Time Series Anomaly Detection on KDD 21
61.6Accuracy @1CoAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoADModel Class=Cooperative2026.05 | 61.6 | 76.8 | 80.8 | |
| Matrix ProfileModel Class=Data Mining2026.05 | 56.8 | 72.4 | 78.4 | |
| CutAddPasteModel Class=Pure OE2026.05 | 55.2 | 64.8 | 71.2 | |
| SANDModel Class=Data Mining2026.05 | 47.2 | 58.4 | 64.8 | |
| KshapeADModel Class=Data Mining2026.05 | 46 | 58.8 | 65.6 | |
| MMAModel Class=Pure MAE2026.05 | 40 | 52.4 | 58.4 | |
| KmeansADModel Class=Data Mining2026.05 | 40 | 52.8 | 59.6 | |
| DAMPModel Class=Data Mining2026.05 | 38.4 | 44.4 | 51.2 | |
| FCVAEModel Class=Time-Frequency Reconstruction2026.05 | 37.6 | 48.4 | 56 | |
| Series2GraphModel Class=Data Mining2026.05 | 36.4 | 50 | 55.2 | |
| CATCHModel Class=Time-Frequency Reconstruction2026.05 | 33.06 | 45.04 | 50.41 | |
| MAUTModel Class=Other Deep Learning2026.05 | 30.4 | 39.2 | 43.6 | |
| FITSModel Class=Other Deep Learning2026.05 | 28.92 | 36.36 | 43.38 | |
| TriADModel Class=Pure OE2026.05 | 25.6 | 34 | 34 | |
| TranADModel Class=Other Deep Learning2026.05 | 24 | 29.6 | 33.6 | |
| Sub-PCAModel Class=Data Mining2026.05 | 21.68 | 28.92 | 34.14 | |
| DCdetectorModel Class=Other Deep Learning2026.05 | 16.13 | 27.42 | 32.26 | |
| MOMENTModel Class=Pure MAE2026.05 | 15.7 | 21.49 | 25.21 | |
| COUTAModel Class=Pure OE2026.05 | 15.48 | 24.27 | 28.45 | |
| M2N2Model Class=Other Deep Learning2026.05 | 11.98 | 17.36 | 21.49 | |
| AnomalyBERTModel Class=Pure OE2026.05 | 9.64 | 15.66 | 57.43 | |
| AnomalyTransModel Class=Other Deep Learning2026.05 | 8.47 | 17.34 | 21.37 | |
| DADAModel Class=Pure MAE2026.05 | 7.47 | 11.62 | 17.84 | |
| TFADModel Class=Time-Frequency Reconstruction2026.05 | 4.13 | 6.61 | 11.57 | |
| TFMAEModel Class=Pure MAE2026.05 | 3.48 | 7.39 | 12.61 |