Table 4.

Comparison of the number of parameters and mean accuracy using BCI-IV2a dataset.

Methods	Mean Accuracy (%)	Number of Parameters
FBCSB [38]	73.70	261 × 103
ShallowConvNet [20]	74.31	47.31 × 103
DeepConvNet [29]	71.99	284 × 103
EEGNet [20]	72.40	2.63 × 103
CP-MixedNet [29]	74.60	836 × 103
TS-SEFFNet [29]	74.71	282 × 103
MBEEGNet [37]	82.01	8.908 × 103
MBShallowConvNet [37]	81.15	147.22 × 103
CNN + BiLSTM (fixed) [15]	75.81	55 × 103
Proposed (MBEEGSE)	82.87	10.17 × 103