Time Series Anomaly Detection on TSB-AD
49.13F1 ScoreCoAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoADModel Class=Cooperative, Venue=ours2026.05 | 49.13 | 43.66 | 40.5 | 39.83 | |
| MMAModel Class=Pure MAE, Venue=VLDB-25 [21]2026.05 | 43.2 | 38.65 | 37.33 | 36.94 | |
| KMeansADModel Class=Data Mining, Venue=VLDB-22 [54]2026.05 | 41.42 | 37.26 | 37.64 | 36.81 | |
| KShapeADModel Class=Data Mining, Venue=NeurIPS-24 [10]2026.05 | 35.51 | 32.67 | 31.87 | 31.27 | |
| Matrix ProfileModel Class=Data Mining, Venue=CIKM-16 [30]2026.05 | 35.1 | 27.93 | 29.88 | 28.94 | |
| SANDModel Class=Data Mining, Venue=VLDB-21 [32]2026.05 | 34.74 | 31.52 | 31.85 | 31.05 | |
| Series2GraphModel Class=Data Mining, Venue=VLDB-20 [53]2026.05 | 33.48 | 30.11 | 30.13 | 29.57 | |
| Sub-PCAModel Class=Data Mining, Venue=NeurIPS-24 [10]2026.05 | 32.49 | 27.59 | 23.88 | 23.85 | |
| FCVAEModel Class=Time-Frequency Reconstruction, Venue=WWW-24 [35]2026.05 | 28.47 | 22.12 | 20.61 | 20.58 | |
| CutAddPasteModel Class=Pure OE, Venue=KDD-24 [19]2026.05 | 26.22 | 21.34 | 25.45 | 25.08 | |
| MOMENTModel Class=Pure MAE, Venue=ICML-24 [23]2026.05 | 25.29 | 18.8 | 25.9 | 24.67 | |
| CATCHModel Class=Time-Frequency Reconstruction, Venue=ICLR-25 [34]2026.05 | 24.46 | 20.02 | 22.32 | 21.67 | |
| MAUTModel Class=Other Deep Learning, Venue=ICASSP-23 [39]2026.05 | 19.82 | 14.67 | 14.91 | 14.75 | |
| AnomalyBERTModel Class=Pure OE, Venue=ICLR-23 [18]2026.05 | 19.14 | 9.85 | 13.21 | 13.85 | |
| COUTAModel Class=Pure OE, Venue=TKDE-24 [20]2026.05 | 18.78 | 13.12 | 11.07 | 11.01 | |
| TranADModel Class=Other Deep Learning, Venue=VLDB-22 [48]2026.05 | 18.07 | 13.06 | 12.23 | 12.05 | |
| DAMPModel Class=Data Mining, Venue=KDD-22 [31]2026.05 | 17.44 | 11.59 | 12.98 | 12.6 | |
| DADAModel Class=Pure MAE, Venue=ICLR-25 [22]2026.05 | 17.36 | 12.3 | 14.92 | 14.53 | |
| M2N2Model Class=Other Deep Learning, Venue=AAAI-24 [49]2026.05 | 16.98 | 10.38 | 9.41 | 9.25 | |
| FITSModel Class=Other Deep Learning, Venue=ICLR-24 [50]2026.05 | 13.23 | 7.14 | 10.63 | 10.37 | |
| TFMAEModel Class=Pure MAE, Venue=ICDE-24 [24]2026.05 | 7.29 | 3.45 | 5.83 | 5.77 | |
| AnomalyTransModel Class=Other Deep Learning, Venue=ICLR-22 [52]2026.05 | 7.01 | 3.36 | 6.27 | 6.13 | |
| DCdetectorModel Class=Other Deep Learning, Venue=KDD-23 [51]2026.05 | 6.47 | 3.12 | 5.79 | 5.69 | |
| TFADModel Class=Time-Frequency Reconstruction, Venue=CIKM-22 [36]2026.05 | 6.17 | 3.34 | 6.21 | 5.99 |