Expression EEG Multimodal Emotion Recognition Method Based on the Bidirectional LSTM and Attention Mechanism

Table 2

Comparison of recognition results of different methods.

	Arousal		Valence
	RA (%)	F1	RA (%)	F1
Ref. [16]/MAHNOB-HCI	67.8	0.620	74.8	0.742
Ref. [19]/MAHNOB-HCI	73.5	0.711	74.9	0.715
Ref. [20]/MAHNOB-HCI	63.4	—	66.7	—
The proposed method/MAHNOB-HCI	74.6	0.732	75.3	0.739
The proposed method/DEAP	86.8	—	86.2	—