Table 9 Performance of two models on the CICIDS2018 dataset.
From: Multimodal fusion based few-shot network intrusion detection system
Model | K | ACC | \(\Delta\) ACC (%) | Macro-DR | Macro-F1 | Macro-PR |
|---|---|---|---|---|---|---|
Self-sufficient | 5 | 0.984 | – | 0.9844 | 0.9843 | 0.9842 |
10 | 0.984 | – | 0.9845 | 0.9844 | 0.9843 | |
15 | 0.997 | – | 0.9970 | 0.9970 | 0.9970 | |
Transfer-enhanced | 5 | 0.920 | − 6.4% \(\downarrow\) | 0.9242 | 0.9231 | 0.9221 |
10 | 0.971 | − 1.3% \(\downarrow\) | 0.9712 | 0.9712 | 0.9711 | |
15 | 0.988 | − 0.9% \(\downarrow\) | 0.9881 | 0.9881 | 0.9880 |
