Table 6 Benchmark Comparison on Public Datasets.
Dataset | Model | Precision | Recall | F1-Score | AUC |
|---|---|---|---|---|---|
CICIDS-2017 | CNN-GRU [68] | 0.90 | 0.92 | 0.91 | 0.94 |
CICIDS-2017 | Transformer [69] | 0.91 | 0.93 | 0.92 | 0.95 |
CICIDS-2017 | Proposed CNN-RNN-Transformer | 0.93 | 0.94 | 0.94 | 0.96 |
IoT-23 | Transformer [69] | 0.90 | 0.91 | 0.92 | 0.94 |
IoT-23 | Proposed CNN-RNN-Transformer | 0.92 | 0.93 | 0.93 | 0.95 |
