Known IoT Attack Detection on CICIoT 2023
82.4PrecisionBERT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BERTScale=Large2026.02 | 82.4 | 82.2 | 82.2 | 99.3 | 82.2 | |
| SecureBERT+Scale=Large2026.02 | 82.3 | 82.1 | 82.2 | 99.3 | 82.1 | |
| SecBERTScale=Large2026.02 | 81.8 | 81.7 | 81.6 | 99.3 | 81.7 | |
| RFScale=Large2026.02 | 80.6 | 80.3 | 80.1 | 99 | 80.3 | |
| LSTMScale=Large2026.02 | 77.7 | 76.8 | 76.4 | 98.9 | 76.8 | |
| DTScale=Large2026.02 | 77.4 | 77.3 | 77.2 | 93.1 | 77.3 | |
| DNNScale=Large2026.02 | 75.2 | 73 | 71.1 | 98.8 | 73 | |
| RFScale=Small2026.02 | 74.3 | 73.1 | 72.9 | 97.5 | 73.1 | |
| DTScale=Small2026.02 | 68.9 | 68.4 | 68.1 | 83.9 | 68.4 | |
| SecBERTScale=Small2026.02 | 68.4 | 66.9 | 65.8 | 97.4 | 66.9 | |
| LSTMScale=Small2026.02 | 65.6 | 65.9 | 62.4 | 97.3 | 65.9 | |
| SecureBERT+Scale=Small2026.02 | 65.4 | 66 | 63.4 | 97.4 | 66 | |
| DNNScale=Small2026.02 | 65 | 66 | 62.8 | 97.3 | 66 | |
| BERTScale=Small2026.02 | 64.3 | 66 | 62.7 | 97.2 | 66 |