Network Security Threat Detection on CICIDS 2017
0.9996PrecisionBaseline
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Baseline2026.04 | 0.9996 | 0.9995 | 0.9996 | 0.7069 | 0.9732 | 0.1046 | — | |
| RPM-Net2026.04 | 0.9987 | 0.9987 | 0.9987 | 0.9601 | 0.9989 | 0.6523 | — | |
| ODIN2026.04 | 0.9966 | 0.9582 | 0.9765 | 0.7354 | 0.9726 | 0.1651 | — | |
| OCN2026.04 | 0.9946 | 0.9967 | 0.9956 | 0.9057 | 0.9968 | 0.2884 | — | |
| Final Combined FrameworkComponents=Full UNAD+ framework2026.05 | 0.9944 | 0.9921 | 0.9831 | 0.9852 | — | — | 0.9919 | |
| EVM2026.04 | 0.9806 | 0.5538 | 0.6082 | 0.96 | 0.9986 | 0.2974 | — | |
| Standalone Supervised Refinement ClassifierStage=Second stage isolation2026.05 | 0.9669 | 0.8522 | 0.9059 | 0.9183 | — | — | 0.9386 | |
| Original UNAD2026.05 | 0.7099 | 0.7992 | 0.7519 | 0.8474 | — | — | 0.8723 | |
| UNAD+ WMV EnsembleEnsemble Type=Weighted Majority Vote2026.05 | 0.6957 | 0.8114 | 0.7491 | 0.849 | — | — | 0.8684 |