FCNN: An Efficient Intrusion Detection Method Based on Raw Network Traffic

Table 1

Related work summary.

Categories	DL model used in related works	Literature	Advantages	Disadvantages
DL methods based on feature extraction	LSTM	[13]	High computational efficiency	More complex preprocessing operations; lack of generality
	RNN	[14]
	CNN	[6]
	DNN	[15]
	Autoencoder	[16]
DL methods based on raw traffic	CNN-LSTM	[7, 17]	Strong versatility; high accuracy	Low computational efficiency
	CNN	[18]
	Autoencoder	[19]