Multivariate Time Series Anomaly Detection on SMAP
97.32F1 ScoreMtsCID
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MtsCID2026.03 | 97.32 | 95.9 | 98.79 | — | — | — | — | — | — | |
| EDAD2026.03 | 97.2 | 97 | 97.4 | — | — | — | — | — | — | |
| TFMAE2026.03 | 96.9 | 94.71 | 99.19 | — | — | — | — | — | — | |
| A.T.2026.03 | 96.69 | 94.13 | 99.4 | — | — | — | — | — | — | |
| DCdetector2026.03 | 96.63 | 94.42 | 98.95 | — | — | — | — | — | — | |
| MEMTO2026.03 | 96.6 | 93.66 | 99.73 | — | — | — | — | — | — | |
| DBR-AF2026.03 | 96.31 | 93.59 | 99.19 | — | — | — | — | — | — | |
| KAN-ADParameters@MSL=4,4912024.11 | 94.5 | — | — | — | — | — | — | — | — | |
| D3R2026.03 | 94.21 | 92.23 | 96.11 | — | — | — | — | — | — | |
| UniTSParameters@MSL=8,066,3762024.11 | 83.8 | — | — | — | — | — | — | — | — | |
| MPPCACD2026.03 | 81.73 | 88.61 | 75.84 | — | — | — | — | — | — | |
| Anomaly TransformerParameters@MSL=4,863,0552024.11 | 71.18 | — | — | — | — | — | — | — | — | |
| AutoformerParameters@MSL=325,4312024.11 | 71.12 | — | — | — | — | — | — | — | — | |
| FEDformerParameters@MSL=1,119,9822024.11 | 70.76 | — | — | — | — | — | — | — | — | |
| ContrastADPoint-adjustment=true, Seeds=52026.05 | 70.04 | 95.63 | 55.26 | — | 88.87 | — | — | — | — | |
| MSHTransPoint-adjustment=true, Seeds=52026.05 | 69.95 | 88.86 | 57.74 | — | 89.5 | — | — | — | — | |
| InformerParameters@MSL=504,1742024.11 | 69.92 | — | — | — | — | — | — | — | — | |
| TimesNetParameters@MSL=75,2232024.11 | 69.5 | — | — | — | — | — | — | — | — | |
| DLinearParameters@MSL=20,2002024.11 | 69.26 | — | — | — | — | — | — | — | — | |
| CatchPoint-adjustment=true, Seeds=52026.05 | 69.08 | 93.43 | 54.96 | — | 84.36 | — | — | — | — | |
| DAGMM2026.03 | 68.51 | 86.45 | 56.73 | — | — | — | — | — | — | |
| DMamba2026.03 | 68.05 | 95.1 | 52.98 | — | — | — | — | — | — | |
| CATCH2026.03 | 67.31 | 82.42 | 56.88 | — | — | — | — | — | — | |
| LOF2026.03 | 57.6 | 58.93 | 56.33 | — | — | — | — | — | — | |
| OC-SVM2026.03 | 56.34 | 53.85 | 59.07 | — | — | — | — | — | — | |
| Isolation Forest2026.03 | 55.53 | 52.39 | 59.07 | — | — | — | — | — | — | |
| CCM-TADEvaluation Protocol=Protocol-32025.05 | 55.1 | — | — | — | — | — | — | — | — | |
| CARLA2023.08 | 52.92 | 39.44 | 80.4 | — | — | — | — | — | — | |
| CCM-TADEvaluation Protocol=Protocol-22025.05 | 52.9 | — | — | — | — | — | — | — | — | |
| Sen.H.(On)Evaluation Protocol=Protocol-32025.05 | 52.3 | — | — | — | — | — | — | — | — | |
| MTAD-GAT2023.08 | 51.86 | 37.83 | 82.39 | — | — | — | — | — | — | |
| NPSREvaluation Protocol=Protocol-22025.05 | 50.5 | — | — | — | — | — | — | — | — | |
