Instance Transfer Subject-Dependent Strategy for Motor Imagery Signal Classification Using Deep Convolutional Neural Networks

Table 4

The review of classifiers performance for BCI competition IV dataset 2b.

Method	Researcher	Mean kappa value
FBCSP	Ang et al. [24]	0.502
Twin SVM	Soman and Jayadeva [25]	0.526
CNN-SAE	Tabar and Halici [23]	0.547
CSCNN	Rong et al. [26]	0.663
NCA + DTCWT	Malan and Sharma [27]	0.615
CNN-VAE	Dai et al. [17]	0.564
ITSD-CNN	Our method	0.664