ROC curves (left panels) and purity curves for galaxies (right panels) for the classifiers considered in this paper for the AEGIS1 field cross-matched with the HSC-SSP catalog in the magnitude interval 18.5 ≤ r ≤ 23.5. Top panels: analysis that uses only photometric bands, and bottom panels: analysis that uses photometric bands and morphological parameters. For comparison we also show the classification by CLASS_STAR and SGLC, which always use morphological parameters. The axes ranges are varied in order to show the curves better.