Decoding of Motor Imagery Involving Whole-body Coordination

•Motor imagery of general movements could be classified based on the peak location within the sensorimotor cortex.•Motor imagery can be decoded from the primary visual cortex, even when negatively activated.•Participants who perceived kinesthetic motor imagery as easier than visual motor imagery had a significantly higher classification accuracy within the left primary somatosensory cortex.