Anomaly Detection on MSL
94.08F1DGHL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DGHL2023.07 | 94.08 | — | |
| Anomaly Transformer2023.07 | 93.59 | — | |
| TranADTraining data percentage=20%2022.01 | 91.72 | 98.57 | |
| THOC2023.07 | 89.69 | — | |
| Base ModelModel Architecture=COUTA2026.05 | 89.6 | 99.2 | |
| GDNTraining data percentage=20%2022.01 | 89.59 | 94.14 | |
| FeDaL2025.08 | 89.05 | — | |
| FFTS2025.08 | 88.42 | — | |
| Omni Anomaly2023.07 | 87.67 | — | |
| TimesNet2023.07 | 85.15 | — | |
| TimesNet2025.08 | 85.15 | — | |
| MTCN2025.08 | 84.92 | — | |
| Dlinear2023.07 | 84.88 | — | |
| DLinear2025.08 | 84.88 | — | |
| Pyraformer_suffix=true2025.08 | 84.86 | — | |
| Reformer_suffix=true2025.08 | 84.4 | — | |
| OmniAnomalyTraining data percentage=20%2022.01 | 84.24 | 97.03 | |
| Informer_suffix=true2025.08 | 84.06 | — | |
| Anomaly2025.08 | 83.31 | — | |
| GPT4TS2025.08 | 82.45 | — | |
| MSCREDTraining data percentage=20%2022.01 | 82.32 | 97.97 | |
| FedAvg2025.08 | 82.32 | — | |
| MAD-GANTraining data percentage=20%2022.01 | 81.9 | 96.49 | |
| USADTraining data percentage=20%2022.01 | 81.9 | 96.49 | |
| Moment2025.08 | 81.45 | — | |
| UniTSEvaluation Protocol=FT2025.10 | 81.2 | — | |
| iTransformerEvaluation Protocol=FT2025.10 | 80.4 | — | |
| MTAD-GATTraining data percentage=20%2022.01 | 80.24 | 97.82 | |
| DAGMMTraining data percentage=20%2022.01 | 80.1 | 96.06 | |
| PatchTSTEvaluation Protocol=FT2025.10 | 79.9 | — | |
| Autoformer_suffix=true2025.08 | 79.05 | — | |
| LightTS2023.07 | 78.95 | — | |
| LightTS2025.08 | 78.95 | — | |
| FEDformer_suffix=true2025.08 | 78.57 | — | |
| FITS2023.07 | 78.12 | — | |
| Anomaly Trans.2025.10 | 78 | — | |
| Stationary Transformer2023.07 | 77.5 | — | |
| NSformer_suffix=true2025.08 | 77.5 | — | |
| LSTM-NDTTraining data percentage=20%2022.01 | 76.08 | 95.2 | |
| UniTSEvaluation Protocol=PMT2025.10 | 75.4 | — | |
| TsLLM2025.10 | 73.3 | — | |
| CAE-MTraining data percentage=20%2022.01 | 73.03 | 98.36 | |
| OCSVM2023.07 | 70.82 | — | |
| IForest2023.07 | 66.45 | — | |
| TimesNetEvaluation Protocol=FT2025.10 | 33.9 | — | |
| MERLINTraining data percentage=20%2022.01 | 33.45 | 62.81 | |
| IMP2023.07 | -15.96 | — |