Multivariate Anomaly Detection on TSB-AD multivariate 180 series (test)
43.7AUC-PRAxonAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AxonAD2026.04 | 43.7 | 82.5 | 49.3 | 85.9 | |
| JuRe2026.04 | 40.4 | 80.2 | 44.4 | 83.2 | |
| Stream-VAE2026.04 | 39.9 | 80.8 | 45 | 83.8 | |
| OmniAnomaly2026.04 | 37.2 | 74.4 | 42.4 | 77.7 | |
| USAD2026.04 | 36.3 | 73.8 | 41.2 | 77.1 | |
| WVAE2026.04 | 35.4 | 74.7 | 41.3 | 77.8 | |
| CNN2026.04 | 34.7 | 77 | 35.2 | 80.7 | |
| VASP2026.04 | 33.9 | 76.2 | 40.1 | 80.9 | |
| SISVAE2026.04 | 32.3 | 75.9 | 37.2 | 78.6 | |
| M2N22026.04 | 31.9 | 74 | 32.3 | 77.9 | |
| OFA2026.04 | 30 | 63.9 | 36.7 | 69.4 | |
| AutoEncoder2026.04 | 29.4 | 66.9 | 29.5 | 69.1 | |
| VSVAE2026.04 | 29 | 70.9 | 34.2 | 73.4 | |
| GDN2026.04 | 27.2 | 73.8 | 33.2 | 80.2 | |
| TranAD2026.04 | 25.8 | 67.5 | 30.8 | 74.2 | |
| KMeansAD2026.04 | 25.2 | 69.1 | 29.6 | 73.2 | |
| TFTResidual2026.04 | 25 | 71 | 30.8 | 77.7 | |
| LSTMAD2026.04 | 24.8 | 59.7 | 24.5 | 62.6 | |
| PCA2026.04 | 24.2 | 67.6 | 27.7 | 71.2 | |
| Donut2026.04 | 21.3 | 62.7 | 26.2 | 69.3 | |
| IForest2026.04 | 21 | 70.4 | 25.3 | 75 | |
| COPOD2026.04 | 20.5 | 65.2 | 20.3 | 68.6 | |
| TimesNet2026.04 | 20.1 | 61.8 | 27.1 | 68.6 | |
| FITS2026.04 | 19.7 | 61.1 | 26.7 | 68.6 | |
| LOF2026.04 | 9.6 | 53.4 | 13.8 | 59.7 | |
| AnomalyTr.2026.04 | 6.8 | 50.6 | 11.5 | 53.8 |