Few-Shot Learning-Based Network Intrusion Detection through an Enhanced Parallelized Triplet Network

Table 7

Comparison performance with few-shot method based on the two datasets.

Dataset	Method	TP	FP	TN	FN	Precision	Recall	F-measure
CICIDS-2017	FC-net	10,022	688	9,622	378	93.58	96.37	94.95
	Proposed	10,301	409	9,409	591	96.18	94.57	95.37
UNSW_NB15	FC-net	6,192	486	9,528	422	92.97	93.62	93.30
	Proposed	6,575	187	9,671	329	97.23	95.23	96.22