| TranAD2023.08 | 47.16 | 33.65 | 78.81 | — | — | — | — | — | — | |
| SATEvaluation Protocol=Protocol-22025.05 | 45.2 | — | — | — | — | — | — | — | — | |
| xLSTMADEvaluation Protocol=Protocol-22025.05 | 45.1 | — | — | — | — | — | — | — | — | |
| LSTM-VAE2023.08 | 43.7 | 29.65 | 83.03 | — | — | — | — | — | — | |
| Sen.H.(Off)Evaluation Protocol=Protocol-32025.05 | 41.5 | — | — | — | — | — | — | — | — | |
| Anomaly Transformer2023.08 | 40.74 | 26.69 | 86 | — | — | — | — | — | — | |
| CGSTA2026.02 | 40.42 | 28.65 | — | — | 70.2 | — | — | — | — | |
| TimesNet2023.08 | 40.19 | 25.87 | 89.94 | — | — | — | — | — | — | |
| GCAD2026.02 | 39.66 | 27.45 | — | — | 68.81 | — | — | — | — | |
| UAEEvaluation Protocol=Protocol-22025.05 | 39 | — | — | — | — | — | — | — | — | |
| CCM-TADEvaluation Protocol=Protocol-12025.05 | 38.9 | — | — | — | — | — | — | — | — | |
| TS2Vec2023.08 | 37.12 | 23.5 | 88.26 | — | — | — | — | — | — | |
| MemStrPoint-adjustment=true, Seeds=52026.05 | 36 | 24.94 | 64.62 | — | 65.3 | — | — | — | — | |
| TimesNetEvaluation Protocol=Protocol-22025.05 | 35.4 | — | — | — | — | — | — | — | — | |
| MTGFLOW2026.02 | 34.84 | 21.85 | — | — | 62.15 | — | — | — | — | |
| FCSTGNN2026.02 | 34.53 | 20.51 | — | — | 62.94 | — | — | — | — | |
| CATCH2026.02 | 33.51 | 16.41 | — | — | 56.41 | — | — | — | — | |
| DAGMMEvaluation Protocol=Protocol-22025.05 | 33.3 | — | — | — | — | — | — | — | — | |
| THOC2023.08 | 32.73 | 20.39 | 82.94 | — | — | — | — | — | — | |
| OmniAnomaly2023.08 | 32.55 | 19.67 | 94.24 | — | — | — | — | — | — | |
| Anomaly-Transformer2026.02 | 31.89 | 14.98 | — | — | 49.39 | — | — | — | — | |
| SARAD2026.02 | 30.86 | 15.5 | — | — | 51.33 | — | — | — | — | |
| Random2023.08 | 30.28 | 18.01 | 95.08 | — | — | — | — | — | — | |
| MTGPoint-adjustment=true, Seeds=52026.05 | 30.2 | 20.58 | 56.69 | — | 57.21 | — | — | — | — | |
| MTAD-GATEvaluation Protocol=Protocol-22025.05 | 29.6 | — | — | — | — | — | — | — | — | |
| SimADEvaluation Protocol=Protocol-12025.05 | 29.4 | — | — | — | — | — | — | — | — | |
| GANF2026.02 | 28.75 | 15.74 | — | — | 52.04 | — | — | — | — | |
| FuSAGPoint-adjustment=true, Seeds=52026.05 | 28.37 | 17.14 | 82.43 | — | 54.9 | — | — | — | — | |
| xLSTMADEvaluation Protocol=Protocol-12025.05 | 27.9 | — | — | — | — | — | — | — | — | |
| DCdetector2023.08 | 27.53 | 16.06 | 96.19 | — | — | — | — | — | — | |
| CSTGLPoint-adjustment=true, Seeds=52026.05 | 25.5 | 17.3 | 48.53 | — | 52.43 | — | — | — | — | |
| GDNEvaluation Protocol=Protocol-22025.05 | 25.2 | — | — | — | — | — | — | — | — | |
| TimesNetEvaluation Protocol=Protocol-12025.05 | 25 | — | — | — | — | — | — | — | — | |
