Network Intrusion Detection on CAP Generalization
99.97F1 ScoreKIT
Evaluation Results
| Method | Links | |
|---|---|---|
| KITDetection Model=EoA, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.06 | 99.97 | |
| KNOWMLDetection Model=DA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 99.85 | |
| KNOWMLDetection Model=EoA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 99.85 | |
| KITDetection Model=DA, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.06 | 99.57 | |
| KNOWMLDetection Model=GMM, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 98.44 | |
| KNOWMLDetection Model=GMM, Attack=Fiberfox SLOW (CAP), Category=Composite2025.06 | 98.25 | |
| KNOWMLDetection Model=GMM, Attack=HTTP Overflow (CAP), Category=Out-of-Dimension2025.06 | 98.17 | |
| KNOWMLDetection Model=EoA, Attack=HTTP Overflow (CAP), Category=Out-of-Dimension2025.06 | 98 | |
| KNOWMLDetection Model=DA, Attack=Fiberfox SLOW (CAP), Category=Composite2025.06 | 97.96 | |
| KNOWMLDetection Model=EoA, Attack=Fiberfox SLOW (CAP), Category=Composite2025.06 | 97.96 | |
| KNOWMLDetection Model=DA, Attack=HTTP Overflow (CAP), Category=Out-of-Dimension2025.06 | 97.7 | |
| KNOWMLDetection Model=GMM, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.06 | 97.66 | |
| KNOWMLDetection Model=DA, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.06 | 97.42 | |
| KNOWMLDetection Model=EoA, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.06 | 97.42 | |
| SFSDetection Model=GMM, Attack=Fiberfox AVB (CAP), Category=Non-Throughput2025.06 | 96.22 | |
| KNOWMLDetection Model=GMM, Attack=Fiberfox STRESS (CAP), Category=Composite2025.06 | 96.05 | |
| SFSDetection Model=GMM, Attack=Fiberfox STRESS (CAP), Category=Composite2025.06 | 93.12 | |
| KNOWMLDetection Model=EoA, Attack=Fiberfox STRESS (CAP), Category=Composite2025.06 | 92.95 | |
| KNOWMLDetection Model=DA, Attack=Fiberfox STRESS (CAP), Category=Composite2025.06 | 92.91 | |
| KNOWMLDetection Model=EoA, Attack=Low rate TCP (CAP), Category=Non-Throughput2025.06 | 92.77 | |
| KNOWMLDetection Model=EoA, Attack=Nkiller2 (CAP), Category=Out-of-Dimension2025.06 | 92.76 | |
| KNOWMLDetection Model=DA, Attack=Low rate TCP (CAP), Category=Non-Throughput2025.06 | 91.94 | |
| KNOWMLDetection Model=DA, Attack=Nkiller2 (CAP), Category=Out-of-Dimension2025.06 | 91.9 | |
| KNOWMLDetection Model=GMM, Attack=Fiberfox BYPASS (CAP), Category=Non-Throughput2025.06 | 91.85 | |
| KNOWMLDetection Model=GMM, Attack=Nkiller2 (CAP), Category=Out-of-Dimension2025.06 | 88.41 | |
| CICDetection Model=GMM, Attack=Nkiller2 (CAP), Category=Out-of-Dimension2025.06 | 86.96 | |
| CICDetection Model=GMM, Attack=Low rate TCP (CAP), Category=Non-Throughput2025.06 | 86.96 | |
| KNOWMLDetection Model=EoA, Attack=Fiberfox AVB (CAP), Category=Non-Throughput2025.06 | 86.38 | |
| KNOWMLDetection Model=DA, Attack=Fiberfox BYPASS (CAP), Category=Non-Throughput2025.06 | 85.76 | |
| KNOWMLDetection Model=GMM, Attack=Fiberfox AVB (CAP), Category=Non-Throughput2025.06 | 85.23 | |
| KNOWMLDetection Model=EoA, Attack=Fiberfox BYPASS (CAP), Category=Non-Throughput2025.06 | 84.31 | |
| KNOWMLDetection Model=GMM, Attack=Low rate TCP (CAP), Category=Non-Throughput2025.06 | 76.99 | |
| KNOWMLDetection Model=DA, Attack=Fiberfox AVB (CAP), Category=Non-Throughput2025.06 | 76.49 | |
| SFSDetection Model=GMM, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 | |
| CICDetection Model=GMM, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 | |
| KITDetection Model=GMM, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 | |
| SFSDetection Model=DA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 | |
| CICDetection Model=DA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 | |
| KITDetection Model=DA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 | |
| SFSDetection Model=EoA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 | |
| CICDetection Model=EoA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 | |
| KITDetection Model=EoA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.06 | 0 |