Time-Series Anomaly Detection on SMD (A-P, R-A-P, V-PR)
18.8Anomaly Precision (AUC-PR)AE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AE2024.10 | 18.8 | 18.2 | 18.1 | |
| CATCH2024.10 | 17.2 | 15.9 | 15.9 | |
| Patch2024.10 | 14.7 | 15.2 | 15.2 | |
| iTrans2024.10 | 14.6 | 14.5 | 14.5 | |
| HBOS2024.10 | 14.5 | 8.8 | 8.8 | |
| TsNet2024.10 | 14.1 | 14 | 14 | |
| NLin2024.10 | 14.1 | 14.5 | 14.5 | |
| DLin2024.10 | 13.9 | 14.5 | 14.4 | |
| Modern2024.10 | 13 | 13 | 13 | |
| PCA2024.10 | 12.8 | 10.9 | 10.9 | |
| IF2024.10 | 12.2 | 9.9 | 9.9 | |
| Ocsvm2024.10 | 10.4 | 8 | 8.1 | |
| DualTF2024.10 | 6.9 | 7 | 7 | |
| ATrans2024.10 | 4.6 | 5.5 | 5.4 | |
| DC2024.10 | 4.3 | 4.6 | 4.6 | |
| TFAD2024.10 | 4.2 | 5.2 | 5.2 |