DL-IDS: Extracting Features Using CNN-LSTM Hybrid Network for Intrusion Detection System

Table 5

Model performance with training packet length of 40.

Label	ACC (%)	TPR (%)	FPR (%)	F1-score (%)
Normal	99.54	99.52	0.00	99.61
FTP-Patator	99.62	92.29	0.27	91.45
SSH-Patator	99.63	87.04	0.00	86.87
Dos	99.61	98.25	0.00	97.87
Heartbleed	99.66	81.12	0.00	81.20
Infiltration	99.55	98.07	0.18	97.54
PortScan	99.54	98.42	0.00	98.71
Overall	98.67	97.21	0.47	93.32