Motor Imagery EEG Decoding Based on New Spatial-Frequency Feature and Hybrid Feature Selection Method

Table 7

The classification accuracy achieved by various methods (data set 2).

Subject	DBN [32] (2018)	CapsNet [33] (2019)	SGRM [34] (2019)	NCFS [35] (2020)	CSP-FBLBP
B01	70.38	78.75	77.3	79.25	76.25
B02	70.34	55.71	59.1	63.48	61.25
B03	71.2	55	51.5	56.65	50
B04	71.24	95.93	97	99.28	97.5
B05	71.21	83.12	87.4	88.67	92.5
B06	70.52	83.43	72.5	79.96	78.75
B07	70.79	75.62	86.7	88.76	87.5
B08	70.49	91.25	84.7	92.66	95
B09	70.32	87.18	85.6	84.95	78.75
Mean ± Std	70.72 ± 0.4	78.44 ± 14.44	78.0 ± 14.65	81.52 ± 13.72	79.72 ± 15.86