Table 7.

Comparison of results of CCST and benchmark models on BCI IV 2b 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	70.14	58.53	58.47	86.08	83.11	79.17	81.25	79.08	86.25	75.79
	EEGConformer	71.53	58.24	57.08	90.81	72.84	61.25	72.36	78.95	80.14	71.47
	ShallowConvNet	72.08	57.06	55.83	90.81	74.46	80.14	74.31	79.87	79.03	73.73
	EEGNet	74.17	59.71	56.53	91.22	73.38	84.03	73.19	80.00	79.86	74.68
	DeepConvNet	73.61	58.97	58.61	90.54	73.78	73.19	74.44	79.47	80.14	73.64
	TCN	69.86	57.65	55.14	89.46	75.27	75.97	72.50	79.34	76.11	72.37
	TIDNet	69.17	57.94	56.25	87.43	68.51	77.92	72.92	75.26	75.28	71.19
	MSCFormer	76.81	55.59	55.69	91.62	74.86	65.14	73.06	76.97	80.56	72.26
	TCANet	72.08	57.21	56.53	92.43	73.38	66.81	75.69	77.24	78.19	72.17
	CTNet	73.75	57.35	55.56	91.62	71.22	77.22	74.17	78.68	79.31	73.21
	EEGInception	56.25	52.65	53.33	82.70	65.00	65.00	69.17	78.29	72.08	66.05
Without DA	CCST	69.31	58.09	57.92	88.24	86.22	82.78	81.11	79.74	86.11	76.61
	EEGConformer	70.42	54.41	55.00	88.65	70.81	77.50	71.53	78.29	79.58	71.80
	ShallowConvNet	71.94	57.79	54.58	91.76	73.38	78.75	74.72	79.21	80.83	73.66
	EEGNet	70.69	57.21	57.36	88.38	73.38	81.94	74.31	80.00	79.72	73.67
	DeepConvNet	70.00	56.03	57.22	88.11	67.43	72.78	69.58	79.34	77.50	70.89
	TCN	68.75	56.18	54.44	86.76	73.65	79.03	73.06	78.42	77.50	71.98
	TIDNet	68.06	56.03	56.53	87.30	67.57	71.67	69.03	79.21	73.33	69.86
	MSCFormer	75.00	56.03	56.53	92.84	71.22	77.92	74.17	79.34	78.47	73.50
	TCANet	68.19	60.59	57.50	89.46	69.19	71.25	70.83	78.42	76.53	71.33
	CTNet	67.36	56.03	57.08	91.49	71.22	75.69	75.00	79.21	77.78	72.32
	EEGInception	68.33	52.06	55.28	87.16	65.41	71.81	70.83	78.16	74.44	69.28

Significant values are in [bold].