Improvements in event-related desynchronization and classification performance of motor imagery using instructive dynamic guidance and complex tasks

•Dynamic guidance and complex motor tasks to the motor imagery paradigm is proposed.•The cerebral ERD patterns and MI-BCIs performance are investigated.•The proposed paradigm improves both ERD and classification accuracy significantly.•Individual classification accuracy is increased by proposed optimal conditions.