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

Table 8

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

Method	Input-dim	FLOPs	Parameter	Detection time (s)
FC-Net	(3,9,9.3)	1,620,656	806,273	191
Proposed	78	2,281	1,221	1.8
FC-Net	(3,7,7,3)	1,608,368	800,129	188
Proposed	43	2,281	1,221	1.5

The values in bold represent the optimal values for the different methods in the comparison experiments.