To obtain the correct analysis of electroencephalogram (EEG) signals, non-physiological and physiological artifacts should be removed from EEG signals. This study aims to give an overview on existing methodology for removing artifacts, e.g., ocular, cardiac, muscle artifacts. The datasets, simulation platforms, performance measures artifact removal methods in previous related research are summa...