Time Series Anomaly Detection on SMAP (test)
96.63Affiliation PrecisionU2AD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| U2AD2026.05 | 96.63 | 97.24 | 96.94 | |
| LSTM-VAE2026.05 | 94.67 | 71.24 | 81.3 | |
| Tcn-ED2026.05 | 94.05 | 55.41 | 69.64 | |
| IsolationForest2026.05 | 92.87 | 55.94 | 69.82 | |
| COUTA2026.05 | 90.18 | 56.24 | 69.28 | |
| NCAD2026.05 | 88.96 | 68.45 | 77.36 | |
| ModernTCN2026.02 | 69.5 | 65.45 | 67.41 | |
| DADA2026.02 | 66.53 | 83.69 | 74.13 | |
| GPT4TS2026.02 | 63.52 | 90.56 | 74.67 | |
| TimeRadar2026.02 | 62.9 | 94.14 | 75.41 | |
| CAE-Ensemble2026.02 | 62.32 | 64.72 | 63.5 | |
| Chronos-Bolt2026.02 | 62.24 | 90.97 | 73.91 | |
| D3R2026.02 | 61.76 | 92.55 | 74.09 | |
| SEMPO2026.02 | 61.37 | 71.8 | 66.18 | |
| TimesFM2026.02 | 58.31 | 94.1 | 72 | |
| Anomaly Transformer2026.02 | 56.91 | 96.69 | 71.65 | |
| TimeMoE2026.02 | 56.86 | 94.04 | 70.87 | |
| LSTM2026.02 | 55.25 | 27.7 | 36.9 | |
| BeatGAN2026.02 | 54.04 | 98.3 | 69.74 | |
| SensitiveHUE2026.02 | 53.63 | 98.37 | 69.42 | |
| DCdetector2026.02 | 53.12 | 98.37 | 68.99 | |
| Omni2026.02 | 52.74 | 98.51 | 68.7 | |
| LODA2026.02 | 51.51 | 100 | 68 | |
| DAGMM2026.02 | 50.75 | 96.38 | 66.49 | |
| PCA2026.02 | 50.62 | 98.48 | 66.87 | |
| MEMTO2026.02 | 50.12 | 99.1 | 66.57 | |
| LOF2026.02 | 47.92 | 82.86 | 60.72 | |
| HBOS2026.02 | 41.54 | 66.17 | 51.04 | |
| IForest2026.02 | 41.12 | 68.91 | 51.51 | |
| OCSVM2026.02 | 41.05 | 69.37 | 51.58 | |
| AE2026.02 | 39.42 | 70.31 | 50.52 |