A Synchronized Hybrid Brain-Computer Interface System for Simultaneous Detection and Classification of Fusion EEG Signals

Table 1

The accuracy and STD of the same input signals from different classifiers for the six subjects.

		S1 (%)	S2 (%)	S3 (%)	S4 (%)	S5 (%)	S6 (%)	Mean (%)	STD (%)
MI	SVM	82.55	85.47	81.66	81.23	84.26	81.02	82.70	1.64
	CNN	89.85	94.29	91.71	90.20	93.05	91.26	91.73	1.55
SSVEP	CCA	84.52	88.62	87.00	89.25	84.69	87.21	86.88	1.78
	LASSO	85.24	88.95	88.62	89.66	89.54	85.25	87.88	1.89
	CNN	92.52	95.62	94.28	93.52	94.85	94.20	94.17	0.98
Hybrid	CNN	96.20	94.82	95.08	92.96	98.11	96.01	95.53	1.56