Table 1 Quantitative results on NSL-KDD.
From: A novel multi-scale network intrusion detection model with transformer
Method | Binary-classification | Five-classification | ||||||
|---|---|---|---|---|---|---|---|---|
Accuracy | Precision | Recall | F1-score | Accuracy | Precision | Recall | F1-score | |
CNN | 91.86 | 90.93 | 87.82 | 89.21 | 85.12 | 86.62 | 85.13 | 85.40 |
RNN | 97.64 | 97.45 | 96.39 | 96.91 | 93.16 | 94.02 | 91.40 | 92.56 |
LSTM | 98.71 | 98.32 | 98.41 | 98.36 | 95.51 | 95.38 | 94.44 | 94.85 |
ViT | 98.79 | 98.63 | 98.26 | 98.44 | 97.80 | 97.45 | 97.83 | 97.62 |
Liu et al. 49 | 92.90 | 89.92 | 98.57 | 94.05 | 85.24 | – | – | – |
ANN 50 | 97.50 | 99.00 | 96.70 | 95.70 | – | – | – | – |
AE 51 | 90.61 | 86.83 | 98.43 | 92.26 | – | – | – | – |
Ours | 99.25 | 99.07 | 99.02 | 99.05 | 99.16 | 99.01 | 99.17 | 99.09 |
