Table 8.

Classification results reported by various state-of-the-art works on the DREAMER dataset.

Study	Approach	Arousal		Valence
		Accuracy	F1-Score	Accuracy	F1-Score
Hybrid Deep Learning [86]	Supervised	$80.68\%$	$77.00\%$	$80.43\%$	$78.00\%$
CNN [5]	SSL	$\mathbf{85.90}\%$	$\mathbf{85.90}\%$	$\mathbf{85.00}\%$	$\mathbf{84.5}\%$
Proposed Model	SSL	$71.27\%$	$70.86\%$	$70.24\%$	$68.49\%$