SPECTRUMNET: Cooperative Spectrum Monitoring Using Deep Neural Networks

Table 7

Comparison of SPECTRUMNET with other models.

Network	Signal type	Accuracy	Precision	Recall	F1 score
CNN [29]	WiFi	81.53	0.7	1	0.55
	LTE		0.8	0.7	0.6
CM-CNN [30]	WiFi	92.89	0.63	0.85	0.72
	LTE		0.8	1	0.9
CLDNN [31]	WiFi	93.05	0.56	0.8	0.6
	LTE		0.33	1	0.5
SPECTRUMNET (without smote)	WiFi	77.48%	0.67	0.99	0.8
	LTE		0.99	0.6	0.75
SPECTRUMNET (with smote)	WiFi	94.46%	1	0.89	0.94
	LTE		0.9	1	0.95