If that's all you eat, then yes, but the weight usually goes right back once you eat again. Besides, that's not really a healthy way to lose weight because you aren't getting many vitamins, minerals, or other good things your body needs. You can throw your body into starvation mode, which can make it more difficult to lose weight in the future because you body will slow your metabolism down to conserve energy.