Time Series Anomaly Detection on SWAN
0.9591VUS-ROCSCAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCAN2026.06 | 0.9591 | 0.9233 | |
| LEFT2026.02 | 0.9549 | 0.9244 | |
| DADA2026.06 | 0.9521 | 0.9124 | |
| TimesNet2026.02 | 0.9515 | 0.916 | |
| TimesNet2026.06 | 0.9515 | 0.916 | |
| CrossAD2026.02 | 0.9499 | 0.9171 | |
| CrossAD2026.06 | 0.9499 | 0.9171 | |
| GPT4TS2026.02 | 0.934 | 0.8924 | |
| GPT4TS2026.06 | 0.934 | 0.8924 | |
| PCA2026.02 | 0.929 | 0.9123 | |
| TimeMixer2026.02 | 0.929 | 0.8721 | |
| PCA2026.06 | 0.929 | 0.9123 | |
| TimeMixer2026.06 | 0.929 | 0.8721 | |
| LODA2026.02 | 0.917 | 0.9107 | |
| LODA2026.06 | 0.917 | 0.9107 | |
| LOF2026.02 | 0.9095 | 0.9007 | |
| LOF2026.06 | 0.9095 | 0.9007 | |
| OCSVM2026.02 | 0.9088 | 0.9004 | |
| OCSVM2026.06 | 0.9088 | 0.9004 | |
| LSTM2026.02 | 0.9082 | 0.8862 | |
| LSTM2026.06 | 0.9082 | 0.8862 | |
| HBOS2026.02 | 0.9056 | 0.8894 | |
| HBOS2026.06 | 0.9056 | 0.8894 | |
| CAE2026.02 | 0.9042 | 0.9022 | |
| CAE2026.06 | 0.9042 | 0.9022 | |
| Omni2026.02 | 0.9041 | 0.9022 | |
| Omni2026.06 | 0.9041 | 0.9022 | |
| ModernTCN2026.02 | 0.9027 | 0.8962 | |
| ModernTCN2026.06 | 0.9027 | 0.8962 | |
| DAGMM2026.02 | 0.8951 | 0.8697 | |
| DAGMM2026.06 | 0.8951 | 0.8697 | |
| IForest2026.02 | 0.8835 | 0.8793 | |
| IForest2026.06 | 0.8835 | 0.8793 | |
| DC2026.02 | 0.8429 | 0.8338 | |
| DC2026.06 | 0.8429 | 0.8338 | |
| MEMTO2026.06 | 0.8158 | 0.8389 | |
| MtsCID2026.02 | 0.8128 | 0.8375 | |
| MtsCID2026.06 | 0.8128 | 0.8375 | |
| AT2026.02 | 0.8046 | 0.7943 | |
| AT2026.06 | 0.8046 | 0.7943 | |
| AE2026.02 | 0.6982 | 0.0201 | |
| AE2026.06 | 0.6982 | 0.0201 | |
| KAN-AD2026.06 | 0.4433 | 0.3909 |