Known IoT Attack Detection on IoT-23
69.4PrecisionSecBERT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SecBERTScale=Large2026.02 | 69.4 | 65.9 | 65.1 | 90.5 | 65.9 | |
| SecureBERT+Scale=Large2026.02 | 69.4 | 65.9 | 65.1 | 90.6 | 65.9 | |
| BERTScale=Large2026.02 | 67.4 | 65.6 | 63.9 | 90.6 | 65.6 | |
| RFScale=Large2026.02 | 66.5 | 63 | 62.1 | 89.6 | 63 | |
| DTScale=Large2026.02 | 65 | 61.4 | 60.3 | 86.3 | 61.4 | |
| DNNScale=Large2026.02 | 63.3 | 61.7 | 60.7 | 89.6 | 61.7 | |
| SecureBERT+Scale=Small2026.02 | 63.1 | 60.5 | 59 | 87.5 | 60.5 | |
| BERTScale=Small2026.02 | 61.8 | 60.8 | 58.5 | 87.9 | 60.8 | |
| LSTMScale=Large2026.02 | 60.9 | 61.7 | 60 | 89.2 | 61.7 | |
| SecBERTScale=Small2026.02 | 58.6 | 58.7 | 56.7 | 87.4 | 58.7 | |
| RFScale=Small2026.02 | 58.5 | 57.2 | 55.4 | 85.1 | 57.2 | |
| DNNScale=Small2026.02 | 56.7 | 55.3 | 52.5 | 84.9 | 55.3 | |
| LSTMScale=Small2026.02 | 54.4 | 54.7 | 51.1 | 83.7 | 54.7 | |
| DTScale=Small2026.02 | 53.5 | 54.2 | 51.5 | 81.2 | 54.2 |