Anomaly2025.01 | 97.89 | — | — | |
| DCdetector2025.02 | 97.83 | 97.22 | 98.45 | |
| FusAD2025.12 | 97.7 | 98.7 | 98 | |
| TVNet2025.12 | 97.5 | 98.3 | 96.7 | |
| Anomaly Trans2025.02 | 97.47 | 97.14 | 97.81 | |
| TimesNet2025.01 | 97.47 | — | — | |
| TimesNetconfig=R2026.03 | 97.47 | 98.19 | 96.76 | |
| VI 2D SSM2026.03 | 97.42 | 98.2 | 96.67 | |
| TimesNet2025.12 | 97.4 | 98.1 | 96.7 | |
| AnomalyTransProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 97.37 | 96.94 | 97.81 | |
| AnomalyTransEvaluation Protocol=Point-adjustment2025.01 | 97.37 | 96.94 | 97.81 | |
| TimesNetreproduced=true2023.02 | 97.34 | — | — | |
| TimeNet2026.03 | 97.34 | 98.51 | 96.2 | |
| UniTSPublication Year=20242025.08 | 97.31 | 98.45 | 96.19 | |
| Stationary2025.01 | 97.29 | — | — | |
| Stationary2023.02 | 97.29 | — | — | |
| Stationary2026.03 | 97.29 | 97.82 | 96.76 | |
| TStationary2026.03 | 97.29 | 97.82 | 96.76 | |
| FEDformer2023.02 | 97.23 | — | — | |
| FEDformer2026.03 | 97.23 | 97.31 | 97.16 | |
| ModernTCN2026.03 | 97.23 | 98.09 | 96.38 | |
| FEDformer2026.03 | 97.23 | 97.31 | 97.16 | |
| ModernTCNEvaluation Protocol=Point-adjustment2025.01 | 97.23 | 98.09 | 96.38 | |
| Stationary2025.12 | 97.2 | 97.8 | 96.7 | |
| FEDformer2025.12 | 97.2 | 97.3 | 97.1 | |
| ModernTCN2025.12 | 97.2 | 98 | 96.3 | |
| LightTS2025.01 | 97.15 | — | — | |
| LightTS2023.02 | 97.15 | — | — | |
| LightTS2026.03 | 97.15 | 98.37 | 95.97 | |
| LightTS2026.03 | 97.15 | 98.37 | 95.97 | |
| GPT2(6)layers=62023.02 | 97.13 | — | — | |
| HGTS-Former2025.08 | 97.13 | 98.79 | 95.52 | |
| GPT4TS2026.03 | 97.13 | 98.62 | 95.68 | |
| GPT4TS2025.12 | 97.1 | 98.6 | 95.6 | |
| One-for-All2026.03 | 97.1 | 98.6 | 95.5 | |
| GPT4TSPublication Year=20232025.08 | 97.09 | 98.36 | 95.85 | |
| SymTimePublication Year=20252025.08 | 97.07 | 98.89 | 95.32 | |
| TimesNetPublication Year=20232025.08 | 97.06 | 98.46 | 95.7 | |
| Chimera2026.03 | 96.74 | 97.3 | 96.19 | |
| DLinearPublication Year=20232025.08 | 96.64 | 98.65 | 94.7 | |
| SWIFT2025.01 | 96.47 | — | — | |
| PatchTST2026.03 | 96.37 | 98.87 | 93.99 | |
| PatchTST2025.12 | 96.3 | 98.8 | 93.9 | |
| Peri-midFormerPublication Year=2024b2025.08 | 96.21 | 98.46 | 94.06 | |
| PatchTST2023.02 | 96.08 | — | — | |
| PatchTSTPublication Year=20232025.08 | 96.08 | 98.84 | 93.47 | |
| TimesNetconfig=I2026.03 | 95.21 | 98.22 | 92.21 | |
| SensitiveHUEEvaluation Protocol=Point-adjustment2025.01 | 95.16 | 97.63 | 92.82 | |
| Timer-XLPublication Year=20252025.08 | 95.05 | 98.61 | 91.73 | |
| iTransformerPublication Year=20242025.08 | 94.88 | 97.92 | 92.03 | |
| TSINR2025.12 | 94 | 99.2 | 89.3 | |
| FITS2025.01 | 93.96 | — | — | |
| Dlinear2025.01 | 93.55 | — | — | |
| DLinear2023.02 | 93.55 | — | — | |
| DLinear2026.03 | 93.55 | 98.28 | 89.26 | |
| DLinear2025.12 | 93.5 | 98.2 | 89.2 | |
| Crossformer2025.12 | 93.3 | 97.1 | 89.7 | |
| CrossFormer2026.03 | 93.3 | 97.16 | 89.73 | |
| Autoformer2023.02 | 93.29 | — | — | |
| Autoformer2026.03 | 93.29 | 99.08 | 88.15 | |
| Autoformer2026.03 | 93.29 | 99.08 | 88.15 | |
| Autoformer2025.12 | 93.2 | 99 | 88.1 | |
| CrossformerPublication Year=20232025.08 | 92.52 | 97.49 | 88.02 | |
| TiDEPublication Year=2023a2025.08 | 92.5 | 93 | 92 | |
| BeatGAN2025.02 | 92.04 | 81.32 | 90.3 | |
| BeatGANProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 92.04 | 90.3 | 93.84 | |
| ETSformer2023.02 | 91.76 | — | — | |
| ETSformer2026.03 | 91.76 | 99.31 | 85.28 | |
| ETSformer2026.03 | 91.76 | 99.31 | 85.28 | |
| Deep-SVDD2025.02 | 90.73 | 95.41 | 86.79 | |
| Deep-SVDDProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 90.73 | 95.41 | 86.49 | |
| Deep-SVDDEvaluation Protocol=Point-adjustment2025.01 | 90.73 | 95.41 | 86.49 | |
| THOCProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 89.54 | 88.14 | 90.99 | |
| THOCEvaluation Protocol=Point-adjustment2025.01 | 89.54 | 88.14 | 90.99 | |
| VAR2025.02 | 87.13 | 90.71 | 83.82 | |
| VARProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 87.13 | 90.71 | 83.82 | |
| InterFusionProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 83.52 | 83.61 | 83.45 | |
| InterFusionEvaluation Protocol=Point-adjustment2025.01 | 83.52 | 83.61 | 83.45 | |
| IForest2025.01 | 83.48 | — | — | |
| IForestProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 83.48 | 76.09 | 92.45 | |
| IForestEvaluation Protocol=Point-adjustment2025.01 | 83.48 | 76.09 | 92.45 | |
| Forrest2025.02 | 83.46 | 76.09 | 92.45 | |
| LSTMProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 82.8 | 76.93 | 89.64 | |
| LSTM2025.02 | 82.64 | 80.69 | 76.93 | |
| Pyraformer2023.02 | 82.08 | — | — | |
| Pyraformer2026.03 | 82.08 | 71.67 | 96.02 | |
| ALoRa-Det2026.02 | 82 | 82 | 83 | |
| Pyraformer2025.12 | 82 | 71.6 | 96 | |
| LSTM2026.03 | 81.67 | 69.24 | 99.53 | |
| U-Time2025.02 | 81.06 | 82.85 | 79.34 | |
| U-TimeProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 81.06 | 82.85 | 79.34 |