Table 6.

Comparison of results of CCST and benchmark models on BCI IV 2a dataset.

DA type	Model	Sub 1	Sub 2	Sub 3	Sub 4	Sub 5	Sub 6	Sub 7	Sub 8	Sub 9	Avg ± SD
With DA	CCST	60.94	29.51	67.88	46.53	29.69	48.61	51.91	81.08	76.22	54.71
	EEGConformer	63.37	25.69	59.38	38.37	25.35	28.30	32.29	47.22	47.92	40.88
	ShallowConvNet	58.16	26.04	59.90	33.68	26.04	31.42	37.50	61.63	52.43	42.98
	EEGNet	62.67	24.31	64.93	40.45	26.04	27.26	38.72	57.99	57.29	44.41
	DeepConvNet	52.26	24.13	52.43	31.77	26.56	34.20	32.47	55.38	54.51	40.41
	TCN	54.86	24.48	38.72	35.59	24.13	28.12	38.54	52.78	35.24	36.94
	TIDNet	42.01	24.13	48.61	35.94	25.69	30.73	33.33	40.28	44.62	36.15
	MSCFormer	59.03	23.26	57.99	36.28	25.17	24.31	33.85	55.21	43.75	39.87
	TCANet	64.41	26.91	52.26	36.81	26.22	31.77	34.90	59.20	55.03	43.06
	CTNet	55.38	24.83	58.33	38.37	26.22	27.95	37.67	63.19	53.99	42.88
	EEGInception	58.51	29.34	37.67	37.50	28.12	31.94	39.24	51.91	53.12	40.82
Without DA	CCST	66.67	38.89	86.28	61.46	34.90	65.28	79.86	91.49	89.58	68.27
	EEGConformer	59.55	24.48	56.42	35.76	26.22	28.82	36.63	59.38	59.72	43.00
	ShallowConvNet	63.72	25.87	68.92	34.72	26.56	30.21	40.80	63.72	63.37	46.43
	EEGNet	66.32	24.83	65.80	40.97	24.65	26.56	43.92	64.58	61.81	46.60
	DeepConvNet	69.97	25.52	67.53	30.90	27.26	34.55	37.67	58.85	57.29	45.51
	TCN	63.72	23.61	60.07	46.18	24.31	35.76	34.72	59.20	47.40	43.89
	TIDNet	43.23	28.65	53.12	39.24	23.78	36.63	35.42	43.75	48.61	39.16
	MSCFormer	68.92	27.60	62.85	40.45	26.56	27.78	40.28	67.71	65.97	47.57
	TCANet	62.67	27.95	58.68	39.41	29.51	26.74	35.24	57.99	65.28	44.83
	CTNet	64.93	26.22	58.85	30.03	27.60	28.99	31.08	61.28	60.94	43.33
	EEGInception	51.04	25.17	51.56	29.86	27.78	34.38	32.47	44.62	60.94	39.76

Significant values are in [bold].