Multivariate Time Series Anomaly Detection on MSL
95.59F1 ScoreDBR-AF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DBR-AF2026.03 | 95.59 | 93.66 | 97.59 | — | — | |
| DCdetector2026.03 | 95.37 | 92.09 | 98.89 | — | — | |
| TFMAE2026.03 | 95.15 | 92.83 | 97.59 | — | — | |
| MtsCID2026.03 | 95.13 | 93.37 | 96.97 | — | — | |
| EDAD2026.03 | 94.6 | 93.1 | 96.1 | — | — | |
| MEMTO2026.03 | 94.56 | 91.95 | 97.23 | — | — | |
| MEMTO2023.12 | 94.36 | 92.07 | 96.76 | — | — | |
| A.T.2026.03 | 93.59 | 92.09 | 95.15 | — | — | |
| D3R2026.03 | 93.03 | 91.77 | 94.33 | — | — | |
| Anomaly Transformer2023.12 | 90.63 | 91.13 | 90.12 | — | — | |
| ContrastADPoint-adjustment=true, Seeds=52026.05 | 89.95 | 90.33 | 87.5 | — | 97.85 | |
| MemStrPoint-adjustment=true, Seeds=52026.05 | 89.84 | 84.76 | 95.56 | — | 83.35 | |
| THOC2023.12 | 89.69 | 88.45 | 90.97 | — | — | |
| FuSAGPoint-adjustment=true, Seeds=52026.05 | 89.21 | 82.49 | 97.19 | — | 67.23 | |
| CSTGLPoint-adjustment=true, Seeds=52026.05 | 88.98 | 80.52 | 99.44 | — | 57.49 | |
| MSHTransPoint-adjustment=true, Seeds=52026.05 | 87.91 | 89.37 | 86.52 | — | 98.01 | |
| OmniAnomaly2023.12 | 87.67 | 89.02 | 86.37 | — | — | |
| BeatGAN2023.12 | 87.53 | 89.75 | 85.42 | — | — | |
| InterFusion2023.12 | 86.62 | 81.28 | 92.7 | — | — | |
| DTransPoint-adjustment=true, Seeds=52026.05 | 86.58 | 85.75 | 87.43 | — | 87.87 | |
| KAN-ADParameters@MSL=4,4912024.11 | 85.01 | — | — | — | — | |
| DLinearParameters@MSL=20,2002024.11 | 84.88 | — | — | — | — | |
| InformerParameters@MSL=504,1742024.11 | 84.06 | — | — | — | — | |
| Deep-SVDD2023.12 | 83.58 | 91.92 | 76.63 | — | — | |
| UniTSParameters@MSL=8,066,3762024.11 | 83.46 | — | — | — | — | |
| Anomaly TransformerParameters@MSL=4,863,0552024.11 | 83.31 | — | — | — | — | |
| LSTM-VAE2023.12 | 82.62 | 85.49 | 79.94 | — | — | |
| TimesNetParameters@MSL=75,2232024.11 | 81.8 | — | — | — | — | |
| AutoformerParameters@MSL=325,4312024.11 | 79.05 | — | — | — | — | |
| FEDformerParameters@MSL=1,119,9822024.11 | 78.57 | — | — | — | — | |
| CATCH2026.03 | 78.24 | 66.86 | 94.28 | — | — | |
| GDNPoint-adjustment=true, Seeds=52026.05 | 77.82 | 80.23 | 75.56 | — | 55.77 | |
| CatchPoint-adjustment=true, Seeds=52026.05 | 76.93 | 70.28 | 85.25 | — | 95.36 | |
| DMamba2026.03 | 76.09 | 93.69 | 64.06 | — | — | |
| DAGMM2023.12 | 74.62 | 89.6 | 63.93 | — | — | |
| DAGMM2026.03 | 74.62 | 89.6 | 63.93 | — | — | |
| OC-SVM2023.12 | 70.82 | 59.78 | 86.87 | — | — | |
| OC-SVM2026.03 | 70.82 | 59.78 | 86.87 | — | — | |
| MMPCACD2023.12 | 69.95 | 81.42 | 61.31 | — | — | |
| MPPCACD2026.03 | 69.95 | 81.42 | 61.31 | — | — | |
| Isolation Forest2023.12 | 66.45 | 53.94 | 86.54 | — | — | |
| Isolation Forest2026.03 | 66.45 | 53.94 | 86.54 | — | — | |
| LOF2023.12 | 61.18 | 47.72 | 85.25 | — | — | |
| LOF2026.03 | 61.18 | 47.72 | 85.25 | — | — | |
| CARLA2023.08 | 52.27 | 38.91 | 79.59 | — | — | |
| MTAD-GAT2023.08 | 47.34 | 35.59 | 70.67 | — | — | |
| TranAD2023.08 | 42.83 | 29.57 | 77.63 | — | — | |
| LSTM-VAE2023.08 | 40.74 | 27.23 | 80.83 | — | — | |
| TimesNet2023.08 | 35.78 | 22.57 | 86.23 | — | — | |
| Anomaly Transformer2023.08 | 34.49 | 21.82 | 82.31 | — | — | |
| THOC2023.08 | 30.95 | 19.36 | 77.18 | — | — | |
| TS2Vec2023.08 | 29.93 | 18.32 | 81.76 | — | — | |
| Random2023.08 | 29.36 | 17.46 | 92.2 | — | — | |
| MTGPoint-adjustment=true, Seeds=52026.05 | 28.7 | 94.29 | 16.92 | — | 61.68 | |
| OmniAnomaly2023.08 | 24.32 | 14.04 | 90.85 | — | — | |
| DCdetector2023.08 | 22.7 | 12.88 | 95.78 | — | — | |
| CATCH2024.10 | 14.3 | 18.5 | 11.7 | — | — | |
| PCA2024.10 | 13.3 | 13 | 13.7 | — | — | |
| HBOS2024.10 | 12.7 | 12.7 | 12.8 | — | — | |
| Ocsvm2024.10 | 12.6 | 12.8 | 12.5 | — | — | |
| DLin2024.10 | 12.1 | 17.3 | 9.3 | — | — | |
| TsNet2024.10 | 11.9 | 16.6 | 9.3 | — | — | |
| Modern2024.10 | 11.7 | 16.6 | 9 | — | — | |
| iTrans2024.10 | 11.4 | 15.8 | 8.9 | — | — | |
| NLin2024.10 | 10 | 19.3 | 6.7 | — | — | |
| Patch2024.10 | 9.8 | 19.4 | 6.6 | — | — | |
| DualTF2024.10 | 3.5 | 24.8 | 1.9 | — | — | |
| AE2024.10 | 2.6 | 21.9 | 1.4 | — | — | |
| IF2024.10 | 2.5 | 18 | 1.4 | — | — | |
| DC2024.10 | 1.6 | 18.1 | 0.8 | — | — | |
| ATrans2024.10 | 1.5 | 14.3 | 0.8 | — | — | |
| TFAD2024.10 | 1 | 10.7 | 0.5 | — | — |