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