Black-bellied Plover is larger (only useful when comparing the species next to each other), has longer, thicker bill, overall gray-scale colouring (Golden-Plover has more brown tones) and usually less prominent eye-brow. Nothing is definitive on its own, but together you can usually determine the species without seeing the armpit.
/Thomas