Anomaly Detection on ADBench 57 Datasets (test)
54.7APIMBoost
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IMBoost2026.01 | 54.7 | — | |
| OC-NCEFeature Space=AB2026.01 | 51.9 | — | |
| OC-NCEFeature Space=HC2026.01 | 51.6 | — | |
| SB-NCEFeature Space=AB2026.01 | 51.1 | — | |
| SB-NCEFeature Space=HC2026.01 | 50.2 | — | |
| XGBODFeature Space=RD2026.01 | 47.7 | — | |
| SB-NCEFeature Space=DB2026.01 | 46.6 | — | |
| SB-NCEFeature Space=RD2026.01 | 43.4 | — | |
| OC-NCEFeature Space=RD2026.01 | 41.7 | — | |
| DSADFeature Space=HC2026.01 | 41 | — | |
| DSADFeature Space=AB2026.01 | 33.7 | — | |
| OCFeature Space=HC2026.01 | 28.5 | — | |
| OCFeature Space=AB2026.01 | 28.5 | — | |
| OCFeature Space=RD2026.01 | 28 | — | |
| DSADFeature Space=RD2026.01 | 24 | — | |
| SBFeature Space=RD2026.01 | 23.2 | — | |
| SBFeature Space=DB2026.01 | 22.7 | — | |
| SBFeature Space=HC2026.01 | 22.1 | — | |
| SBFeature Space=AB2026.01 | 22.1 | — | |
| DSADAnomaly Type=RD2026.01 | — | 67.7 | |
| DSADAnomaly Type=HC2026.01 | — | 73.6 | |
| DSADAnomaly Type=AB2026.01 | — | 70.1 | |
| IMBoost2026.01 | — | 84.7 | |
| OCAnomaly Type=RD2026.01 | — | 68.7 | |
| OCAnomaly Type=HC2026.01 | — | 68 | |
| OCAnomaly Type=AB2026.01 | — | 69.3 | |
| OC-NCEAnomaly Type=RD2026.01 | — | 77.7 | |
| OC-NCEAnomaly Type=HC2026.01 | — | 77.8 | |
| OC-NCEAnomaly Type=AB2026.01 | — | 78 | |
| SBAnomaly Type=RD2026.01 | — | 61.9 | |
| SBAnomaly Type=HC2026.01 | — | 59.8 | |
| SBAnomaly Type=DB2026.01 | — | 61.9 | |
| SBAnomaly Type=AB2026.01 | — | 59.8 | |
| SB-NCEAnomaly Type=RD2026.01 | — | 77.2 | |
| SB-NCEAnomaly Type=HC2026.01 | — | 74.4 | |
| SB-NCEAnomaly Type=DB2026.01 | — | 75.9 | |
| SB-NCEAnomaly Type=AB2026.01 | — | 76.1 | |
| XGBODAnomaly Type=RD2026.01 | — | 79.8 |