Time Series Anomaly Detection on UCR-AD archive
70.8Top-1 AccuracyTimeVQVAE-AD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TimeVQVAE-ADMethod Mechanism=density estimation, Type=DL, Published Year=20232023.11 | 70.8 | 77.6 | 82.4 | |
| Matrix Profile STUMPYMethod Mechanism=matrix profile, Type=non-DL, Published Year=20192023.11 | 51.2 | 68.4 | 74.4 | |
| LSTM-EDMethod Mechanism=reconstruction, Type=DL, Published Year=20162023.11 | 51 | — | — | |
| MDIMethod Mechanism=density estimation, Type=non-DL, Published Year=20182023.11 | 47 | — | — | |
| TelemanomMethod Mechanism=forecasting, Type=DL, Published Year=20182023.11 | 46.8 | — | — | |
| MERLINMethod Mechanism=discord discovery, Type=non-DL, Published Year=20202023.11 | 42.4 | — | — | |
| MERLIN++Method Mechanism=discord discovery, Type=non-DL, Published Year=20232023.11 | 42.4 | — | — | |
| Matrix Profile SCRIMPMethod Mechanism=matrix profile, Type=non-DL, Published Year=20162023.11 | 41.6 | — | — | |
| RCFMethod Mechanism=isolation forest, Type=non-DL, Published Year=20162023.11 | 38.7 | — | — | |
| IFMethod Mechanism=isolation forest, Type=non-DL, Published Year=20082023.11 | 37.6 | — | — | |
| Convolutional AEMethod Mechanism=reconstruction, Type=DL2023.11 | 35.2 | 41.2 | 44.8 | |
| SR-CNNMethod Mechanism=spectral saliency map, Type=DL, Published Year=20192023.11 | 30 | — | — | |
| USADMethod Mechanism=reconstruction, adversarial training, Type=DL, Published Year=20202023.11 | 27.6 | — | — | |
| GANFMethod Mechanism=density estimation, Type=DL, Published Year=20222023.11 | 24 | — | — | |
| AEMethod Mechanism=reconstruction, Type=DL2023.11 | 23.6 | — | — | |
| COCAMethod Mechanism=non-contrastive learning, Type=DL, Published Year=20232023.11 | 23.6 | 32.8 | 40.8 | |
| LSTM-VAEMethod Mechanism=variational reconstruction, Type=DL, Published Year=20182023.11 | 19.8 | — | — | |
| TranADMethod Mechanism=reconstruction, Type=DL, Published Year=20222023.11 | 19 | — | — | |
| OC-SVMMethod Mechanism=one-class classification, Type=non-DL, Published Year=19992023.11 | 8.8 | — | — | |
| Deep SVDDMethod Mechanism=one-class classification, Type=DL, Published Year=20182023.11 | 7.6 | — | — | |
| CPC-ADMethod Mechanism=contrastive learning, Type=DL, Published Year=20212023.11 | 6.4 | — | — | |
| DAGMMMethod Mechanism=density estimation, Type=DL, Published Year=20182023.11 | 6.1 | — | — | |
| TS-TCC-ADMethod Mechanism=contrastive learning, one-class classification, Type=DL, Published Year=20212023.11 | 0.6 | — | — |