Enhancing complex upper-limb motor imagery discrimination through an incremental training strategy

Cristian David Guerrero-Méndez, Cristian Felipe Blanco-Díaz, Hamilton Rivera-Flor, Claudine Badue, Alberto Ferreira de Souza, Denis Delisle Rodríguez, Teodiano Freire Bastos-Filho

Abstract: Highlights•A novel concept based on complex motor imagery tasks is presented.•An incremental training strategy evaluated on two neural networks is proposed.•Performance was compared with baseline methods for complex motor imagery discrimination.•Findings lead to new developments for motor rehabilitation using novel training methods.