Anomaly Detection on ADBench noisy-context scenario 1.0
84.78F1 ScoreTACTIC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TACTICDataset Id=4, Scenario=noisy-context2026.03 | 84.78 | — | — | |
| IForestDataset Id=32, Scenario=noisy-context2026.03 | 83.19 | — | — | |
| COPODDataset Id=32, Scenario=noisy-context2026.03 | 82.11 | — | — | |
| TACTICDataset Id=18, Scenario=noisy-context2026.03 | 81.84 | — | — | |
| ECODDataset Id=32, Scenario=noisy-context2026.03 | 81.72 | — | — | |
| PCADataset Id=32, Scenario=noisy-context2026.03 | 81 | — | — | |
| HBOSDataset Id=32, Scenario=noisy-context2026.03 | 80.81 | — | — | |
| DeepSVDDDataset Id=32, Scenario=noisy-context2026.03 | 79.44 | — | — | |
| OCSVMDataset Id=32, Scenario=noisy-context2026.03 | 78.2 | — | — | |
| CBLOFDataset Id=32, Scenario=noisy-context2026.03 | 67.61 | — | — | |
| PCADataset Id=6, Scenario=noisy-context2026.03 | 64.41 | — | — | |
| TACTICDataset Id=27, Scenario=noisy-context2026.03 | 63.31 | — | — | |
| SODDataset Id=18, Scenario=noisy-context2026.03 | 63.27 | — | — | |
| HBOSDataset Id=21, Scenario=noisy-context2026.03 | 60.42 | — | — | |
| OCSVMDataset Id=6, Scenario=noisy-context2026.03 | 60.28 | — | — | |
| TACTICDataset Id=30, Scenario=noisy-context2026.03 | 59.94 | — | — | |
| DeepSVDDDataset Id=42, Scenario=noisy-context2026.03 | 58.89 | — | — | |
| SODDataset Id=4, Scenario=noisy-context2026.03 | 58.7 | — | — | |
| DeepSVDDDataset Id=21, Scenario=noisy-context2026.03 | 58.16 | — | — | |
| TACTICDataset Id=22, Scenario=noisy-context2026.03 | 58.13 | — | — | |
| ECODDataset Id=21, Scenario=noisy-context2026.03 | 57.92 | — | — | |
| COPODDataset Id=6, Scenario=noisy-context2026.03 | 57.41 | — | — | |
| OCSVMDataset Id=42, Scenario=noisy-context2026.03 | 56.88 | — | — | |
| PCADataset Id=21, Scenario=noisy-context2026.03 | 56.72 | — | — | |
| HBOSDataset Id=42, Scenario=noisy-context2026.03 | 56.11 | — | — | |
| COPODDataset Id=42, Scenario=noisy-context2026.03 | 56 | — | — | |
| ECODDataset Id=42, Scenario=noisy-context2026.03 | 55.72 | — | — | |
| PCADataset Id=42, Scenario=noisy-context2026.03 | 55.37 | — | — | |
| OCSVMDataset Id=21, Scenario=noisy-context2026.03 | 54.99 | — | — | |
| COPODDataset Id=21, Scenario=noisy-context2026.03 | 54.35 | — | — | |
| IForestDataset Id=42, Scenario=noisy-context2026.03 | 53.08 | — | — | |
| LODADataset Id=42, Scenario=noisy-context2026.03 | 53.07 | — | — | |
| ECODDataset Id=6, Scenario=noisy-context2026.03 | 53 | — | — | |
| IForestDataset Id=21, Scenario=noisy-context2026.03 | 52.57 | — | — | |
| IForestDataset Id=4, Scenario=noisy-context2026.03 | 52.13 | — | — | |
| HBOSDataset Id=6, Scenario=noisy-context2026.03 | 51.22 | — | — | |
| LODADataset Id=6, Scenario=noisy-context2026.03 | 50.61 | — | — | |
| OCSVMDataset Id=27, Scenario=noisy-context2026.03 | 50.51 | — | — | |
| IForestDataset Id=6, Scenario=noisy-context2026.03 | 50.33 | — | — | |
| DeepSVDDDataset Id=6, Scenario=noisy-context2026.03 | 50.24 | — | — | |
| TACTICDataset Id=29, Scenario=noisy-context2026.03 | 49.81 | — | — | |
| LODADataset Id=27, Scenario=noisy-context2026.03 | 48.88 | — | — | |
| HBOSDataset Id=43, Scenario=noisy-context2026.03 | 48.85 | — | — | |
| COPODDataset Id=43, Scenario=noisy-context2026.03 | 48.54 | — | — | |
| ECODDataset Id=4, Scenario=noisy-context2026.03 | 47.9 | — | — | |
| IForestDataset Id=43, Scenario=noisy-context2026.03 | 47.7 | — | — | |
| PCADataset Id=43, Scenario=noisy-context2026.03 | 47.5 | — | — | |
| OCSVMDataset Id=43, Scenario=noisy-context2026.03 | 47.26 | — | — | |
| LODADataset Id=4, Scenario=noisy-context2026.03 | 47.23 | — | — | |
