Synonyms for Drop Out (same or very similar meaning)
WordNet sense 1 (give up in the face of defeat of lacking hope; admit defeat):
quit, give up, throw in, chuck up the sponge, drop by the wayside, fall by the wayside, throw in the towelFrom the ODE community, based on WordNetadd/edit