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

Table 6

The classification accuracy achieved by various methods (data set 1: left-hand versus right-hand).

Subject	GRU-RNN [28] (2018)	IST-TSVM [29] (2019)	ICA + PSR + CSP [30] (2020)	p-LTCSP [31] (2020)	CSP-FBLBP
A01	84.82	80.14	80	82.6	92.36
A02	65.32	51.55	65.36	70.23	54.17
A03	83.54	95.54	87.14	70.23	93.75
A04	67.67	53.6	67.5	55.15	67.36
A05	64	51.65	55.54	54.36	64.58
A06	70.87	56.83	50.18	60.14	64.58
A07	84.96	56.58	91.79	73.38	77.78
A08	71.95	93.42	84.11	85.29	93.75
A09	68.9	92.66	87.86	74.62	91.67
Mean ± Std	73.56 ± 8.53	70.22 ± 19.74	74.39 ± 15.18	69.56 ± 11.10	77.78 ± 15.53