Time-Series Anomaly Detection on Trend 7.8 (AUC-PR Metrics)
94.8R-AP (R-AUC-PR)CATCH
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CATCH2024.10 | 94.8 | — | 94 | 91.7 | |
| Patch2024.10 | 90.3 | — | 89.5 | 85.8 | |
| TsNet2024.10 | 89.3 | — | 88.3 | 84.5 | |
| iTrans2024.10 | 88.4 | — | 87.2 | 82.7 | |
| Modern2024.10 | 88.2 | — | 87.4 | 82.1 | |
| IF2024.10 | 87.9 | — | 87.8 | 88 | |
| NLin2024.10 | 85 | — | 83.9 | 78 | |
| DLin2024.10 | 84.2 | — | 83.5 | 80 | |
| CATCH2024.10 | 66.5 | 51 | 63.7 | — | |
| DualTF2024.10 | 62.7 | — | 61.6 | 57.8 | |
| HBOS2024.10 | 62.5 | — | 60.3 | 53 | |
| IF2024.10 | 55 | 51.1 | 54.3 | — | |
| ATrans2024.10 | 53.7 | — | 53 | 54.2 | |
| AE2024.10 | 53.1 | — | 50.9 | 50.9 | |
| TFAD2024.10 | 52.8 | — | 52.5 | 50.1 | |
| Patch2024.10 | 52.1 | 50.1 | 51.2 | — | |
| Modern2024.10 | 51.4 | 52 | 51.5 | — | |
| Ocsvm2024.10 | 50.9 | — | 49 | 48.8 | |
| DC2024.10 | 50.4 | — | 50.2 | 50.1 | |
| PCA2024.10 | 48.3 | — | 47.1 | 50.9 | |
| TsNet2024.10 | 43.5 | 38.4 | 42.4 | — | |
| DLin2024.10 | 42.9 | 45.9 | 42.9 | — | |
| iTrans2024.10 | 39.9 | 32.7 | 38.6 | — | |
| NLin2024.10 | 39.1 | 35.9 | 38.9 | — | |
| Ocsvm2024.10 | 26.1 | 7.5 | 25.2 | — | |
| HBOS2024.10 | 25 | 8.2 | 24 | — | |
| DualTF2024.10 | 17.3 | 12.6 | 16.9 | — | |
| ATrans2024.10 | 17.1 | 10.6 | 16.6 | — | |
| TFAD2024.10 | 15.7 | 8.8 | 15 | — | |
| AE2024.10 | 15.4 | 9.1 | 15.2 | — | |
| PCA2024.10 | 13.5 | 7.5 | 13.3 | — | |
| DC2024.10 | 12.8 | 7.8 | 12.5 | — |