Time Series Anomaly Detection on SMAP (Affiliation-F1, F1_T, Standard-F1, VUS-PR)
98.83Affiliation F1VETime
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VETimeZero-shot=true2026.02 | 98.83 | 70.21 | 64.18 | 60.67 | 0.04 | — | — | — | — | — | — | — | |
| VLM4TSZero-shot=true2026.02 | 94.76 | 57.13 | 57.56 | 52.28 | 7 | — | — | — | — | — | — | — | |
| VisualTimeAnomalyZero-shot=true2026.02 | 91.65 | 14.8 | 16.19 | 11.94 | 2.34 | — | — | — | — | — | — | — | |
| VIT4TSZero-shot=true2026.02 | 91.55 | 50.97 | 51.65 | 46.44 | 2.23 | — | — | — | — | — | — | — | |
| OmniAnomalyTraining Setting=Full-Shot2026.02 | 91.38 | 46.63 | 40.5 | 28.07 | — | — | — | — | — | — | — | — | |
| TimeRCDTraining Setting=Zero-Shot2026.02 | 87.73 | 33.74 | 30.48 | 22.68 | — | — | — | — | — | — | — | — | |
| TranADTraining Setting=Full-Shot2026.02 | 87.39 | 29.12 | 25.11 | 13.37 | — | — | — | — | — | — | — | — | |
| USADTraining Setting=Full-Shot2026.02 | 87.25 | 43.94 | 38.66 | 26.37 | — | — | — | — | — | — | — | — | |
| VETimeTraining Setting=Zero-Shot2026.02 | 87.06 | 45.52 | 32.16 | 23.7 | — | — | — | — | — | — | — | — | |
| VETimeTraining Setting=Full-Shot2026.02 | 87.06 | 45.52 | 32.16 | 23.7 | — | — | — | — | — | — | — | — | |
| MOMENT†Training Setting=Zero-Shot2026.02 | 77.42 | 17.93 | 12.92 | 8.97 | — | — | — | — | — | — | — | — | |
| DADA†Training Setting=Zero-Shot2026.02 | 76.92 | 30.42 | 26.75 | 20.02 | — | — | — | — | — | — | — | — | |
| TimeRadarSetting=Zero-shot2026.02 | 75.41 | — | — | — | — | 59.85 | 16.42 | — | — | — | — | — | |
| GPT4TSSetting=Full-shot2026.02 | 74.67 | — | — | — | — | 48.19 | 12.23 | — | — | — | — | — | |
| Time MOETraining Setting=Zero-Shot2026.02 | 74.38 | 14.22 | 9.01 | 4.98 | — | — | — | — | — | — | — | — | |
| DADASetting=Zero-shot2026.02 | 74.13 | — | — | — | — | 51.24 | 12.08 | — | — | — | — | — | |
| D3RSetting=Full-shot2026.02 | 74.09 | — | — | — | — | 46.93 | 11.75 | — | — | — | — | — | |
| Chronos-BoltSetting=Zero-shot2026.02 | 73.91 | — | — | — | — | 58.56 | 15.25 | — | — | — | — | — | |
| TimesFMSetting=Zero-shot2026.02 | 72 | — | — | — | — | 57.57 | 14.31 | — | — | — | — | — | |
| Anomaly TransformerSetting=Full-shot2026.02 | 71.65 | — | — | — | — | 49.6 | 12.76 | — | — | — | — | — | |
| Time-MoESetting=Zero-shot2026.02 | 70.87 | — | — | — | — | 42.65 | 11.62 | — | — | — | — | — | |
| TFMAESetting=Full-shot2026.02 | 70.72 | — | — | — | — | 58.49 | 15.41 | — | — | — | — | — | |
| ATrans2024.10 | 70.3 | — | — | — | — | — | — | 54.5 | 99.1 | — | — | — | |
| ATrans2024.10 | 70.3 | — | — | — | — | — | — | — | — | 51.1 | — | — | |
| DC2024.10 | 70.1 | — | — | — | — | — | — | 54.8 | 97.3 | — | — | — | |
| DC2024.10 | 70.1 | — | — | — | — | — | — | — | — | 52.2 | — | — | |
| CATCH2024.10 | 69.9 | — | — | — | — | — | — | 57.4 | 89.5 | — | — | — | |
