Multivariate Time Series Anomaly Detection on SMD
94.8F1-scoreDBR-AF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DBR-AF2026.03 | 94.8 | 93.77 | 95.85 | — | |
| MtsCID2026.03 | 93.39 | 91.5 | 95.37 | — | |
| A.T.2026.03 | 92.33 | 89.4 | 95.45 | — | |
| MEMTO2026.03 | 92.03 | 88.24 | 96.16 | — | |
| D3R2026.03 | 91.91 | 87.74 | 96.09 | — | |
| TFMAE2026.03 | 91.24 | 91.41 | 91.07 | — | |
| UniTSParameters@MSL=8,066,3762024.11 | 88.09 | — | — | — | |
| DCdetector2026.03 | 85.84 | 86.08 | 85.6 | — | |
| Anomaly TransformerParameters@MSL=4,863,0552024.11 | 85.49 | — | — | — | |
| AutoformerParameters@MSL=325,4312024.11 | 85.11 | — | — | — | |
| FEDformerParameters@MSL=1,119,9822024.11 | 85.08 | — | — | — | |
| TimesNetParameters@MSL=75,2232024.11 | 84.62 | — | — | — | |
| KAN-ADParameters@MSL=4,4912024.11 | 84.29 | — | — | — | |
| InformerParameters@MSL=504,1742024.11 | 81.65 | — | — | — | |
| ContrastADPoint-adjustment=true, Seeds=52026.05 | 78.87 | 81.54 | 76.39 | 98.66 | |
| MSHTransPoint-adjustment=true, Seeds=52026.05 | 78.83 | 78.53 | 79.23 | 98.5 | |
| DLinearParameters@MSL=20,2002024.11 | 77.1 | — | — | — | |
| MPPCACD2026.03 | 75.02 | 71.2 | 79.28 | — | |
| CatchPoint-adjustment=true, Seeds=52026.05 | 73.57 | 69.58 | 78.06 | 97.6 | |
| DMamba2026.03 | 68.24 | 92.57 | 54.04 | — | |
| DTransPoint-adjustment=true, Seeds=52026.05 | 65.87 | 77.17 | 57.38 | 65.73 | |
| CATCH2026.03 | 62.08 | 45.38 | 98.22 | — | |
| CCM-TADEvaluation Protocol=Protocol-22025.05 | 61.2 | — | — | — | |
| CCM-TADEvaluation Protocol=Protocol-32025.05 | 60.2 | — | — | — | |
| DAGMM2026.03 | 57.3 | 67.3 | 49.89 | — | |
| PCA-ErrorEvaluation Protocol=Protocol-22025.05 | 57.2 | — | — | — | |
| OC-SVM2026.03 | 56.19 | 44.34 | 76.72 | — | |
| Isolation Forest2026.03 | 53.64 | 42.31 | 73.29 | — | |
| NPSREvaluation Protocol=Protocol-22025.05 | 53.5 | — | — | — | |
| GDNEvaluation Protocol=Protocol-22025.05 | 52.9 | — | — | — | |
| xLSTMADEvaluation Protocol=Protocol-22025.05 | 52.1 | — | — | — | |
| SATEvaluation Protocol=Protocol-22025.05 | 50.6 | — | — | — | |
| TimesNetEvaluation Protocol=Protocol-22025.05 | 47.7 | — | — | — | |
| OmniAnom.Evaluation Protocol=Protocol-22025.05 | 47.4 | — | — | — | |
| LOF2026.03 | 46.68 | 56.34 | 39.86 | — | |
| LSTM-VAEEvaluation Protocol=Protocol-22025.05 | 43.5 | — | — | — | |
| UAEEvaluation Protocol=Protocol-22025.05 | 43.5 | — | — | — | |
| OracleADEvaluation Protocol=Protocol-22025.05 | 43 | — | — | — | |
| USADEvaluation Protocol=Protocol-22025.05 | 42.6 | — | — | — | |
| MTAD-GATEvaluation Protocol=Protocol-22025.05 | 40 | — | — | — | |
| Sen.H.(Off)Evaluation Protocol=Protocol-32025.05 | 39.8 | — | — | — | |
| MSCREDEvaluation Protocol=Protocol-22025.05 | 38.2 | — | — | — | |
| Sen.H.(On)Evaluation Protocol=Protocol-32025.05 | 34.6 | — | — | — | |
| TranADEvaluation Protocol=Protocol-22025.05 | 31 | — | — | — | |
| CCM-TADEvaluation Protocol=Protocol-12025.05 | 30 | — | — | — | |
| TimesNetEvaluation Protocol=Protocol-12025.05 | 26.4 | — | — | — | |
| xLSTMADEvaluation Protocol=Protocol-12025.05 | 24.5 | — | — | — | |
| DAGMMEvaluation Protocol=Protocol-22025.05 | 23.8 | — | — | — | |
| CATCHEvaluation Protocol=Protocol-12025.05 | 23.7 | — | — | — | |
| CATCH2024.10 | 23.7 | 19.4 | 30.5 | — | |
| MAD-GANEvaluation Protocol=Protocol-22025.05 | 22 | — | — | — | |
| MTGPoint-adjustment=true, Seeds=52026.05 | 20.98 | 18.86 | 23.63 | 72.85 | |
| iTrans2024.10 | 19.8 | 16.2 | 25.5 | — | |
| CSTGLPoint-adjustment=true, Seeds=52026.05 | 17.91 | 17.3 | 18.55 | 68.22 | |
| Patch2024.10 | 17.9 | 18.5 | 17.3 | — | |
| TsNet2024.10 | 17.8 | 17.6 | 18.1 | — | |
| PCA2024.10 | 17.6 | 11.7 | 35.9 | — | |
| FuSAGPoint-adjustment=true, Seeds=52026.05 | 17.5 | 11.91 | 32.96 | 67.92 | |
| MemStrPoint-adjustment=true, Seeds=52026.05 | 15.93 | 11.4 | 26.47 | 60.23 | |
| Ocsvm2024.10 | 15.8 | 10.7 | 30.4 | — | |
| NLin2024.10 | 15.5 | 20.1 | 12.6 | — | |
| DLin2024.10 | 15.2 | 19.7 | 12.4 | — | |
| Modern2024.10 | 14.8 | 15.1 | 14.5 | — | |
| HBOS2024.10 | 14.8 | 9.5 | 33.2 | — | |
| DualTF2024.10 | 13.5 | 9.1 | 25.7 | — | |
| Anom. Trans.Evaluation Protocol=Protocol-12025.05 | 8 | — | — | — | |
| DC2024.10 | 6.9 | 4.2 | 20.1 | — | |
| GDNPoint-adjustment=true, Seeds=52026.05 | 6.55 | 86.39 | 3.41 | 68.09 | |
| IF2024.10 | 3.9 | 45.4 | 2 | — | |
| ATrans2024.10 | 3.7 | 11.2 | 2.2 | — | |
| AE2024.10 | 1.4 | 70.6 | 0.7 | — | |
| TFAD2024.10 | 0.9 | 4.3 | 0.5 | — |