Table 8 Performance of two models on the CICIDS2017 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 | 0.912 | – | 0.9143 | 0.9138 | 0.9132 |
10 | 0.938 | – | 0.9392 | 0.9399 | 0.9387 | |
15 | 0.947 | – | 0.9495 | 0.9491 | 0.9486 | |
Transfer-enhanced | 5 | 0.892 | − 2.0% \(\downarrow\) | 0.8840 | 0.8863 | 0.8865 |
10 | 0.951 | +1.3% \(\uparrow\) | 0.9512 | 0.9506 | 0.9499 | |
15 | 0.960 | +1.3% \(\uparrow\) | 0.9631 | 0.9626 | 0.9621 |
