Table 2.

Related works of EEG signal classification by deep learning

Methods	EEG phenomena	Deep learning architectures
Cecotti and Graeser (2008) [40]	Steady state visual evoked potential	CNN
Cecotti and Graser (2011) [41]	Event related potential 300ms	CNN
Yang et al. (2015) [43]	Motor Imagery	CNN
Kumar S and Sharma A (2016) [44]	Motor imagery	CSP+CNN
Hajinoroozi et al. (2015) [45]	Driver’s cognitive states	DBN
Wulsin et al. (2011) [46]	Abnormal EEG monitor	DBN
Zheng et al. (2014) [32]	Emotion	DBN
Ren and Wu (2014) [42]	Motor imagery	Convolution DBN
Forney and Anderson (2011) [47]	Imagined mental tasks	RNN
Soleymani et al. (2016) [48]	Durative affection	RNN