The bumps you feel and see are bone, and they will never go away. While it is possible to surgically remove or at least decrease the size of the bumps, it is a little tricky because the tendon that helps you straighten your leg is attached to the bone and you definitely don’t want to damage or weaken the tendon. Surgery is usually done only for the very few that have pain while running, jumping, exercising, etc.