Time Series Anomaly Detection on MSL (Affine and AUC Metrics)
76.02AUC Recall (AUC-R)TimeRadar
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| TimeRadar2026.02 | 76.02 | 66.88 | 97.78 | 79.44 | 24.38 | 79.66 | 31.05 | 81.63 | 35.95 | — | |
| DADA2026.02 | 75.15 | 68.7 | 90.56 | 78.27 | 26.42 | 77.99 | 31.05 | 77.48 | 30.5 | — | |
| TimesFM2026.02 | 69.69 | 59.68 | 97.95 | 74.17 | 20.26 | 71.92 | 24.99 | 73.94 | 25.77 | — | |
| Chronos-Bolt2026.02 | 67.14 | 63.91 | 93.07 | 75.78 | 18.72 | 71.09 | 24.35 | 73.24 | 25.06 | — | |
| CATCH2024.10 | 66.4 | — | — | — | — | 74.7 | — | — | — | 73.5 | |
| Patch2024.10 | 63.7 | — | — | — | — | 72 | — | — | — | 71.2 | |
| Modern2024.10 | 63.3 | — | — | — | — | 70.8 | — | — | — | 70.1 | |
| ModernTCN2026.02 | 63.04 | 65.94 | 93 | 77.17 | 15.2 | 77.88 | 30.91 | 77.47 | 30.1 | — | |
| DLin2024.10 | 62.4 | — | — | — | — | 70.3 | — | — | — | 69.5 | |
| TsNet2024.10 | 61.3 | — | — | — | — | 70.1 | — | — | — | 69.2 | |
| iTrans2024.10 | 61.1 | — | — | — | — | 68.6 | — | — | — | 67.8 | |
| Time-MoE2026.02 | 61.04 | 49.59 | 98.86 | 66.05 | 16.79 | 69.48 | 23.14 | 71.65 | 23.62 | — | |
| NLin2024.10 | 59.2 | — | — | — | — | 68.1 | — | — | — | 67.2 | |
| GPT4TS2026.02 | 58.85 | 64.86 | 95.43 | 77.23 | 13.83 | 77.65 | 28.05 | 76.97 | 27.69 | — | |
| DualTF2024.10 | 57.6 | — | — | — | — | 66.2 | — | — | — | 65.2 | |
| HBOS2024.10 | 57.4 | — | — | — | — | 64.3 | — | — | — | 63.5 | |
| AE2024.10 | 56.2 | — | — | — | — | 63.5 | — | — | — | 62.8 | |
| PCA2024.10 | 55.2 | — | — | — | — | 63.1 | — | — | — | 62.2 | |
| Ocsvm2024.10 | 52.4 | — | — | — | — | 59.4 | — | — | — | 59 | |
| IF2024.10 | 52.4 | — | — | — | — | 57.5 | — | — | — | 57.1 | |
| ATrans2024.10 | 50.8 | — | — | — | — | 52.9 | — | — | — | 52.7 | |
| DC2024.10 | 50.7 | — | — | — | — | 59.6 | — | — | — | 58.7 | |
| TFAD2024.10 | 50 | — | — | — | — | 51.5 | — | — | — | 51.4 | |
| Anomaly Transformer2026.02 | 49.06 | 51.04 | 95.36 | 66.49 | 10.47 | 50.63 | 13.07 | 51.32 | 14.47 | — | |
| D3R2026.02 | 45.77 | 66.85 | 90.83 | 77.02 | 9.45 | 56.35 | 20.05 | 55.69 | 19.76 | — | |
| AE2024.10 | — | — | — | — | 14.8 | — | 20 | — | 19.9 | — | |
| ATrans2024.10 | — | — | — | — | 10.7 | — | 16.5 | — | 16.2 | — | |
| CATCH2024.10 | — | — | — | — | 16.7 | — | 26 | — | 25.6 | — | |
| DC2024.10 | — | — | — | — | 10.7 | — | 15.7 | — | 15.6 | — | |
| DLin2024.10 | — | — | — | — | 14.7 | — | 22.5 | — | 22.1 | — | |
| DualTF2024.10 | — | — | — | — | 15.6 | — | 22 | — | 21.8 | — | |
| HBOS2024.10 | — | — | — | — | 13.2 | — | 19 | — | 18.9 | — | |
| IF2024.10 | — | — | — | — | 11.4 | — | 17.4 | — | 17.3 | — | |
| iTrans2024.10 | — | — | — | — | 15.1 | — | 22.7 | — | 22.4 | — | |
| Modern2024.10 | — | — | — | — | 14.6 | — | 22.4 | — | 22 | — | |
| NLin2024.10 | — | — | — | — | 14 | — | 22.2 | — | 21.8 | — | |
| Ocsvm2024.10 | — | — | — | — | 15.3 | — | 18.5 | — | 18.5 | — | |
| Patch2024.10 | — | — | — | — | 15.7 | — | 24.2 | — | 23.7 | — | |
| PCA2024.10 | — | — | — | — | 15.7 | — | 20.3 | — | 20 | — | |
| TFAD2024.10 | — | — | — | — | 10.6 | — | 16.2 | — | 15.9 | — | |
| TsNet2024.10 | — | — | — | — | 14.6 | — | 23.1 | — | 22.7 | — |