Anomaly Detection on MSDS
0.9105AUCGDN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GDNTraining=Complete training data2022.01 | 0.9105 | 0.9989 | 0.8026 | 0.89 | |
| DAGMMTraining=Complete training data2022.01 | 0.9013 | 0.9891 | 0.8026 | 0.8861 | |
| CAE-MTraining=Complete training data2022.01 | 0.9013 | 0.9908 | 0.8439 | 0.9115 | |
| TranADTraining=Complete training data2022.01 | 0.9013 | 0.9999 | 0.8626 | 0.9262 | |
| OmniAnomalyTraining=Complete training data2022.01 | 0.8982 | 1 | 0.7964 | 0.8867 | |
| MTAD-GATTraining=Complete training data2022.01 | 0.8982 | 0.9919 | 0.7964 | 0.8835 | |
| USADTraining=Complete training data2022.01 | 0.8979 | 0.9912 | 0.7959 | 0.8829 | |
| MSCREDTraining=Complete training data2022.01 | 0.8943 | 1 | 0.7983 | 0.8878 | |
| TranADTraining data percentage=20%2022.01 | 0.8113 | — | — | 0.8391 | |
| MAD-GANTraining=Complete training data2022.01 | 0.8054 | 0.9982 | 0.6107 | 0.7578 | |
| LSTM-NDTTraining=Complete training data2022.01 | 0.8013 | 0.9999 | 0.8012 | 0.8896 | |
| LSTM-NDTTraining data percentage=20%2022.01 | 0.7813 | — | — | 0.7912 | |
| DAGMMTraining data percentage=20%2022.01 | 0.7763 | — | — | 0.8389 | |
| MSCREDTraining data percentage=20%2022.01 | 0.7716 | — | — | 0.8283 | |
| USADTraining data percentage=20%2022.01 | 0.7613 | — | — | 0.8389 | |
| GDNTraining data percentage=20%2022.01 | 0.6819 | — | — | 0.8389 | |
| MTAD-GATTraining data percentage=20%2022.01 | 0.6122 | — | — | 0.8248 | |
| CAE-MTraining data percentage=20%2022.01 | 0.6001 | — | — | 0.8389 | |
| OmniAnomalyTraining data percentage=20%2022.01 | 0.5613 | — | — | 0.8389 | |
| MERLINTraining=Complete training data2022.01 | 0.5022 | 0.7254 | 0.311 | 0.4353 | |
| MERLINTraining data percentage=20%2022.01 | 0.5022 | — | — | 0.4353 | |
| MAD-GANTraining data percentage=20%2022.01 | 0.5002 | — | — | 0.739 |