Metric: AUC ROC (higher is better)
| # | Model↕ | AUC ROC ▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SubLOF | 0.8001 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 2 | KAN | 0.7489 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 3 | FCVAE | 0.7145 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 4 | SAND | 0.655 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 5 | LSTMAD | 0.6432 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 6 | FITS | 0.5969 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 7 | OFA | 0.5699 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 8 | AT | 0.5458 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 9 | SRCNN | 0.5109 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 10 | TranAD | 0.4599 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |
| 11 | TimesNet | 0.4536 | No | KAN-AD: Time Series Anomaly Detection with Kolmo... | 2024-11-01 | Code |