| CATCH2024.10 | 69.9 | — | — | — | — | — | — | — | — | 50.4 | — | — | |
| TS-PulseTraining Setting=Zero-Shot2026.02 | 69.21 | 12.34 | 7.44 | 3.99 | — | — | — | — | — | — | — | — | |
| DCdetectorSetting=Full-shot2026.02 | 68.99 | — | — | — | — | 49.97 | 12.78 | — | — | — | — | — | |
| TFAD2024.10 | 67.5 | — | — | — | — | — | — | 51.5 | 97.9 | — | — | — | |
| TFAD2024.10 | 67.5 | — | — | — | — | — | — | — | — | 50 | — | — | |
| ModernTCNSetting=Full-shot2026.02 | 67.41 | — | — | — | — | 43.42 | 10.96 | — | — | — | — | — | |
| DualTF2024.10 | 67.4 | — | — | — | — | — | — | 50.9 | 99.7 | — | — | — | |
| DualTF2024.10 | 67.4 | — | — | — | — | — | — | — | — | 47.8 | — | — | |
| SEMPOSetting=Zero-shot2026.02 | 66.18 | — | — | — | — | 51.97 | 12.55 | — | — | — | — | — | |
| CATCHSetting=Full-shot2026.02 | 66.06 | — | — | — | — | 47.26 | 12.14 | — | — | — | — | — | |
| TsNet2024.10 | 63.8 | — | — | — | — | — | — | 47.5 | 97.2 | — | — | — | |
| TsNet2024.10 | 63.8 | — | — | — | — | — | — | — | — | 45.3 | — | — | |
| Modern2024.10 | 63.5 | — | — | — | — | — | — | 47.2 | 97.1 | — | — | — | |
| Modern2024.10 | 63.5 | — | — | — | — | — | — | — | — | 45.5 | — | — | |
| LOFTraining Setting=Full-Shot2026.02 | 63.32 | 21.81 | 18.7 | 10.59 | — | — | — | — | — | — | — | — | |
| DLin2024.10 | 61.6 | — | — | — | — | — | — | 45.5 | 95.3 | — | — | — | |
| DLin2024.10 | 61.6 | — | — | — | — | — | — | — | — | 39.7 | — | — | |
| Patch2024.10 | 60.6 | — | — | — | — | — | — | 45 | 93.1 | — | — | — | |
| Patch2024.10 | 60.6 | — | — | — | — | — | — | — | — | 44.8 | — | — | |
| NLin2024.10 | 60.1 | — | — | — | — | — | — | 44.7 | 91.4 | — | — | — | |
| NLin2024.10 | 60.1 | — | — | — | — | — | — | — | — | 43.4 | — | — | |
| iTrans2024.10 | 58.7 | — | — | — | — | — | — | 43.9 | 88.5 | — | — | — | |
| iTrans2024.10 | 58.7 | — | — | — | — | — | — | — | — | 40.9 | — | — | |
| IF2024.10 | 51.2 | — | — | — | — | — | — | 42.5 | 64.5 | — | — | — | |
| IF2024.10 | 51.2 | — | — | — | — | — | — | — | — | 48.7 | — | — | |
| HBOS2024.10 | 50.9 | — | — | — | — | — | — | 39.9 | 70.3 | — | — | — | |
| HBOS2024.10 | 50.9 | — | — | — | — | — | — | — | — | 58.5 | — | — | |
| PCA2024.10 | 50.5 | — | — | — | — | — | — | 39.9 | 68.7 | — | — | — | |
| PCA2024.10 | 50.5 | — | — | — | — | — | — | — | — | 39.6 | — | — | |
| Ocsvm2024.10 | 50.3 | — | — | — | — | — | — | 39.2 | 70.3 | — | — | — | |
| Ocsvm2024.10 | 50.3 | — | — | — | — | — | — | — | — | 39.3 | — | — | |
| AE2024.10 | 46.3 | — | — | — | — | — | — | 41.6 | 52.4 | — | — | — | |
| AE2024.10 | 46.3 | — | — | — | — | — | — | — | — | 52.2 | — | — | |
| AnomLLMZero-shot=true2026.02 | 42.52 | 4.17 | 6.65 | 4.92 | 3.4 | — | — | — | — | — | — | — | |
| AE2026.06 | — | — | — | 13.66 | — | 46.87 | — | — | — | — | — | — | |
