General Brazilian
desistir de
most common usage throughout Brazil
São Paulo
desistir de / largar de mão
both expressions are used; largar de mão is more informal
Rio de Janeiro
desistir de / chutar o balde
chutar o balde is colloquial slang meaning to give up completely
Portugal
desistir de / abandonar
desistir de is preferred; abandonar is more formal