There is another solution for having citations and references in figures: use Inkscape as suggested in the OP. In particular the save to pdf+latex feature. Any text elements in the figure are generated using latex. This means the correct font and the ability to write any latex you want as text. I still like hand editing figures to add complex annotations so I like being able to use Inkscape's GUI.