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 |