Table 12.
Model performance evaluation.
Model | Architecture | Dataset | Accuracy |
---|---|---|---|
Proposed Real-Time System | Single-Layer Perceptron | CIC-Darknet2020 | 0.82 |
DeepImage [14] | CNN | CIC-Darknet2020 | 0.95 |
Random Forest by Grid Search | Decision Trees | CIC-Darknet2020 | 0.97 |
Ensemble Model [13] | Decision Trees and KNN | CIC-Darknet2020 | 0.98 |
Tor-IDS [25] | Decision Trees | Self-Collected Network Traffic | 0.99 |
Random Forest [18] | Decision Trees | Anon17 | 0.99 |