text: Few studies have systematically compared classifiers in fMRI experiments with static visual stimuli (Ku et al., 2008; Misaki et al., 2010; Pereira and Botvinick, 2011; Yourganov et al., 2014) and literally only a couple of studies have applied within- or between-subject classification to fMRI data…