Point-level Anomaly Detection on UCR
76.19Affiliation-F1TimesNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimesNetVariant=COGNOS2025.11 | 76.19 | — | |
| MICNVariant=COGNOS2025.11 | 75.4 | — | |
| ModernTCNVariant=COGNOS2025.11 | 74.52 | — | |
| AutoformerVariant=COGNOS2025.11 | 74.27 | — | |
| CrossADVariant=COGNOS2025.11 | 74.12 | — | |
| TimeMixer++Variant=COGNOS2025.11 | 73.9 | — | |
| LSTMAEVariant=COGNOS2025.11 | 73.28 | — | |
| DLinearVariant=COGNOS2025.11 | 73.25 | — | |
| KANADVariant=COGNOS2025.11 | 72.79 | — | |
| IMPACTSetting=Open-Set2026.03 | 72.02 | 64.53 | |
| NCADSetting=Open-Set2026.03 | 68.85 | 60.01 | |
| WSAD-DTSetting=Open-Set2026.03 | 68.6 | 50.04 | |
| GPT4TSSetting=Unsupervised2026.03 | 67.92 | 61.09 | |
| DRASetting=Open-Set2026.03 | 67.35 | 59.64 | |
| THOCSetting=Unsupervised2026.03 | 67.34 | 53.48 | |
| TCN-AESetting=Unsupervised2026.03 | 67.3 | 51.89 | |
| MOSADSetting=Open-Set2026.03 | 67.24 | 55.28 | |
| InvADSetting=Open-Set2026.03 | 67.06 | 58.18 | |
| DSADSetting=Open-Set2026.03 | 67.04 | 51.2 | |
| COUTASetting=Unsupervised2026.03 | 66.99 | 55.55 | |
| TranADSetting=Unsupervised2026.03 | 66.93 | 50.2 | |
| DCdetectorSetting=Unsupervised2026.03 | 66.67 | 52.04 | |
| DADASetting=Unsupervised2026.03 | 66.67 | 54.69 | |
| DevNetSetting=Open-Set2026.03 | 66.55 | 48.72 | |
| TimesNetVariant=Vanilla2025.11 | 65.05 | — | |
| MICNVariant=Vanilla2025.11 | 64.02 | — | |
| TimeMixer++Variant=Vanilla2025.11 | 62.32 | — | |
| ModernTCNVariant=Vanilla2025.11 | 53.69 | — | |
| DLinearVariant=Vanilla2025.11 | 47.82 | — | |
| AutoformerVariant=Vanilla2025.11 | 47.02 | — | |
| KANADVariant=Vanilla2025.11 | 44.09 | — | |
| LSTMAEVariant=Vanilla2025.11 | 40.74 | — | |
| CrossADVariant=Vanilla2025.11 | 33.83 | — |