Unknown Attack Detection on IoT-23
100C&C-FDRFG-HELAD
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| RFG-HELADMetric=U-Rc2026.02 | 100 | 92 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 99.1 | |
| SAFE-NIDMetric=U-Rc2026.02 | 97.7 | 100 | 100 | 100 | 50 | 16.7 | 88.2 | 98 | 100 | 83.4 | |
| SAFE-NIDMetric=W-F12026.02 | 94 | 95 | 95 | 94 | 94 | 91 | 93 | 94 | 95 | 93.9 | |
| SiamXBERTMetric=W-F12026.02 | 91.4 | 91.9 | 96.1 | 93.8 | 94.3 | 93.3 | 92.9 | 87.9 | 95.2 | 93 | |
| SAFE-NIDMetric=U-F12026.02 | 90.5 | 92.6 | 20 | 73.3 | 18.2 | 13.3 | 75 | 91.6 | 20 | 55 | |
| ACGANMetric=U-Pr2026.02 | 90 | 24.6 | 1.1 | 100 | 4.3 | 50 | 77.8 | 49.3 | 0 | 44.1 | |
| SiamXBERTMetric=U-Rc2026.02 | 84.6 | 87.4 | 70 | 88.2 | 80 | 85 | 81.7 | 66.2 | 80 | 80.3 | |
| SAFE-NIDMetric=U-Pr2026.02 | 84.3 | 86.2 | 11.1 | 57.9 | 11.1 | 11.1 | 65.2 | 86 | 11.1 | 47.1 | |
| SiamXBERTMetric=U-F12026.02 | 81.1 | 83.2 | 16.3 | 64.9 | 26.4 | 50.2 | 69.5 | 69 | 22.1 | 53.6 | |
| SiamXBERTMetric=U-Pr2026.02 | 79.6 | 80.7 | 9.7 | 54 | 17 | 39.6 | 63.6 | 78.1 | 13.4 | 48.4 | |
| IDS-AgentMetric=W-F12026.02 | 71.2 | 70.5 | 96.3 | 89.1 | 95.1 | 94.5 | 84.9 | 70.5 | 95.8 | 85.3 | |
| ACGANMetric=W-F12026.02 | 55.7 | 47.8 | 50.4 | 61 | 55.6 | 58.4 | 58.6 | 58.1 | 59.4 | 56.1 | |
| ACGANMetric=U-F12026.02 | 51.4 | 27.8 | 2.2 | 70.6 | 8.3 | 50 | 51.9 | 59.2 | 0 | 35.7 | |
| RFG-HELADMetric=U-F12026.02 | 44.6 | 42.2 | 1.6 | 15.1 | 3.1 | 8.8 | 22.5 | 44.6 | 1.6 | 20.5 | |
| ACGANMetric=U-Rc2026.02 | 36 | 32 | 100 | 54.5 | 100 | 50 | 38.9 | 74 | 0 | 53.9 | |
| RFG-HELADMetric=U-Pr2026.02 | 28.7 | 27.4 | 0.8 | 8.2 | 1.6 | 4.6 | 12.7 | 28.7 | 0.8 | 12.6 | |
| IDS-AgentMetric=U-Pr2026.02 | 25 | 0 | 25 | 0 | 0 | 50 | 0 | 0 | 0 | 11.1 | |
| RFG-HELADMetric=W-F12026.02 | 19.9 | 40.7 | 13.3 | 13.4 | 13.2 | 13.2 | 14.1 | 19.9 | 13.3 | 18 | |
| IDS-AgentMetric=U-F12026.02 | 3.7 | 0 | 40 | 0 | 0 | 50 | 0 | 0 | 0 | 10.4 | |
| IDS-AgentMetric=U-Rc2026.02 | 2 | 0 | 100 | 0 | 0 | 50 | 0 | 0 | 0 | 16.9 |