Design and Implementation of an Anomaly Network Traffic Detection Model Integrating Temporal and Spatial Features

Table 6

F1_score comparison.

Label	0	1	2	3	4	5	6	7	8	9	10	11
BILSTM	0.9903	1	0.919	0.9969	0.9728	0.9905	0.9994	1	0.9958	0.9999	0.9993	0.9964
ISN	1	1	0.9874	0.9995	0.9896	0.9941	0.9999	1	1	1	0.9998	0.9993
PCCN	1	1	0.9844	0.9994	0.973	0.985	1	1	1	0.9999	0.9998	0.9993
CNN	0.9964	1	0.9483	0.9979	0.9694	0.9864	0.9994	0.9992	0.9991	0.9999	0.9993	0.9964
CNN_LSTM	0.9952	1	0.874	0.9953	0.9447	0.9756	0.999	0.9997	0.9986	0.9998	0.9994	0.995
ITSN	1	1	0.9884	0.9995	0.9867	0.9934	1	1	1	1	0.9999	0.9979