| PCADataset Id=27, Scenario=noisy-context2026.03 | 47.18 | — | — | |
| COPODDataset Id=4, Scenario=noisy-context2026.03 | 47.17 | — | — | |
| CBLOFDataset Id=4, Scenario=noisy-context2026.03 | 47.13 | — | — | |
| TACTICDataset Id=21, Scenario=noisy-context2026.03 | 47.06 | — | — | |
| KNNDataset Id=42, Scenario=noisy-context2026.03 | 46.62 | — | — | |
| HBOSDataset Id=4, Scenario=noisy-context2026.03 | 46.31 | — | — | |
| OCSVMDataset Id=4, Scenario=noisy-context2026.03 | 46.26 | — | — | |
| KNNDataset Id=40, Scenario=noisy-context2026.03 | 46.25 | — | — | |
| SODDataset Id=22, Scenario=noisy-context2026.03 | 45.92 | — | — | |
| OCSVMDataset Id=18, Scenario=noisy-context2026.03 | 45.75 | — | — | |
| COPODDataset Id=45, Scenario=noisy-context2026.03 | 45.63 | — | — | |
| ECODDataset Id=27, Scenario=noisy-context2026.03 | 45.44 | — | — | |
| CBLOFDataset Id=43, Scenario=noisy-context2026.03 | 45.41 | — | — | |
| PCADataset Id=4, Scenario=noisy-context2026.03 | 45.34 | — | — | |
| IForestDataset Id=18, Scenario=noisy-context2026.03 | 45.3 | — | — | |
| DeepSVDDDataset Id=43, Scenario=noisy-context2026.03 | 45.19 | — | — | |
| CBLOFDataset Id=42, Scenario=noisy-context2026.03 | 45.15 | — | — | |
| HBOSDataset Id=30, Scenario=noisy-context2026.03 | 44.72 | — | — | |
| LODADataset Id=18, Scenario=noisy-context2026.03 | 44.48 | — | — | |
| DeepSVDDDataset Id=4, Scenario=noisy-context2026.03 | 44.05 | — | — | |
| DeepSVDDDataset Id=27, Scenario=noisy-context2026.03 | 44.01 | — | — | |
| LODADataset Id=43, Scenario=noisy-context2026.03 | 43.95 | — | — | |
| PCADataset Id=30, Scenario=noisy-context2026.03 | 43.79 | — | — | |
| IForestDataset Id=30, Scenario=noisy-context2026.03 | 43.44 | — | — | |
| KNNDataset Id=27, Scenario=noisy-context2026.03 | 43.43 | — | — | |
| HBOSDataset Id=45, Scenario=noisy-context2026.03 | 42.96 | — | — | |
| LODADataset Id=32, Scenario=noisy-context2026.03 | 42.94 | — | — | |
| PCADataset Id=18, Scenario=noisy-context2026.03 | 42.91 | — | — | |
| ECODDataset Id=43, Scenario=noisy-context2026.03 | 42.85 | — | — | |
| TACTICDataset Id=15, Scenario=noisy-context2026.03 | 42.79 | — | — | |
| LODADataset Id=30, Scenario=noisy-context2026.03 | 42.71 | — | — | |
| OCSVMDataset Id=30, Scenario=noisy-context2026.03 | 42.59 | — | — | |
| IForestDataset Id=27, Scenario=noisy-context2026.03 | 42.54 | — | — | |
| KNNDataset Id=18, Scenario=noisy-context2026.03 | 42.48 | — | — | |
| CBLOFDataset Id=6, Scenario=noisy-context2026.03 | 42.01 | — | — | |
| LOFDataset Id=27, Scenario=noisy-context2026.03 | 41.55 | — | — | |
| KNNDataset Id=22, Scenario=noisy-context2026.03 | 41.37 | — | — | |
| OCSVMDataset Id=7, Scenario=noisy-context2026.03 | 41.04 | — | — | |
| TACTICDataset Id=32, Scenario=noisy-context2026.03 | 40.95 | — | — | |
| COFDataset Id=27, Scenario=noisy-context2026.03 | 40.77 | — | — | |
| TACTICDataset Id=6, Scenario=noisy-context2026.03 | 40.58 | — | — | |
| DeepSVDDDataset Id=30, Scenario=noisy-context2026.03 | 40.22 | — | — | |
| TACTICDataset Id=7, Scenario=noisy-context2026.03 | 40.08 | — | — | |
| DeepSVDDDataset Id=37, Scenario=noisy-context2026.03 | 39.93 | — | — | |
| KNNDataset Id=20, Scenario=noisy-context2026.03 | 39.8 | — | — | |
| COPODDataset Id=37, Scenario=noisy-context2026.03 | 39.78 | — | — | |
| LOFDataset Id=18, Scenario=noisy-context2026.03 | 39.42 | — | — | |
| COFDataset Id=40, Scenario=noisy-context2026.03 | 39.34 | — | — | |
| COPODDataset Id=30, Scenario=noisy-context2026.03 | 39.29 | — | — | |
| COFDataset Id=43, Scenario=noisy-context2026.03 | 38.49 | — | — | |
| LOFDataset Id=40, Scenario=noisy-context2026.03 | 38.48 | — | — |