Automatic Modulation Classification Based on Deep Learning for Software-Defined Radio

Table 1

Test accuracy of baseline and the proposed method.

SNR (dB)	CNN (%)	ResNet (%)	Inception (%)	LSTM (%)	MentorNet (%)	Proposed method (%)
−10	25.71	26.92	23.61	29.56	24.86	30.40
−4	54.32	48.53	50.86	58.46	62.45	74.30
0	77.64	75.41	73.65	83.19	76.36	90.81
4	80.53	80.25	78.87	85.96	78.59	92.84
10	81.61	81.69	79.91	87.09	80.16	93.29