Table 10.

Comparison of different pooling methods.

Data set	Pooling method	Evaluation indicators (%)
		Accuracy	Precision	Recall	F1-score
NSL-KDD	Average pooling	98.96	98.95	98.96	98.94
	Max pooling	98.42	98.38	98.42	98.39
	Average pooling + max pooling	99.81	99.76	99.81	99.79
UNSW_NB15	Average pooling	85.21	85.53	85.21	85.30
	Max pooling	84.46	85.68	84.46	85.07
	Average pooling + max pooling	85.55	86.24	85.55	85.61
CIC-IDS2017	Average pooling	98.55	98.64	98.55
	Max pooling	93.85	94.52	93.85	93.89
	Average pooling + Max pooling	99.70	99.68	99.70	99.69