Time Series Anomaly Detection on SWAN (AUC-R, AUC-P, Aff-F1)
71.93Aff-F1DADA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DADASetting=Zero-shot2026.02 | 71.93 | 52.9 | 48.63 | |
| SEMPOSetting=Zero-shot2026.02 | 71.25 | 46.91 | 31.17 | |
| TimeRadarSetting=Zero-shot2026.02 | 71.06 | 81.13 | 76.02 | |
| TimesFMSetting=Zero-shot2026.02 | 69.06 | 62.07 | 50.24 | |
| Chronos-BoltSetting=Zero-shot2026.02 | 68.82 | 62.98 | 49.95 | |
| Time-MoESetting=Zero-shot2026.02 | 62.22 | 63.37 | 50.92 | |
| CrossADVariant=COGNOS2025.11 | 53.74 | — | — | |
| TimeMixer++Variant=COGNOS2025.11 | 53.74 | — | — | |
| CATCHSetting=Full-shot2026.02 | 53.37 | 49.26 | 42.96 | |
| TimesNetVariant=COGNOS2025.11 | 52.49 | — | — | |
| GPT4TSSetting=Full-shot2026.02 | 47.27 | 50.88 | 46 | |
| ModernTCNSetting=Full-shot2026.02 | 46.45 | 52.63 | 45.77 | |
| ModernTCNVariant=COGNOS2025.11 | 46.14 | — | — | |
| DLinearVariant=COGNOS2025.11 | 44.02 | — | — | |
| LSTMAEVariant=COGNOS2025.11 | 43.29 | — | — | |
| D3RSetting=Full-shot2026.02 | 43.19 | 55.63 | 42.28 | |
| MICNVariant=COGNOS2025.11 | 43.07 | — | — | |
| KANADVariant=COGNOS2025.11 | 39.36 | — | — | |
| AutoformerVariant=COGNOS2025.11 | 36.04 | — | — | |
| Anomaly TransformerSetting=Full-shot2026.02 | 33.67 | 50.86 | 33.71 | |
| DCdetectorSetting=Full-shot2026.02 | 24.01 | 50.34 | 21.13 | |
| DLinearVariant=Vanilla2025.11 | 22.68 | — | — | |
| LSTMAEVariant=Vanilla2025.11 | 21.93 | — | — | |
| MICNVariant=Vanilla2025.11 | 20.85 | — | — | |
| KANADVariant=Vanilla2025.11 | 20.66 | — | — | |
| TimesNetVariant=Vanilla2025.11 | 19.61 | — | — | |
| TimeMixer++Variant=Vanilla2025.11 | 18.89 | — | — | |
| ModernTCNVariant=Vanilla2025.11 | 18.5 | — | — | |
| CrossADVariant=Vanilla2025.11 | 18.29 | — | — | |
| AutoformerVariant=Vanilla2025.11 | 18.28 | — | — | |
| TFMAESetting=Full-shot2026.02 | 9.19 | 40.21 | 29.97 |