| PatchADEvaluation Protocol=Protocol-12025.05 | 24.7 | — | — | — | — | — | — | — | — | |
| TranADEvaluation Protocol=Protocol-22025.05 | 24.7 | — | — | — | — | — | — | — | — | |
| LSTM-VAEEvaluation Protocol=Protocol-22025.05 | 23.5 | — | — | — | — | — | — | — | — | |
| DTransPoint-adjustment=true, Seeds=52026.05 | 22.91 | 14.39 | 55.01 | — | 58.26 | — | — | — | — | |
| USADEvaluation Protocol=Protocol-22025.05 | 22.8 | — | — | — | — | — | — | — | — | |
| Anom. Trans.Evaluation Protocol=Protocol-12025.05 | 22.7 | — | — | — | — | — | — | — | — | |
| D3REvaluation Protocol=Protocol-12025.05 | 22.7 | — | — | — | — | — | — | — | — | |
| OmniAnom.Evaluation Protocol=Protocol-22025.05 | 22.7 | — | — | — | — | — | — | — | — | |
| MAD-GANEvaluation Protocol=Protocol-22025.05 | 17.5 | — | — | — | — | — | — | — | — | |
| MSCREDEvaluation Protocol=Protocol-22025.05 | 17 | — | — | — | — | — | — | — | — | |
| DualTF2024.10 | 16.3 | 11.9 | 25.6 | — | — | — | — | — | — | |
| Modern2024.10 | 12.3 | 9.6 | 17.1 | — | — | — | — | — | — | |
| TsNet2024.10 | 12.1 | 9.4 | 16.7 | — | — | — | — | — | — | |
| iTrans2024.10 | 11 | 8.6 | 15.1 | — | — | — | — | — | — | |
| DLin2024.10 | 11 | 8.6 | 15.2 | — | — | — | — | — | — | |
| Patch2024.10 | 10.9 | 8.6 | 15.1 | — | — | — | — | — | — | |
| NLin2024.10 | 10.7 | 8.4 | 14.8 | — | — | — | — | — | — | |
| GDNPoint-adjustment=true, Seeds=52026.05 | 10.43 | 8.09 | 14.73 | — | 35.88 | — | — | — | — | |
| ATrans2024.10 | 7.2 | 15.4 | 4.7 | — | — | — | — | — | — | |
| CATCHEvaluation Protocol=Protocol-12025.05 | 6.1 | — | — | — | — | — | — | — | — | |
| CATCH2024.10 | 6.1 | 23.6 | 3.5 | — | — | — | — | — | — | |
| HBOS2024.10 | 6 | 9.2 | 4.5 | — | — | — | — | — | — | |
| PCA2024.10 | 5.9 | 8.4 | 4.5 | — | — | — | — | — | — | |
| Ocsvm2024.10 | 5.5 | 7.8 | 4.2 | — | — | — | — | — | — | |
| DC2024.10 | 1 | 12.1 | 0.5 | — | — | — | — | — | — | |
| TFAD2024.10 | 1 | 12.5 | 0.5 | — | — | — | — | — | — | |
| IF2024.10 | 0.4 | 9.2 | 0.2 | — | — | — | — | — | — | |
| AE2024.10 | 0.1 | 8.4 | 0.1 | — | — | — | — | — | — | |
| Anomaly Transformer2026.05 | — | — | — | — | — | 54.6 | — | 61.3 | 3 | |
| AT2026.05 | — | — | — | 10.34 | 41.29 | 41.99 | 11.62 | — | — | |
| BeatGAN2026.05 | — | — | — | 13.92 | 52.31 | 53.2 | 13.98 | — | — | |
| CATCHEvaluation Protocol=Protocol-12025.05 | — | — | — | 13.1 | — | — | — | — | — | |
| CCG-MSD2026.05 | — | — | — | — | — | 62.3 | — | 67.5 | 1 | |
| CCM-TADEvaluation Protocol=Protocol-12025.05 | — | — | — | 33.6 | — | — | — | — | — | |
| CCM-TADEvaluation Protocol=Protocol-22025.05 | — | — | — | 55.2 | — | — | — | — | — |