Time Series Anomaly Detection on MSL
95.91F1 ScoreGDN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GDNTraining=Complete training data2022.01 | 95.91 | 93.08 | 98.92 | 98.14 | |
| TranADTraining=Complete training data2022.01 | 94.94 | 90.38 | 99.99 | 99.16 | |
| MSCREDTraining=Complete training data2022.01 | 93.63 | 89.12 | 98.62 | 98.07 | |
| MAD-GANTraining=Complete training data2022.01 | 91.69 | 85.16 | 99.3 | 98.62 | |
| MTAD-GATModel Category=Forecasting based2020.09 | 90.84 | 87.54 | 94.4 | — | |
| OmniAnomalyModel Category=Reconstruction based2020.09 | 89.89 | 88.67 | 91.17 | — | |
| LOSSTSAD Model=TcnED2024.10 | 89.3 | — | — | — | |
| ORIGTSAD Model=TcnED2024.10 | 89.2 | — | — | — | |
| PLDATSAD Model=TcnED2024.10 | 89 | — | — | — | |
| PITSAD Model=TcnED2024.10 | 88.6 | — | — | — | |
| USADTraining=Complete training data2022.01 | 88.22 | 79.49 | 99.12 | 97.95 | |
| MTAD-GATTraining=Complete training data2022.01 | 87.68 | 79.17 | 98.24 | 98.99 | |
| OmniAnomalyTraining=Complete training data2022.01 | 87.65 | 78.48 | 99.24 | 97.82 | |
| MAD-GANModel Category=Reconstruction based2020.09 | 87.47 | 85.17 | 89.91 | — | |
| CAE-MTraining=Complete training data2022.01 | 87.33 | 77.51 | 100 | 99.03 | |
| DAGMMTraining=Complete training data2022.01 | 84.82 | 73.63 | 100 | 97.16 | |
| PLDATSAD Model=NCAD2024.10 | 82 | — | — | — | |
| LOSSTSAD Model=NCAD2024.10 | 81.3 | — | — | — | |
| PLDATSAD Model=NeuTral2024.10 | 81 | — | — | — | |
| PITSAD Model=NCAD2024.10 | 80.6 | — | — | — | |
| ORIGTSAD Model=NCAD2024.10 | 80.4 | — | — | — | |
| GAN-LiModel Category=Reconstruction based2020.09 | 78.23 | 71.02 | 87.06 | — | |
| LSTM-NDTTraining=Complete training data2022.01 | 77.21 | 62.88 | 100 | 95.32 | |
| PLDATSAD Model=TranAD2024.10 | 76.7 | — | — | — | |
| ORIGTSAD Model=TranAD2024.10 | 75.6 | — | — | — | |
| PITSAD Model=TranAD2024.10 | 75.6 | — | — | — | |
| PITSAD Model=NeuTral2024.10 | 75.4 | — | — | — | |
| LOSSTSAD Model=NeuTral2024.10 | 72.3 | — | — | — | |
| ORIGTSAD Model=NeuTral2024.10 | 72.2 | — | — | — | |
| LOSSTSAD Model=TranAD2024.10 | 71.9 | — | — | — | |
| KitNetModel Category=Reconstruction based2020.09 | 70.31 | 63.12 | 79.36 | — | |
| DAGMMModel Category=Forecasting based2020.09 | 70.07 | 54.12 | 99.34 | — | |
| LSTM-VAEModel Category=Reconstruction based2020.09 | 67.8 | 52.57 | 95.46 | — | |
| LSTM-NDTModel Category=Forecasting based2020.09 | 56.4 | 59.34 | 53.74 | — | |
| TimeLAVATime (s)=0.252026.06 | 49 | — | — | 81 | |
| TimeInfTime (s)=6.172026.06 | 35 | — | — | 72 | |
| LSTMTime (s)=8.772026.06 | 34 | — | — | 70 | |
| DCdetectorTime (s)=50.132026.06 | 34 | — | — | 69 | |
| MERLINTraining=Complete training data2022.01 | 33.45 | 26.13 | 46.45 | 62.81 | |
| LWCVTime (s)=109.842026.06 | 32 | — | — | 65 | |
| Isolation ForestTime (s)=0.112026.06 | 31 | — | — | 68 | |
| CATCHTime (s)=677.212026.06 | 14 | — | — | 66 | |
| ModernTCNTime (s)=81.562026.06 | 12 | — | — | 63 | |
| Anomaly TransformerTime (s)=20.132026.06 | 10 | — | — | 42 |