I have never heard that phrase. You may be thinking of "pick it up" which can mean the obvious -- someone wishes you to pick up an object. It can also mean "to increase your efforts or energy in a given task." For example, if you were running and want someone to run faster, you might say "let's pick it up." The "it" in this case would refer to the pace of running.