| AE2024.10 | — | — | — | 14.3 | — | — | — | — | — | — | 12.6 | 14.2 | |
| AT2026.06 | — | — | — | 12.39 | — | 45.71 | — | — | — | — | — | — | |
| ATrans2024.10 | — | — | — | 15.2 | — | — | — | — | — | — | 13 | 15.2 | |
| CAE2026.06 | — | — | — | 11.4 | — | 42.12 | — | — | — | — | — | — | |
| CATCH2024.10 | — | — | — | 15.5 | — | — | — | — | — | — | 13.1 | 15.5 | |
| CrossAD2026.06 | — | — | — | 14.43 | — | 57.79 | — | — | — | — | — | — | |
| DADA2026.06 | — | — | — | 12.23 | — | 45.35 | — | — | — | — | — | — | |
| DAGMM2026.06 | — | — | — | 13.49 | — | 55.99 | — | — | — | — | — | — | |
| DC2026.06 | — | — | — | 11.49 | — | 44.44 | — | — | — | — | — | — | |
| DC2024.10 | — | — | — | 15 | — | — | — | — | — | — | 13.2 | 14.9 | |
| DLin2024.10 | — | — | — | 11.8 | — | — | — | — | — | — | 10.4 | 11.8 | |
| DualTF2024.10 | — | — | — | 14.1 | — | — | — | — | — | — | 12.2 | 14.1 | |
| GPT4TS2026.06 | — | — | — | 12.89 | — | 54.49 | — | — | — | — | — | — | |
| HBOS2026.06 | — | — | — | 13.88 | — | 56.2 | — | — | — | — | — | — | |
| HBOS2024.10 | — | — | — | 16.6 | — | — | — | — | — | — | 14.8 | 16.5 | |
| IF2024.10 | — | — | — | 13.6 | — | — | — | — | — | — | 12.2 | 13.5 | |
| IForest2026.06 | — | — | — | 13.15 | — | 49.6 | — | — | — | — | — | — | |
| iTrans2024.10 | — | — | — | 12.6 | — | — | — | — | — | — | 11.4 | 12.6 | |
| KAN-AD2026.06 | — | — | — | 12.76 | — | 47.72 | — | — | — | — | — | — | |
| LODA2026.06 | — | — | — | 10.17 | — | 39.73 | — | — | — | — | — | — | |
| LOF2026.06 | — | — | — | 14.09 | — | 56.73 | — | — | — | — | — | — | |
| LSTM2026.06 | — | — | — | 13.99 | — | 53.29 | — | — | — | — | — | — | |
| MEMTO2026.06 | — | — | — | 14.16 | — | 50.59 | — | — | — | — | — | — | |
| Modern2024.10 | — | — | — | 12.9 | — | — | — | — | — | — | 11.4 | 12.9 | |
| ModernTCN2026.06 | — | — | — | 13.95 | — | 54.7 | — | — | — | — | — | — | |
| MtsCID2026.06 | — | — | — | 11.77 | — | 42.6 | — | — | — | — | — | — | |
| NLin2024.10 | — | — | — | 12.7 | — | — | — | — | — | — | 11.1 | 12.6 | |
| Ocsvm2024.10 | — | — | — | 11.7 | — | — | — | — | — | — | 10.2 | 11.7 | |
| OCSVM2026.06 | — | — | — | 11.33 | — | 41.85 | — | — | — | — | — | — | |
| Omni2026.06 | — | — | — | 12.39 | — | 47.43 | — | — | — | — | — | — | |
| Patch2024.10 | — | — | — | 13.2 | — | — | — | — | — | — | 11.5 | 13.2 | |
| PCA2026.06 | — | — | — | 11.44 | — | 40.9 | — | — | — | — | — | — | |
| PCA2024.10 | — | — | — | 11.8 | — | — | — | — | — | — | 10.4 | 11.8 | |
| SCAN2026.06 | — | — | — | 15.78 | — | 61.14 | — | — | — | — | — | — | |
| TFAD2024.10 | — | — | — | 13.3 | — | — | — | — | — | — | 12.8 | 13.4 | |
| TimeMixer2026.06 | — | — | — | 13.71 | — | 55.52 | — | — | — | — | — | — | |
| TimesNet2026.06 | — | — | — | 13.52 | — | 54.95 | — | — | — | — | — | — | |
| TsNet2024.10 | — | — | — | 13.1 | — | — | — | — | — | — | 11.4 | 13.1 |