Anomaly Detection on ADBench anomaly ratio categories
31.3AP (< 3%)UCF
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| UCF2026.06 | 31.3 | 43.7 | 33.2 | 36.4 | 65.1 | 41.4 | |
| CBLOF2026.06 | 30.3 | 31.8 | 32.8 | 28.5 | 60.2 | 35.9 | |
| IForest2026.06 | 28.6 | 39.3 | 37.1 | 33.5 | 59.6 | 38.6 | |
| PCA2026.06 | 26.9 | 36.8 | 20.8 | 26.5 | 53.1 | 33.3 | |
| ECOD2026.06 | 26.4 | 34.7 | 35.2 | 31.9 | 54.9 | 35.4 | |
| OCSVM2026.06 | 25.6 | 35.5 | 36.4 | 26.5 | 58.3 | 35.4 | |
| HBOS2026.06 | 25.2 | 39.5 | 29.8 | 33.5 | 55.9 | 36 | |
| LODA2026.06 | 22 | 25.2 | 28.2 | 27.6 | 55.7 | 30.1 | |
| GMM2026.06 | 21.9 | 34.5 | 35.5 | 29.5 | 58.9 | 34.4 | |
| DyCF2026.06 | 20.5 | 24.5 | 21.5 | 13.4 | 50.1 | 25.9 | |
| KNN2026.06 | 18 | 30.3 | 32.1 | 27.8 | 61.8 | 31.9 | |
| KernelCF (RBF)kernel=RBF2026.06 | 16.6 | 32.9 | 36.9 | 29.3 | 59.5 | 32.6 | |
| KernelCF (lin)kernel=linear2026.06 | 14.4 | 24.8 | 35.2 | 29.1 | 56 | 28.9 | |
| KDE2026.06 | 13.4 | 29.4 | 30.6 | 22.7 | 62 | 29.5 | |
| DyCG2026.06 | 0.8 | 3.1 | 4.9 | 5 | 16.7 | 5.2 |