IoT attack detection on ToN-IoT
99.99RecallEnsemble-based Extra Trees classifier
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ensemble-based Extra Trees classifier2025.10 | 99.99 | 99.99 | 99.99 | 99.99 | |
| SSW and XGBoostYear=20222025.10 | 98.8 | 98.8 | 98.8 | 98.8 | |
| Hybrid (CNN + LSTM)Year=20242025.10 | 98.75 | 98.75 | 98.75 | 98.75 | |
| Medium Neural NetworkYear=20222025.10 | 98.2 | 98.39 | 99.6 | 99.7 | |
| Regularized CNNYear=20232025.10 | 97.69 | 97.94 | 98.86 | 98.27 | |
| Hybrid CNN and ELM tuned by Sine Cosine Algorithm (SCA)Year=20232025.10 | 96.65 | 96.65 | 96.6 | 96.62 | |
| 2D-ACNNYear=20232025.10 | 90.1 | — | 87 | 89.8 |